[{"data":1,"prerenderedAt":2495},["ShallowReactive",2],{"blog-guide-\u002Fblog\u002Fguides\u002Fai-lead-score-calculation-method":3,"blog-guide-related-\u002Fblog\u002Fguides\u002Fai-lead-score-calculation-method":1037},{"id":4,"title":5,"author":6,"body":7,"category":1015,"cover":1016,"description":1017,"draft":1018,"extension":1019,"image":1020,"launchCta":1020,"listingCover":1021,"meta":1022,"navigation":1023,"ogImage":1020,"path":1024,"publishedAt":1025,"readTime":1026,"seo":1027,"stem":1028,"tags":1029,"toolCategory":969,"updatedAt":1035,"__hash__":1036},"blogGuides\u002Fblog\u002Fguides\u002Fai-lead-score-calculation-method.md","AI Lead Score Calculation: The Inputs Disagree Before the Model Runs","Jasper Li",{"type":8,"value":9,"toc":984},"minimark",[10,15,62,74,79,82,87,90,94,97,101,104,108,111,115,118,133,137,140,144,150,222,225,229,235,241,247,258,262,265,269,278,286,294,298,355,359,393,396,400,428,431,435,438,449,452,456,483,486,490,500,504,507,514,662,665,668,672,678,684,695,699,702,708,712,864,875,878,882,885,891,897,903,914,917,921,924,927,934,938,945,951,960,966,974,980],[11,12,14],"p",{"style":13},"font-size:18px !important;line-height:1.65 !important;margin:0 0 24px;color:inherit;","Copy this line to your agent to build a scoreable record for one domain.",[16,17,22],"pre",{"className":18,"code":19,"language":20,"meta":21,"style":21},"language-sh shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use apollo \u002Forganizations\u002Fenrich plus hunterio \u002Femail-count\n","sh","",[23,24,25],"code",{"__ignoreMap":21},[26,27,30,34,38,41,44,47,50,53,56,59],"span",{"class":28,"line":29},"line",1,[26,31,33],{"class":32},"s2Zo4","set",[26,35,37],{"class":36},"sfazB"," up",[26,39,40],{"class":36}," https:\u002F\u002Fmonid.ai\u002FSKILL.md",[26,42,43],{"class":36}," and",[26,45,46],{"class":36}," use",[26,48,49],{"class":36}," apollo",[26,51,52],{"class":36}," \u002Forganizations\u002Fenrich",[26,54,55],{"class":36}," plus",[26,57,58],{"class":36}," hunterio",[26,60,61],{"class":36}," \u002Femail-count\n",[11,63,64,65,73],{},"We scored three company domains on 2026-09-23 and the interesting part happened before any scoring logic ran. Two providers gave one company 580 and 1,011 employees. One provider resolved a domain everybody knows to a completely different company, and returned a tidy, plausible, internally consistent record for it. A lead score is arithmetic over fields, and the fields do not agree with each other. This guide runs through ",[66,67,72],"a",{"href":68,"rel":69},"https:\u002F\u002Fmonid.ai",[70,71],"noopener","noreferrer","Monid",", the OpenRouter for agent tools.",[75,76,78],"h2",{"id":77},"what-goes-into-an-ai-lead-score","What goes into an AI lead score?",[11,80,81],{},"Four kinds of input, and only one of them is about the lead.",[83,84,86],"h3",{"id":85},"fit","Fit",[11,88,89],{},"Firmographics: size, industry, geography, age, funding. This is the bulk of most scores and it is what an enrichment call returns. It answers \"is this the kind of company we sell to\".",[83,91,93],{"id":92},"capability","Capability",[11,95,96],{},"Technology, headcount by function, tooling. This answers \"could they actually use us\", which is different from whether they match the profile. The measurement below produces a capability signal from a field nobody thinks of as technographic.",[83,98,100],{"id":99},"reachability","Reachability",[11,102,103],{},"How many contacts exist, in which departments, and whether you can get an address at all. A perfect-fit company you cannot reach scores zero in practice and 90 on most models.",[83,105,107],{"id":106},"intent","Intent",[11,109,110],{},"Behaviour: visits, downloads, job postings, funding events. Comes from your own systems and from event sources, not from a firmographic call, and it decays in days rather than quarters.",[83,112,114],{"id":113},"where-the-model-sits","Where the model sits",[11,116,117],{},"\"AI lead score\" usually means a model weighting those inputs, and the weights are the part people argue about. The measurement below is about the part nobody checks: whether the inputs are true.",[119,120,121],"blockquote",{},[11,122,123,124,128,129],{},"📖 ",[125,126,127],"strong",{},"See also"," ",[66,130,132],{"href":131},"\u002Fblog\u002Fguides\u002Ftarget-company-url-analysis","Target Company URL Analysis: What One Domain Tells You in Four Calls",[75,134,136],{"id":135},"why-do-two-providers-disagree-by-74-percent","Why do two providers disagree by 74 percent?",[11,138,139],{},"Because headcount is modelled, not counted, and each provider models it from a different population.",[83,141,143],{"id":142},"one-domain-two-answers","One domain, two answers",[11,145,146,149],{},[23,147,148],{},"vercel.com",", 2026-09-23:",[151,152,153,169],"table",{},[154,155,156],"thead",{},[157,158,159,163,166],"tr",{},[160,161,162],"th",{},"Field",[160,164,165],{},"Apollo",[160,167,168],{},"Hunter",[170,171,172,184,194,211],"tbody",{},[157,173,174,178,181],{},[175,176,177],"td",{},"Employees",[175,179,180],{},"580",[175,182,183],{},"1,011, band 1K-5K",[157,185,186,189,192],{},[175,187,188],{},"Founded",[175,190,191],{},"2015",[175,193,191],{},[157,195,196,199,205],{},[175,197,198],{},"Money",[175,200,201,204],{},[23,202,203],{},"annual_revenue"," 340,000,000",[175,206,207,210],{},[23,208,209],{},"raised"," 863,000,000",[157,212,213,216,219],{},[175,214,215],{},"Technologies",[175,217,218],{},"187",[175,220,221],{},"46",[11,223,224],{},"Founded year agrees. Headcount differs by 74 percent. And the money fields are not two estimates of one quantity at all: one is annual revenue, the other is capital raised. A scoring model that maps \"the money field\" to a band will cheerfully treat 863 million of venture funding as revenue.",[83,226,228],{"id":227},"what-to-do-about-it","What to do about it",[11,230,231,234],{},[125,232,233],{},"Pick one provider per field and write it down."," Not one provider per record. Headcount from whichever you trust on headcount, funding from whichever reports funding, and never fall back to the other one when a value is missing, because a backfilled field silently changes the units of your score.",[11,236,237,240],{},[125,238,239],{},"Store the provider on every value."," Six months later the only way to explain why a company moved from band B to band A is knowing which source answered that day.",[11,242,243,246],{},[125,244,245],{},"Band, do not thresh."," 580 and 1,011 fall in the same band on any sensible scale and on opposite sides of a threshold at 1,000. Thresholds convert provider disagreement into score volatility.",[11,248,249,252,253,257],{},[125,250,251],{},"Treat the technology count as a source property."," 187 against 46 is not a measurement difference, it is a definition difference, and the three-way version of that gap is measured in ",[66,254,256],{"href":255},"\u002Fblog\u002Fguides\u002Ftechnographic-data-api","the technographics guide",".",[75,259,261],{"id":260},"how-do-you-calculate-a-lead-score-through-one-key","How do you calculate a lead score through one key?",[11,263,264],{},"Four steps, and the third one is the one that saves you from the next section.",[83,266,268],{"id":267},"for-agents","For agents",[11,270,271,272,277],{},"Grab an API key at ",[66,273,276],{"href":274,"rel":275},"https:\u002F\u002Fapp.monid.ai\u002F",[70,71],"app.monid.ai",", then paste this to your agent and hand it the key:",[16,279,284],{"className":280,"code":282,"language":283,"meta":21},[281],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[23,285,282],{"__ignoreMap":21},[11,287,288,289,257],{},"It learns the whole discover, inspect, run workflow itself. More in the ",[66,290,293],{"href":291,"rel":292},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[70,71],"agent quickstart",[83,295,297],{"id":296},"for-humans","For humans",[16,299,303],{"className":300,"code":301,"language":302,"meta":21,"style":21},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","npm install -g @monid-ai\u002Fcli\nmonid keys add -k \u003Cyour-api-key> -l main\n","bash",[23,304,305,320],{"__ignoreMap":21},[26,306,307,311,314,317],{"class":28,"line":29},[26,308,310],{"class":309},"sBMFI","npm",[26,312,313],{"class":36}," install",[26,315,316],{"class":36}," -g",[26,318,319],{"class":36}," @monid-ai\u002Fcli\n",[26,321,323,326,329,332,335,339,342,346,349,352],{"class":28,"line":322},2,[26,324,325],{"class":309},"monid",[26,327,328],{"class":36}," keys",[26,330,331],{"class":36}," add",[26,333,334],{"class":36}," -k",[26,336,338],{"class":337},"sMK4o"," \u003C",[26,340,341],{"class":36},"your-api-ke",[26,343,345],{"class":344},"sTEyZ","y",[26,347,348],{"class":337},">",[26,350,351],{"class":36}," -l",[26,353,354],{"class":36}," main\n",[83,356,358],{"id":357},"step-1-pull-fit-one-call-per-domain","Step 1. Pull fit, one call per domain",[16,360,362],{"className":300,"code":361,"language":302,"meta":21,"style":21},"monid run -p apollo -e \u002Forganizations\u002Fenrich --query '{\"domain\": \"vercel.com\"}'\n",[23,363,364],{"__ignoreMap":21},[26,365,366,368,371,374,376,379,381,384,387,390],{"class":28,"line":29},[26,367,325],{"class":309},[26,369,370],{"class":36}," run",[26,372,373],{"class":36}," -p",[26,375,49],{"class":36},[26,377,378],{"class":36}," -e",[26,380,52],{"class":36},[26,382,383],{"class":36}," --query",[26,385,386],{"class":337}," '",[26,388,389],{"class":36},"{\"domain\": \"vercel.com\"}",[26,391,392],{"class":337},"'\n",[11,394,395],{},"Sixty-six fields including industry, founding year, headcount, revenue estimate and a technology list. Two to three seconds per domain on our runs.",[83,397,399],{"id":398},"step-2-pull-reachability-one-more-call","Step 2. Pull reachability, one more call",[16,401,403],{"className":300,"code":402,"language":302,"meta":21,"style":21},"monid run -p hunterio -e \u002Femail-count --query '{\"domain\": \"vercel.com\"}'\n",[23,404,405],{"__ignoreMap":21},[26,406,407,409,411,413,415,417,420,422,424,426],{"class":28,"line":29},[26,408,325],{"class":309},[26,410,370],{"class":36},[26,412,373],{"class":36},[26,414,58],{"class":36},[26,416,378],{"class":36},[26,418,419],{"class":36}," \u002Femail-count",[26,421,383],{"class":36},[26,423,386],{"class":337},[26,425,389],{"class":36},[26,427,392],{"class":337},[11,429,430],{},"Returns total known addresses split into personal and generic, plus a department breakdown. This is the cheapest useful signal in the whole exercise and most scoring models never ask for it.",[83,432,434],{"id":433},"step-3-cross-check-before-you-score","Step 3. Cross-check before you score",[11,436,437],{},"Compare the two records. If the headcount says three people and the address count says fifty-three across eight departments, one of them is wrong and the next section is what that looks like.",[16,439,443],{"className":440,"code":441,"language":442,"meta":21,"style":21},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","suspect = org[\"estimated_num_employees\"] \u003C 10 and counts[\"total\"] > 40\n","python",[23,444,445],{"__ignoreMap":21},[26,446,447],{"class":28,"line":29},[26,448,441],{},[11,450,451],{},"One line. It would have caught our bad row.",[83,453,455],{"id":454},"step-4-score-on-bands-and-ratios-not-raw-values","Step 4. Score on bands and ratios, not raw values",[16,457,459],{"className":440,"code":458,"language":442,"meta":21,"style":21},"fit       = band(headcount) + industry_match + age_band\nreach     = band(counts[\"total\"]) + has_department(counts, \"executive\")\ncapability= counts[\"department\"][\"it\"] \u002F counts[\"total\"]\nscore     = w1*fit + w2*reach + w3*capability\n",[23,460,461,466,471,477],{"__ignoreMap":21},[26,462,463],{"class":28,"line":29},[26,464,465],{},"fit       = band(headcount) + industry_match + age_band\n",[26,467,468],{"class":28,"line":322},[26,469,470],{},"reach     = band(counts[\"total\"]) + has_department(counts, \"executive\")\n",[26,472,474],{"class":28,"line":473},3,[26,475,476],{},"capability= counts[\"department\"][\"it\"] \u002F counts[\"total\"]\n",[26,478,480],{"class":28,"line":479},4,[26,481,482],{},"score     = w1*fit + w2*reach + w3*capability\n",[11,484,485],{},"The third line is free and it is the subject of the last part of this guide.",[487,488],"skill-prompt",{"prompt":489},"for each domain in this list, pull the company record and the email count, flag any row where the employee estimate is under ten but the address count is over forty, and give me the IT share of known contacts for the rest",[119,491,492],{},[11,493,123,494,128,496],{},[125,495,127],{},[66,497,499],{"href":498},"\u002Fblog\u002Fturn-a-domain-into-full-firmographics","Turn a Domain Into Full Company Firmographics in One Call",[75,501,503],{"id":502},"why-did-a-famous-domain-score-three-out-of-a-hundred","Why did a famous domain score three out of a hundred?",[11,505,506],{},"Because the provider resolved it to a different company, and the record it returned was perfectly sensible for the company it found.",[83,508,510,511],{"id":509},"what-came-back-for-basecampcom","What came back for ",[23,512,513],{},"basecamp.com",[16,515,519],{"className":516,"code":517,"language":518,"meta":21,"style":21},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","{ \"name\": \"Basecamp Talent\",\n  \"industry\": \"staffing & recruiting\",\n  \"linkedin_url\": \"...\u002Fcompany\u002Fbasecamp-talent\",\n  \"founded_year\": 2023,\n  \"estimated_num_employees\": 3,\n  \"annual_revenue\": 12300000,\n  \"short_description\": \"…a UK-based recruitment agency…\" }\n","json",[23,520,521,549,570,590,607,624,640],{"__ignoreMap":21},[26,522,523,526,529,533,536,539,541,544,546],{"class":28,"line":29},[26,524,525],{"class":337},"{",[26,527,528],{"class":337}," \"",[26,530,532],{"class":531},"spNyl","name",[26,534,535],{"class":337},"\"",[26,537,538],{"class":337},":",[26,540,528],{"class":337},[26,542,543],{"class":36},"Basecamp Talent",[26,545,535],{"class":337},[26,547,548],{"class":337},",\n",[26,550,551,554,557,559,561,563,566,568],{"class":28,"line":322},[26,552,553],{"class":337},"  \"",[26,555,556],{"class":531},"industry",[26,558,535],{"class":337},[26,560,538],{"class":337},[26,562,528],{"class":337},[26,564,565],{"class":36},"staffing & recruiting",[26,567,535],{"class":337},[26,569,548],{"class":337},[26,571,572,574,577,579,581,583,586,588],{"class":28,"line":473},[26,573,553],{"class":337},[26,575,576],{"class":531},"linkedin_url",[26,578,535],{"class":337},[26,580,538],{"class":337},[26,582,528],{"class":337},[26,584,585],{"class":36},"...\u002Fcompany\u002Fbasecamp-talent",[26,587,535],{"class":337},[26,589,548],{"class":337},[26,591,592,594,597,599,601,605],{"class":28,"line":479},[26,593,553],{"class":337},[26,595,596],{"class":531},"founded_year",[26,598,535],{"class":337},[26,600,538],{"class":337},[26,602,604],{"class":603},"sbssI"," 2023",[26,606,548],{"class":337},[26,608,610,612,615,617,619,622],{"class":28,"line":609},5,[26,611,553],{"class":337},[26,613,614],{"class":531},"estimated_num_employees",[26,616,535],{"class":337},[26,618,538],{"class":337},[26,620,621],{"class":603}," 3",[26,623,548],{"class":337},[26,625,627,629,631,633,635,638],{"class":28,"line":626},6,[26,628,553],{"class":337},[26,630,203],{"class":531},[26,632,535],{"class":337},[26,634,538],{"class":337},[26,636,637],{"class":603}," 12300000",[26,639,548],{"class":337},[26,641,643,645,648,650,652,654,657,659],{"class":28,"line":642},7,[26,644,553],{"class":337},[26,646,647],{"class":531},"short_description",[26,649,535],{"class":337},[26,651,538],{"class":337},[26,653,528],{"class":337},[26,655,656],{"class":36},"…a UK-based recruitment agency…",[26,658,535],{"class":337},[26,660,661],{"class":337}," }\n",[11,663,664],{},"A three-person recruitment agency founded in 2023. Every field is plausible, the numbers are consistent with each other, and the LinkedIn URL points at a real company. Nothing about this record looks broken.",[11,666,667],{},"It is attached to the domain of a well-known software company that has existed since the 1990s.",[83,669,671],{"id":670},"why-this-is-worse-than-a-bad-estimate","Why this is worse than a bad estimate",[11,673,674,677],{},[125,675,676],{},"A wrong number gets noticed. A wrong company does not."," If the headcount had come back as 3 for the right company, a human reviewing the list would flag it. A coherent record for a staffing agency passes every sanity check you would write about internal consistency, because it is internally consistent.",[11,679,680,683],{},[125,681,682],{},"It poisons the score in both directions."," Our software company was disqualified by an industry filter looking for technology, by a headcount floor, and by a founding-year rule about maturity. Three independent parts of the model agreed, and all three were scoring the wrong company.",[11,685,686,689,690,694],{},[125,687,688],{},"And it is silent."," No error, no null, no confidence field saying otherwise. The same silent-failure class as the derived company domain in ",[66,691,693],{"href":692},"\u002Fblog\u002Fguides\u002Fh1b-data-api-sponsorship-records","the H-1B guide",", where a plausible-looking string was a join key to nothing.",[83,696,698],{"id":697},"the-cheap-defence","The cheap defence",[11,700,701],{},"Hunter's count for the same domain: 53 known addresses, 24 personal and 29 generic, spread across support, IT, executive, finance and HR. A three-person agency does not have that. One extra call, a fraction of a cent, and the contradiction is visible.",[11,703,704,707],{},[125,705,706],{},"Cross-check on a quantity, not a name."," Comparing two providers' company names would not have helped, since both would say \"Basecamp\". Comparing headcount against address count catches it immediately, because the two numbers have to be roughly compatible and here they were not.",[75,709,711],{"id":710},"which-endpoint-should-i-use-for-which-job","Which endpoint should I use for which job?",[151,713,714,736],{},[154,715,716],{},[157,717,718,721,724,727,730,733],{},[160,719,720],{},"Endpoint",[160,722,723],{},"What it does",[160,725,726],{},"Input",[160,728,729],{},"Output",[160,731,732],{},"Best for",[160,734,735],{},"Billing",[170,737,738,765,790,814,839],{},[157,739,740,748,751,756,759,762],{},[175,741,742],{},[66,743,745],{"href":744},"\u002Ftools\u002Fapollo",[23,746,747],{},"apollo\u002Forganizations\u002Fenrich",[175,749,750],{},"Company record",[175,752,753],{},[23,754,755],{},"domain",[175,757,758],{},"66 fields: industry, headcount, revenue, technologies",[175,760,761],{},"The fit inputs",[175,763,764],{},"Per call",[157,766,767,775,778,782,785,788],{},[175,768,769],{},[66,770,772],{"href":771},"\u002Ftools\u002Fcompany-enrichment",[23,773,774],{},"hunterio\u002Femail-count",[175,776,777],{},"Address counts by department",[175,779,780],{},[23,781,755],{},[175,783,784],{},"Total, personal, generic, per-department",[175,786,787],{},"Reachability and the cross-check",[175,789,764],{},[157,791,792,799,802,806,809,812],{},[175,793,794],{},[66,795,796],{"href":771},[23,797,798],{},"hunterio\u002Fcompanies\u002Ffind",[175,800,801],{},"Firmographics, second opinion",[175,803,804],{},[23,805,755],{},[175,807,808],{},"34 fields including a headcount band",[175,810,811],{},"Resolving a disagreement",[175,813,764],{},[157,815,816,823,826,831,834,837],{},[175,817,818],{},[66,819,820],{"href":771},[23,821,822],{},"api.strale.io\u002Fx402\u002Ftech-stack-detect",[175,824,825],{},"Live technology detection",[175,827,828],{},[23,829,830],{},"url",[175,832,833],{},"Named technologies with evidence",[175,835,836],{},"Verifying one capability claim",[175,838,764],{},[157,840,841,849,852,855,858,861],{},[175,842,843],{},[66,844,846],{"href":845},"\u002Ftools\u002Flead-generation",[23,847,848],{},"hunterio\u002Fmulti-domain-search",[175,850,851],{},"Population with existence flags",[175,853,854],{},"Filters",[175,856,857],{},"Redacted rows with flags",[175,859,860],{},"Sizing a segment before scoring it",[175,862,863],{},"Free",[11,865,866,867,870,871,257],{},"Every row was verified with ",[23,868,869],{},"monid inspect"," on 2026-09-23. The table gives billing shape rather than figures, because shape drives design and current numbers live on ",[66,872,874],{"href":873},"\u002Ftools","monid.ai\u002Ftools",[11,876,877],{},"The second row is the cheap one that makes the first row trustworthy, which is the opposite of how most scoring stacks are built.",[75,879,881],{"id":880},"when-is-a-score-the-wrong-tool","When is a score the wrong tool?",[11,883,884],{},"Four cases.",[11,886,887,890],{},[125,888,889],{},"Your list is small."," Under a few hundred accounts, a person reading them beats a model, and the model's errors cost more than the reading time.",[11,892,893,896],{},[125,894,895],{},"Your criteria are binary."," If you only sell to companies in three industries above a headcount floor, that is a filter, not a score. Collapsing a filter into a weighted number hides which rule rejected a company.",[11,898,899,902],{},[125,900,901],{},"You have no intent data."," Fit and reachability describe a company's suitability, not its readiness. A score built only from firmographics ranks the market, not the pipeline, and will be stable for months because the underlying fields barely move.",[11,904,905,908,909,913],{},[125,906,907],{},"The entity resolution is not solved."," Everything above is downstream of knowing which company a domain belongs to. If your inputs include a staffing agency wearing a software company's domain, improving the weights is wasted work. Fix resolution first, which is what ",[66,910,912],{"href":911},"\u002Fblog\u002Fguides\u002Fbuzzfile-search-by-name-company-lookup","the company lookup guide"," is about.",[11,915,916],{},"And the disclosure: this is Monid's blog and we resell every endpoint here. The central finding is that one of them attached the wrong company to a well-known domain, and the fix is to spend a fraction of a cent on a second call to catch it.",[75,918,920],{"id":919},"conclusion","Conclusion",[11,922,923],{},"An AI lead score is arithmetic, and arithmetic inherits its inputs. On 2026-09-23 two providers described one company as having 580 and 1,011 employees, reported two different quantities in similar-looking money fields, and counted its technologies as 187 and 46. On a second domain, one provider returned a coherent, plausible, entirely wrong company: a three-person recruitment agency founded in 2023 sitting on a software company's domain, which three separate parts of a scoring model would independently reject.",[11,925,926],{},"What matters more than the weights is the plumbing. Pick one provider per field and never backfill from the other. Band rather than threshold, because 580 and 1,011 belong in the same bucket and sit on opposite sides of a cutoff. Add one cheap call that counts addresses, both because reachability belongs in the score and because it is the contradiction that catches a wrong entity. And look at the department mix: IT was 34 percent of known contacts at a software company and 6 percent at a retailer, which is a capability signal you get for free.",[11,928,929,930,257],{},"Free next step: run both calls on five domains you know well and compare the headcounts. If any pair differs by more than a band, you have just learned something about your score that no amount of model tuning would have told you. Start at ",[66,931,933],{"href":68,"rel":932},[70,71],"monid.ai",[75,935,937],{"id":936},"faq","FAQ",[939,940,942],"faq-item",{"q":941},"What does a lead score of 95 actually mean?",[11,943,944],{},"Whatever your weights say it means, which is why the number travels badly between teams. A 95 is only interpretable alongside the band definitions and the field sources behind it, and the same company can score 95 and 60 under two models built from the same data. Publish the components rather than the total: fit band, reachability band, capability ratio, and the provider that supplied each input. A rep can act on \"large, reachable, technical, and the headcount came from one source we have not cross-checked\". Nobody can act on 95.",[939,946,948],{"q":947},"Should you use one provider or several?",[11,949,950],{},"Several, but one per field, decided in advance and written down. Our two providers agreed on a founding year and differed by 74 percent on headcount for the same domain, and they reported different quantities entirely in their money fields, so blending them produces a number with no units. The pattern that works is a primary source per attribute plus one cheap secondary call used only as a contradiction check, never as a backfill. Backfilling is what turns a consistent score into one that quietly changes meaning depending on which provider happened to have the row.",[939,952,954],{"q":953},"Can you score capability without a technographic call?",[11,955,956,957,959],{},"Yes, and it is more robust than the technology lists. The department breakdown on an address-count call gave us IT as 34 percent of known contacts at a software company against 6 percent at a clothing retailer, from one cheap call with no technology data involved. That ratio is hard to game, it does not depend on whose definition of \"uses\" you accept, and it does not suffer the 271-versus-18-versus-zero problem measured in ",[66,958,256],{"href":255},". Use technology lists to confirm a specific claim, and use the department mix to characterise the company.",[939,961,963],{"q":962},"How often should you recompute a score?",[11,964,965],{},"Fit inputs move on a quarterly timescale, so recomputing firmographics weekly spends money to observe noise. Reachability moves faster as people join and leave, and intent moves in days. The practical split is to refresh firmographics quarterly or on a trigger such as a funding event, refresh address counts monthly, and recompute the intent component as events arrive. What matters more than the cadence is storing the fetch date with every value, because a score assembled from a fresh reachability number and a year-old headcount is not wrong so much as undated, and undated is harder to debug.",[967,968,971],"tool-cta",{"category":969,"title":970},"company-enrichment","Two calls per domain, one honest score",[11,972,973],{},"Pull the fit fields and the reachability counts on one key, cross-check them against each other, and catch the wrong company before it reaches your model.",[11,975,976],{},[977,978,979],"em",{},"Last updated September 2026.",[981,982,983],"style",{},"html pre.shiki code .s2Zo4, html code.shiki .s2Zo4{--shiki-light:#6182B8;--shiki-default:#82AAFF;--shiki-dark:#82AAFF}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}",{"title":21,"searchDepth":322,"depth":322,"links":985},[986,993,997,1005,1011,1012,1013,1014],{"id":77,"depth":322,"text":78,"children":987},[988,989,990,991,992],{"id":85,"depth":473,"text":86},{"id":92,"depth":473,"text":93},{"id":99,"depth":473,"text":100},{"id":106,"depth":473,"text":107},{"id":113,"depth":473,"text":114},{"id":135,"depth":322,"text":136,"children":994},[995,996],{"id":142,"depth":473,"text":143},{"id":227,"depth":473,"text":228},{"id":260,"depth":322,"text":261,"children":998},[999,1000,1001,1002,1003,1004],{"id":267,"depth":473,"text":268},{"id":296,"depth":473,"text":297},{"id":357,"depth":473,"text":358},{"id":398,"depth":473,"text":399},{"id":433,"depth":473,"text":434},{"id":454,"depth":473,"text":455},{"id":502,"depth":322,"text":503,"children":1006},[1007,1009,1010],{"id":509,"depth":473,"text":1008},"What came back for basecamp.com",{"id":670,"depth":473,"text":671},{"id":697,"depth":473,"text":698},{"id":710,"depth":322,"text":711},{"id":880,"depth":322,"text":881},{"id":919,"depth":322,"text":920},{"id":936,"depth":322,"text":937},"Sales & enrichment","\u002Fimg\u002Fblog\u002Fai-lead-score-calculation-method.png","Two providers gave one company 580 and 1,011 employees. A third resolved a famous domain to a different company with a plausible record.",false,"md",null,"\u002Fimg\u002Fblog\u002Fai-lead-score-calculation-method-card.png",{},true,"\u002Fblog\u002Fguides\u002Fai-lead-score-calculation-method","2026-09-23","12 min",{"title":5,"description":1017},"blog\u002Fguides\u002Fai-lead-score-calculation-method",[1030,1031,1032,1033,1034],"ai lead score calculation method","lead scoring","icp scoring","lead qualification","firmographics","2026-09-24","yughABjZKQsThhofp-Zj79D53NdJa3DjntMQLfeyDUM",[1038,1052,1065,1077,1089,1091,1103,1113,1126,1139,1152,1165,1177,1188,1202,1213,1225,1237,1249,1261,1274,1285,1297,1310,1323,1334,1346,1359,1370,1383,1395,1406,1419,1431,1442,1454,1464,1477,1489,1499,1511,1523,1535,1546,1558,1570,1582,1595,1608,1621,1632,1644,1656,1669,1681,1694,1706,1717,1728,1739,1749,1760,1770,1782,1792,1803,1814,1827,1837,1848,1856,1866,1877,1889,1901,1913,1923,1935,1946,1958,1968,1977,1987,1997,2006,2017,2026,2036,2047,2057,2068,2080,2087,2097,2105,2115,2124,2134,2145,2152,2160,2169,2180,2190,2199,2208,2218,2229,2238,2247,2257,2267,2275,2288,2298,2308,2318,2328,2338,2346,2355,2364,2371,2381,2393,2402,2413,2422,2431,2442,2451,2460,2468,2477,2486],{"path":1039,"title":1040,"description":1041,"publishedAt":1035,"author":6,"category":1042,"tags":1043,"readTime":1049,"cover":1050,"listingCover":1051,"image":1020},"\u002Fblog\u002Fguides\u002Fllm-as-a-judge-typesafe-jev","LLM as a Judge, or a Model That Only Judges: Jev Measured","Four typed judgments on one review in 1.9 seconds, billed on 631 input tokens with output free. The severity score came back 1.1, and it is zero-indexed.","Product",[1044,1045,1046,1047,1048],"llm as a judge","typesafe jev","classification api","structured judgment","system one","11 min","\u002Fimg\u002Fblog\u002Fllm-as-a-judge-typesafe-jev.png","\u002Fimg\u002Fblog\u002Fllm-as-a-judge-typesafe-jev-card.png",{"path":1053,"title":1054,"description":1055,"publishedAt":1035,"author":6,"category":1042,"tags":1056,"readTime":1062,"cover":1063,"listingCover":1064,"image":1020},"\u002Fblog\u002Fguides\u002Fmeta-muse-agent-tools","Meta Muse Builds Its Own Tools: Here It Does Not Have To","Muse writes a connector for anything with an API. One spec of 38 paths and 42 operations means it writes one connector instead of two thousand.",[1057,1058,1059,1060,1061],"meta muse","muse agent tools","agent connectors","openapi for agents","rest api for ai agents","10 min","\u002Fimg\u002Fblog\u002Fmeta-muse-agent-tools.png","\u002Fimg\u002Fblog\u002Fmeta-muse-agent-tools-card.png",{"path":1066,"title":1067,"description":1068,"publishedAt":1035,"author":6,"category":1015,"tags":1069,"readTime":1049,"cover":1075,"listingCover":1076,"image":1020},"\u002Fblog\u002Fguides\u002Fsales-automation-by-the-call","Sales Automation Without a Seat: Four Calls and One Receipt","The automation most teams buy is four lookups in a row. Here is each one measured, including the one that charged us for a record with a null title.",[1070,1071,1072,1073,1074],"sales automation","what is sales automation","sales workflow","outbound automation","lead generation","\u002Fimg\u002Fblog\u002Fsales-automation-by-the-call.png","\u002Fimg\u002Fblog\u002Fsales-automation-by-the-call-card.png",{"path":1078,"title":1079,"description":1080,"publishedAt":1035,"author":6,"category":1042,"tags":1081,"readTime":1049,"cover":1087,"listingCover":1088,"image":1020},"\u002Fblog\u002Fguides\u002Fzapier-alternatives-tool-layer","Zapier Alternatives: The Directory's Own List Had Trello On It","We pulled a directory list of Zapier alternatives. The array named alternatives held Trello, Jira and Notion. The competitors were in another field.",[1082,1083,1084,1085,1086],"zapier alternatives","n8n alternatives","n8n api","workflow automation","software alternatives api","\u002Fimg\u002Fblog\u002Fzapier-alternatives-tool-layer.png","\u002Fimg\u002Fblog\u002Fzapier-alternatives-tool-layer-card.png",{"path":1024,"title":5,"description":1017,"publishedAt":1025,"author":6,"category":1015,"tags":1090,"readTime":1026,"cover":1016,"listingCover":1021,"image":1020},[1030,1031,1032,1033,1034],{"path":1092,"title":1093,"description":1094,"publishedAt":1025,"author":6,"category":1042,"tags":1095,"readTime":1049,"cover":1101,"listingCover":1102,"image":1020},"\u002Fblog\u002Fguides\u002Fkeyword-cannibalization-check","Keyword Cannibalization: We Found Six of Our Own Pages Fighting","A site-restricted search returned six of our guides for one concept. The unrestricted search returned none of them. That gap is the problem.",[1096,1097,1098,1099,1100],"keyword cannibalization","ahrefs keyword cannibalization","content audit","serp api","internal competition","\u002Fimg\u002Fblog\u002Fkeyword-cannibalization-check.png","\u002Fimg\u002Fblog\u002Fkeyword-cannibalization-check-card.png",{"path":131,"title":132,"description":1104,"publishedAt":1025,"author":6,"category":1015,"tags":1105,"readTime":1049,"cover":1111,"listingCover":1112,"image":1020},"Start with nothing but a URL. Four calls returned the company, its size, its stack with checkable evidence, and 445 known contacts split by department.",[1106,1107,1108,1109,1110],"target company url analysis","company url lookup","domain to company","website analysis api","account research","\u002Fimg\u002Fblog\u002Ftarget-company-url-analysis.png","\u002Fimg\u002Fblog\u002Ftarget-company-url-analysis-card.png",{"path":1114,"title":1115,"description":1116,"publishedAt":1117,"author":6,"category":1015,"tags":1118,"readTime":1049,"cover":1124,"listingCover":1125,"image":1020},"\u002Fblog\u002Fguides\u002Fapollo-extension-or-api","Apollo Extension or Apollo API: Which One Does the Job You Have","One company call returned 66 fields including 271 technologies in 2.5 seconds. A person call returned a null title and a null email, and still billed.","2026-09-21",[1119,1120,1121,1122,1123],"apollo.io extension","apollo extension","apollo chrome extension","apollo api","apollo lead generation","\u002Fimg\u002Fblog\u002Fapollo-extension-or-api.png","\u002Fimg\u002Fblog\u002Fapollo-extension-or-api-card.png",{"path":1127,"title":1128,"description":1129,"publishedAt":1117,"author":6,"category":1130,"tags":1131,"readTime":1026,"cover":1137,"listingCover":1138,"image":1020},"\u002Fblog\u002Fguides\u002Fsearch-for-upc-barcode-lookup-api","UPC Lookup by API: Two Databases, and One Barcode Neither Had","A soda barcode returned ingredients and a nutrition grade. A book came from another database. A phone cable came back not found, and still billed.","Ecommerce",[1132,1133,1134,1135,1136],"upc lookup","upc code lookup","barcode lookup api","search for upc","gtin lookup","\u002Fimg\u002Fblog\u002Fsearch-for-upc-barcode-lookup-api.png","\u002Fimg\u002Fblog\u002Fsearch-for-upc-barcode-lookup-api-card.png",{"path":1140,"title":1141,"description":1142,"publishedAt":1117,"author":6,"category":1143,"tags":1144,"readTime":1049,"cover":1150,"listingCover":1151,"image":1020},"\u002Fblog\u002Fguides\u002Fsocial-searcher-username-across-platforms","Social Searcher by API: One Username, Six Platforms, Six Schemas","One handle through one endpoint on six platforms. The identity field changed name three times and one platform returned a profile that was not the brand.","Social data",[1145,1146,1147,1148,1149],"social searcher","username search","instant username search","social profile","cross platform social search","\u002Fimg\u002Fblog\u002Fsocial-searcher-username-across-platforms.png","\u002Fimg\u002Fblog\u002Fsocial-searcher-username-across-platforms-card.png",{"path":1153,"title":1154,"description":1155,"publishedAt":1156,"author":6,"category":1042,"tags":1157,"readTime":1049,"cover":1163,"listingCover":1164,"image":1020},"\u002Fblog\u002Fguides\u002Fahrefs-vs-kwfinder-link-half","Ahrefs vs KWFinder: Both Halves Are Available by the Call","We said the keyword half was not buyable per call. That was wrong. Here is the corrected answer, and the 740x volume disagreement we found while checking.","2026-09-18",[1158,1159,1160,1161,1162],"ahrefs vs kwfinder","kwfinder vs ahrefs","keyword research api","ahrefs alternative","backlink api","\u002Fimg\u002Fblog\u002Fahrefs-vs-kwfinder-link-half.png","\u002Fimg\u002Fblog\u002Fahrefs-vs-kwfinder-link-half-card.png",{"path":1166,"title":1167,"description":1168,"publishedAt":1156,"author":6,"category":1143,"tags":1169,"readTime":1049,"cover":1175,"listingCover":1176,"image":1020},"\u002Fblog\u002Fguides\u002Ffacebook-profile-viewer-api","Facebook Profile Viewer: What an API Returns, and What It Will Not","The scraper whose docs say it refuses personal profiles returned one anyway. Its two follower counts for that person differed by one.",[1170,1171,1172,1173,1174],"facebook profile viewer","facebook profile api","facebook page scraper","public facebook data","facebook api","\u002Fimg\u002Fblog\u002Ffacebook-profile-viewer-api.png","\u002Fimg\u002Fblog\u002Ffacebook-profile-viewer-api-card.png",{"path":692,"title":1178,"description":1179,"publishedAt":1156,"author":6,"category":1015,"tags":1180,"readTime":1049,"cover":1186,"listingCover":1187,"image":1020},"H-1B Data by API: 549,133 Records, and the Domain Field Is Invented","One call returned half a million sponsorship records. The top wage was a React developer on 1.9 million. The company domain on every row does not resolve.",[1181,1182,1183,1184,1185],"h1b data","h1b api","h1b salary data","visa sponsorship data","labor condition application","\u002Fimg\u002Fblog\u002Fh1b-data-api-sponsorship-records.png","\u002Fimg\u002Fblog\u002Fh1b-data-api-sponsorship-records-card.png",{"path":1189,"title":1190,"description":1191,"publishedAt":1192,"author":6,"category":1193,"tags":1194,"readTime":1049,"cover":1200,"listingCover":1201,"image":1020},"\u002Fblog\u002Fguides\u002Farxiv-api-paper-search","arXiv API for Paper Search: Three of Twenty Results Were Off Topic","Restricting a paper search to arXiv returned three papers about cognitive augmentation instead of retrieval augmentation. The blended source returned none.","2026-09-17","Search & RAG",[1195,1196,1197,1198,1199],"arxiv api","paper search api","academic search api","literature review api","semantic scholar","\u002Fimg\u002Fblog\u002Farxiv-api-paper-search.png","\u002Fimg\u002Fblog\u002Farxiv-api-paper-search-card.png",{"path":911,"title":1203,"description":1204,"publishedAt":1192,"author":6,"category":1015,"tags":1205,"readTime":1049,"cover":1211,"listingCover":1212,"image":1020},"Buzzfile Search by Name or a Company API: One Name, Ten Companies","One free call on the name Patagonia returned ten companies, all called Patagonia. A rival fuzzy search returned two, and neither was the right one.",[1206,1207,1208,1209,1210],"buzzfile search by name","company search by name","company lookup api","name to domain","company enrichment","\u002Fimg\u002Fblog\u002Fbuzzfile-search-by-name-company-lookup.png","\u002Fimg\u002Fblog\u002Fbuzzfile-search-by-name-company-lookup-card.png",{"path":1214,"title":1215,"description":1216,"publishedAt":1192,"author":6,"category":1015,"tags":1217,"readTime":1049,"cover":1223,"listingCover":1224,"image":1020},"\u002Fblog\u002Fguides\u002Frocketreach-pricing-per-contact-lookups","RocketReach Pricing or Per-Contact Lookups: Where the Charge Lands","We paid the base charge for one executive and got an id, a country and a null title. A second provider returned the right job title and zero contacts.",[1218,1219,1220,1221,1222],"rocketreach pricing","rocketreach","contact lookup api","people enrichment pricing","credits","\u002Fimg\u002Fblog\u002Frocketreach-pricing-per-contact-lookups.png","\u002Fimg\u002Fblog\u002Frocketreach-pricing-per-contact-lookups-card.png",{"path":1226,"title":1227,"description":1228,"publishedAt":1229,"author":6,"category":1015,"tags":1230,"readTime":1049,"cover":1235,"listingCover":1236,"image":1020},"\u002Fblog\u002Fguides\u002Fb2b-prospecting-tool-api","B2B Prospecting Tool by API: The List Is Free, the Name Is the Bill","One free call returned 100 sales leaders at 47 companies with names redacted. Revealing who they are is the paid step. How three prospecting routes bill.","2026-09-16",[1231,1232,1233,1234,1074],"b2b prospecting tool","b2b leads","b2b sms outreach","prospecting api","\u002Fimg\u002Fblog\u002Fb2b-prospecting-tool-api.png","\u002Fimg\u002Fblog\u002Fb2b-prospecting-tool-api-card.png",{"path":1238,"title":1239,"description":1240,"publishedAt":1229,"author":6,"category":1015,"tags":1241,"readTime":1049,"cover":1247,"listingCover":1248,"image":1020},"\u002Fblog\u002Fguides\u002Fcrunchbase-pro-vs-api-by-the-call","Crunchbase Pro or Crunchbase by the Call: What Each Actually Returns","Sixty-nine organisations match Stripe. The profile carried seven fields and no funding total. Twenty-five rounds came back with types and no amounts.",[1242,1243,1244,1245,1246],"crunchbase pro","crunchbase api","crunchbase pricing","funding rounds api","company data","\u002Fimg\u002Fblog\u002Fcrunchbase-pro-vs-api-by-the-call.png","\u002Fimg\u002Fblog\u002Fcrunchbase-pro-vs-api-by-the-call-card.png",{"path":1250,"title":1251,"description":1252,"publishedAt":1229,"author":6,"category":1193,"tags":1253,"readTime":1049,"cover":1259,"listingCover":1260,"image":1020},"\u002Fblog\u002Fguides\u002Ftavily-api-key-or-one-key","Tavily API Key or One Key: Four Web Search APIs, One Query, Zero URLs in Common","Four search engines, one query, same minute. Two shared no URLs at all. One returned Google page one verbatim. One found our own page.",[1254,1255,1256,1257,1258],"tavily api key","tavily api","web search api for agents","search api comparison","exa","\u002Fimg\u002Fblog\u002Ftavily-api-key-or-one-key.png","\u002Fimg\u002Fblog\u002Ftavily-api-key-or-one-key-card.png",{"path":1262,"title":1263,"description":1264,"publishedAt":1265,"author":6,"category":1193,"tags":1266,"readTime":1049,"cover":1272,"listingCover":1273,"image":1020},"\u002Fblog\u002Fguides\u002Fahrefs-api-domain-rating-backlinks","Ahrefs API by the Call: Domain Rating, Backlinks, Paid Pages","We pulled our own backlink profile through the Ahrefs API: ten referring domains, all DR 91 or higher, six dofollow links out of thirty-three.","2026-09-15",[1267,1268,1269,1270,1271],"ahrefs api","ahrefs api documentation","domain rating api","backlinks api","seo data api","\u002Fimg\u002Fblog\u002Fahrefs-api-domain-rating-backlinks.png","\u002Fimg\u002Fblog\u002Fahrefs-api-domain-rating-backlinks-card.png",{"path":1275,"title":1276,"description":1277,"publishedAt":1265,"author":6,"category":1015,"tags":1278,"readTime":1049,"cover":1283,"listingCover":1284,"image":1020},"\u002Fblog\u002Fguides\u002Fapollo-email-finder-api","Apollo Email Finder API: Two Providers, One Mailbox, Two Owners","Apollo says patrick@stripe.com is the CEO, verified. Hunter.io says it is an IT administrator, observed. Same address, one day apart, both confident.",[1279,1122,1280,1281,1282],"apollo email finder","apollo.io api","people match","email enrichment","\u002Fimg\u002Fblog\u002Fapollo-email-finder-api.png","\u002Fimg\u002Fblog\u002Fapollo-email-finder-api-card.png",{"path":1286,"title":1287,"description":1288,"publishedAt":1265,"author":6,"category":1042,"tags":1289,"readTime":1062,"cover":1295,"listingCover":1296,"image":1020},"\u002Fblog\u002Fguides\u002Fdomain-name-availability-api","Domain Name Availability API: Registered Is Not the Same as Live","We checked our own name: the .com was available, .io and .dev were registered with no site, and two WHOIS providers agreed on every date.",[1290,1291,1292,1293,1294],"domain name search availability","domain availability api","whois api","domain lookup","startup domain check","\u002Fimg\u002Fblog\u002Fdomain-name-availability-api.png","\u002Fimg\u002Fblog\u002Fdomain-name-availability-api-card.png",{"path":1298,"title":1299,"description":1300,"publishedAt":1265,"author":6,"category":1193,"tags":1301,"readTime":1026,"cover":1308,"listingCover":1309,"image":1020},"\u002Fblog\u002Fguides\u002Ffirecrawl-with-claude-mcp-or-one-key","Claude MCP for Web Data: One Server Per Tool, or One Key?","One call mapped 3,779 documentation pages in eight seconds. The question is whether each tool that does this needs its own MCP server in your config.",[1302,1303,1304,1305,1306,1307],"claude mcp","claude mcp server","firecrawl mcp","firecrawl claude","mcp server","web scraping for agents","\u002Fimg\u002Fblog\u002Ffirecrawl-with-claude-mcp-or-one-key.png","\u002Fimg\u002Fblog\u002Ffirecrawl-with-claude-mcp-or-one-key-card.png",{"path":1311,"title":1312,"description":1313,"publishedAt":1265,"author":6,"category":1314,"tags":1315,"readTime":1049,"cover":1321,"listingCover":1322,"image":1020},"\u002Fblog\u002Fguides\u002Fhow-to-use-seedance-2-0-api","How to Use Seedance 2.0 by API: One Prompt, Two Models, Measured","Seedance 2.0 and 2.0 Mini rendered one 5-second prompt in the same two minutes for the same 108,900 tokens. One billed exactly twice the other.","Generative media",[1316,1317,1318,1319,1320],"how to use seedance 2.0","seedance 2.0","seedance api","text to video api","ai video generation","\u002Fimg\u002Fblog\u002Fhow-to-use-seedance-2-0-api.png","\u002Fimg\u002Fblog\u002Fhow-to-use-seedance-2-0-api-card.png",{"path":1324,"title":1325,"description":1326,"publishedAt":1265,"author":6,"category":1193,"tags":1327,"readTime":1049,"cover":1332,"listingCover":1333,"image":1020},"\u002Fblog\u002Fguides\u002Focten-ai-search-api","Octen AI Search API: 78 ms Inside, One Second End to End","Octen reports its own latency in every response. On our calls it said 78 ms; the round trip was a second. What search, extract and embedding return.",[1328,1329,1330,1331,1256],"octen ai","octen","octen search","octen api","\u002Fimg\u002Fblog\u002Focten-ai-search-api.png","\u002Fimg\u002Fblog\u002Focten-ai-search-api-card.png",{"path":1335,"title":1336,"description":1337,"publishedAt":1265,"author":6,"category":1143,"tags":1338,"readTime":1049,"cover":1344,"listingCover":1345,"image":1020},"\u002Fblog\u002Fguides\u002Freddit-user-information-extraction-api","Reddit User Information Extraction: Profile, Posts and Comments by API","One Reddit account, three endpoints: a profile with karma split two ways, a complete post history in one call, and comments that carry their thread.",[1339,1340,1341,1342,1343],"reddit user information extraction","reddit user api","reddit profile scraper","reddit comments api","social data","\u002Fimg\u002Fblog\u002Freddit-user-information-extraction-api.png","\u002Fimg\u002Fblog\u002Freddit-user-information-extraction-api-card.png",{"path":1347,"title":1348,"description":1349,"publishedAt":1350,"author":6,"category":1015,"tags":1351,"readTime":1049,"cover":1357,"listingCover":1358,"image":1020},"\u002Fblog\u002Fguides\u002Fhunter-io-api-domain-search-vs-email-finder","Hunter.io API: Domain Search Finds, Email Finder Guesses","Hunter.io domain search returned ten verified addresses at confidence 85. Email finder returned one address at confidence 16 with no source. Same provider.","2026-09-14",[1352,1353,1354,1355,1356],"hunter.io","hunter io api","email finder","domain search","email verification","\u002Fimg\u002Fblog\u002Fhunter-io-api-domain-search-vs-email-finder.png","\u002Fimg\u002Fblog\u002Fhunter-io-api-domain-search-vs-email-finder-card.png",{"path":1360,"title":1361,"description":1362,"publishedAt":1350,"author":6,"category":1015,"tags":1363,"readTime":1062,"cover":1368,"listingCover":1369,"image":1020},"\u002Fblog\u002Fguides\u002Freverse-email-lookup-api","Reverse Email Lookup API: What One Address Actually Returned","A reverse email lookup on a Stripe address returned an IT administrator, not the CEO. That is the endpoint working, and the fuzzy flag says why.",[1364,1365,1366,1367,1352],"reverse email lookup","reverse email lookup free","email to person","people enrichment","\u002Fimg\u002Fblog\u002Freverse-email-lookup-api.png","\u002Fimg\u002Fblog\u002Freverse-email-lookup-api-card.png",{"path":1371,"title":1372,"description":1373,"publishedAt":1350,"author":6,"category":1143,"tags":1374,"readTime":1026,"cover":1381,"listingCover":1382,"image":1020},"\u002Fblog\u002Fguides\u002Ftiktok-user-finder-api","TikTok Profile Viewer and Account Finder: What an API Returns","One profile call returned two different follower counts in one response. One keyword returned twenty accounts, ten of them regional handles of one brand.",[1375,1376,1377,1378,1379,1380],"tiktok profile viewer","tiktok account viewer","tiktok account finder","tiktok user search","tiktok api","tikhub","\u002Fimg\u002Fblog\u002Ftiktok-user-finder-api.png","\u002Fimg\u002Fblog\u002Ftiktok-user-finder-api-card.png",{"path":1384,"title":1385,"description":1386,"publishedAt":1387,"author":6,"category":1193,"tags":1388,"readTime":1049,"cover":1393,"listingCover":1394,"image":1020},"\u002Fblog\u002Fguides\u002Ffree-web-search-api-for-agents","TinyFish Made a Free Web Search API. One Query Is a Third.","We asked TinyFish Search one question five ways. It returned 27 pages, and the best single phrasing found 9 of them. Every call was free.","2026-09-13",[1389,1390,1391,1392],"web search","ai agents","rag","retrieval","\u002Fimg\u002Fblog\u002Ffree-web-search-api-for-agents.png","\u002Fimg\u002Fblog\u002Ffree-web-search-api-for-agents-card.png",{"path":1396,"title":1397,"description":1398,"publishedAt":1399,"author":6,"category":1042,"tags":1400,"readTime":1049,"cover":1404,"listingCover":1405,"image":1020},"\u002Fblog\u002Fguides\u002Fai-agent-development-company-or-in-house","AI Agent Development Company or In House? The Hard Part","Two vendors, one domain, two different companies. One reported 2,930 employees and the other 63. Neither returned an error. That is the build.","2026-09-08",[1390,1401,1402,1403],"build vs buy","data quality","integration","\u002Fimg\u002Fblog\u002Fai-agent-development-company-or-in-house.png","\u002Fimg\u002Fblog\u002Fai-agent-development-company-or-in-house-card.png",{"path":1407,"title":1408,"description":1409,"publishedAt":1399,"author":6,"category":1410,"tags":1411,"readTime":1049,"cover":1417,"listingCover":1418,"image":1020},"\u002Fblog\u002Fguides\u002Ffind-companies-running-google-ads","How Do You Find Prospects Running Google Ads?","One landing page carried 1,537 distinct ad creatives. That count, not traffic, separates a company testing paid search from one committed to it.","Ads intelligence",[1412,1413,1414,1415,1416],"google ads","ads intelligence","prospecting","paid search","agency lead generation","\u002Fimg\u002Fblog\u002Ffind-companies-running-google-ads.png","\u002Fimg\u002Fblog\u002Ffind-companies-running-google-ads-card.png",{"path":1420,"title":1421,"description":1422,"publishedAt":1399,"author":6,"category":1130,"tags":1423,"readTime":1049,"cover":1429,"listingCover":1430,"image":1020},"\u002Fblog\u002Fguides\u002Fgoogle-shopping-api-lowest-price","Google Shopping API: The Lowest Price Is a Different Product","One search returned the same headphones from 22.99 to 399.99. The cheapest was a weekly rental. Sorting by price picks the row that is not the product.",[1424,1425,1426,1427,1428],"google shopping api","price comparison","ecommerce data","product matching","repricing","\u002Fimg\u002Fblog\u002Fgoogle-shopping-api-lowest-price.png","\u002Fimg\u002Fblog\u002Fgoogle-shopping-api-lowest-price-card.png",{"path":1432,"title":1433,"description":1434,"publishedAt":1399,"author":6,"category":1143,"tags":1435,"readTime":1049,"cover":1440,"listingCover":1441,"image":1020},"\u002Fblog\u002Fguides\u002Freddit-scraper-returns-different-posts","Two Reddit Scrapers, One Query, Four Posts in Common","The complaint is that a Reddit scraper returns irrelevant posts. We measured it. Results were relevant, and two providers disagreed on six of ten.",[1436,1437,1438,1439,1380],"reddit scraper","reddit api","social listening","apify","\u002Fimg\u002Fblog\u002Freddit-scraper-returns-different-posts.png","\u002Fimg\u002Fblog\u002Freddit-scraper-returns-different-posts-card.png",{"path":1443,"title":1444,"description":1445,"publishedAt":1399,"author":6,"category":1015,"tags":1446,"readTime":1049,"cover":1452,"listingCover":1453,"image":1020},"\u002Fblog\u002Fguides\u002Fsalary-data-api-three-sources","Salary Data API: Three Sources, Three Different Numbers","Indeed says the median software engineer earns 136k. Levels.fyi says 298k. Both are right, and the field that explains it is the sample count.",[1447,1448,1449,1450,1451],"salary data api","compensation data","levels.fyi","h1b salaries","market data","\u002Fimg\u002Fblog\u002Fsalary-data-api-three-sources.png","\u002Fimg\u002Fblog\u002Fsalary-data-api-three-sources-card.png",{"path":1455,"title":1456,"description":1457,"publishedAt":1399,"author":6,"category":1143,"tags":1458,"readTime":1062,"cover":1462,"listingCover":1463,"image":1020},"\u002Fblog\u002Fguides\u002Ftelegram-channel-data-without-a-bot-token","Telegram Channel Data Without a Bot Token","Telegram publishes view counts no other platform gives you. They arrive as 926K and 24.2M, already rounded, and they are lifetime totals not velocity.",[1459,1460,1438,1461,1380],"telegram api","telegram scraping","channel data","\u002Fimg\u002Fblog\u002Ftelegram-channel-data-without-a-bot-token.png","\u002Fimg\u002Fblog\u002Ftelegram-channel-data-without-a-bot-token-card.png",{"path":1465,"title":1466,"description":1467,"publishedAt":1468,"author":6,"category":1042,"tags":1469,"readTime":1049,"cover":1475,"listingCover":1476,"image":1020},"\u002Fblog\u002Fguides\u002Finsider-trading-api-form-4-data","Insider Trading API: What Form 4 Data Actually Tells You","A director sold 1,848,501 shares for $410,843,671. The filing arrived two days later, and that lag is the most important field in the response.","2026-09-07",[1470,1471,1472,1473,1474],"insider trading api","sec form 4","insider transactions","financial data","market signals","\u002Fimg\u002Fblog\u002Finsider-trading-api-form-4-data.png","\u002Fimg\u002Fblog\u002Finsider-trading-api-form-4-data-card.png",{"path":1478,"title":1479,"description":1480,"publishedAt":1468,"author":6,"category":1015,"tags":1481,"readTime":1026,"cover":1487,"listingCover":1488,"image":1020},"\u002Fblog\u002Fguides\u002Fis-there-an-api-for-pitchbook-data","PitchBook Pricing and Cost: Is There an API Instead?","PitchBook publishes no price and no public API. Free alternatives return which rounds a company raised and what type, not how much, when or the valuation.",[1482,1483,1484,1245,1485,1486],"pitchbook pricing","pitchbook cost","pitchbook api","private company data","venture data","\u002Fimg\u002Fblog\u002Fis-there-an-api-for-pitchbook-data.png","\u002Fimg\u002Fblog\u002Fis-there-an-api-for-pitchbook-data-card.png",{"path":1490,"title":1491,"description":1492,"publishedAt":1468,"author":6,"category":1130,"tags":1493,"readTime":1049,"cover":1497,"listingCover":1498,"image":1020},"\u002Fblog\u002Fguides\u002Fmonitor-competitor-prices-automatically","How to Monitor Competitor Prices Automatically","Two sources agreed the price was 54.99. One also said the list price was 79.99. Store only the first and you cannot tell a price cut from a discount.",[1494,1495,1428,1426,1496],"competitor price monitoring","price tracking","list price","\u002Fimg\u002Fblog\u002Fmonitor-competitor-prices-automatically.png","\u002Fimg\u002Fblog\u002Fmonitor-competitor-prices-automatically-card.png",{"path":1500,"title":1501,"description":1502,"publishedAt":1468,"author":6,"category":1042,"tags":1503,"readTime":1026,"cover":1509,"listingCover":1510,"image":1020},"\u002Fblog\u002Fguides\u002Fprediction-market-data-api-kalshi-polymarket","Kalshi API and Polymarket: Matching Prediction Markets by the Call","Two Kalshi routes returned 15 and 25 fields for one venue, with no tickers in common. The cross-venue match endpoint returned 20 pairs at 100 percent.",[1504,1505,1506,1507,1451,1508],"kalshi api","polymarket api","prediction markets","prediction market data","cross-venue","\u002Fimg\u002Fblog\u002Fprediction-market-data-api-kalshi-polymarket.png","\u002Fimg\u002Fblog\u002Fprediction-market-data-api-kalshi-polymarket-card.png",{"path":1512,"title":1513,"description":1514,"publishedAt":1468,"author":6,"category":1042,"tags":1515,"readTime":1049,"cover":1521,"listingCover":1522,"image":1020},"\u002Fblog\u002Fguides\u002Fsoftware-review-data-api-g2-capterra","Software Review Data: What a G2 or Capterra API Returns","Capterra returned 25 reviews split into pros and cons. A niche product returned zero. G2 was blocked on both days we tried, five days apart.",[1516,1517,1518,1519,1520],"software review data","g2 api","capterra api","review mining","competitive research","\u002Fimg\u002Fblog\u002Fsoftware-review-data-api-g2-capterra.png","\u002Fimg\u002Fblog\u002Fsoftware-review-data-api-g2-capterra-card.png",{"path":1524,"title":1525,"description":1526,"publishedAt":1527,"author":6,"category":1143,"tags":1528,"readTime":1049,"cover":1533,"listingCover":1534,"image":1020},"\u002Fblog\u002Fguides\u002Fare-instagram-engagement-trackers-accurate","Are Instagram Follower and Engagement Trackers Accurate?","Two providers disagreed by 2 followers out of 104 million. The same 12 posts gave 0.096% or 0.334% engagement depending on one undocumented choice.","2026-09-03",[1529,1530,1531,1343,1532],"instagram engagement rate","follower count accuracy","influencer vetting","instagram api","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate.png","\u002Fimg\u002Fblog\u002Fare-instagram-engagement-trackers-accurate-card.png",{"path":1536,"title":1537,"description":1538,"publishedAt":1527,"author":6,"category":1015,"tags":1539,"readTime":1049,"cover":1544,"listingCover":1545,"image":1020},"\u002Fblog\u002Fguides\u002Fbounce-rates-and-spam-traps-when-validating-email","Bounce Rates and Spam Traps When Validating an Email List","A verifier returned twelve fields for three addresses. None of them was spam_trap, and none could be. Here is what verification fixes and what it cannot.",[1540,1541,1356,1542,1543],"spam traps","email bounce rate","deliverability","list hygiene","\u002Fimg\u002Fblog\u002Fbounce-rates-and-spam-traps-when-validating-email.png","\u002Fimg\u002Fblog\u002Fbounce-rates-and-spam-traps-when-validating-email-card.png",{"path":1547,"title":1548,"description":1549,"publishedAt":1527,"author":6,"category":1042,"tags":1550,"readTime":1026,"cover":1556,"listingCover":1557,"image":1020},"\u002Fblog\u002Fguides\u002Frate-limit-calls-to-a-third-party-api","How to Rate Limit Calls to a Third Party API","Six real failure responses collected over three days. Only one of them meant slow down, and telling them apart matters more than any backoff algorithm.",[1551,1552,1553,1554,1555],"rate limiting","retry backoff","429 too many requests","api reliability","concurrency","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api.png","\u002Fimg\u002Fblog\u002Frate-limit-calls-to-a-third-party-api-card.png",{"path":1559,"title":1560,"description":1561,"publishedAt":1527,"author":6,"category":1015,"tags":1562,"readTime":1049,"cover":1568,"listingCover":1569,"image":1020},"\u002Fblog\u002Fguides\u002Fscrape-linkedin-without-getting-banned","How to Scrape LinkedIn Without Getting Your Account Banned","The ban risk comes from tools that drive your logged-in session. Three endpoints returned profile data from a URL alone, with no cookie involved.",[1563,1564,1565,1566,1567],"linkedin scraping","account ban","li_at cookie","sales navigator","linkedin api","\u002Fimg\u002Fblog\u002Fscrape-linkedin-without-getting-banned.png","\u002Fimg\u002Fblog\u002Fscrape-linkedin-without-getting-banned-card.png",{"path":1571,"title":1572,"description":1573,"publishedAt":1527,"author":6,"category":1042,"tags":1574,"readTime":1026,"cover":1580,"listingCover":1581,"image":1020},"\u002Fblog\u002Fguides\u002Fstop-depending-on-one-scraping-vendor","How to Stop Depending on One Scraping Vendor","Ten provider failures in three days, all while doing other work. None was a bad vendor. The defence is a second route you can reach without a rewrite.",[1575,1576,1577,1578,1579],"vendor lock-in","scraping reliability","actor removed","failover","data pipeline","\u002Fimg\u002Fblog\u002Fstop-depending-on-one-scraping-vendor.png","\u002Fimg\u002Fblog\u002Fstop-depending-on-one-scraping-vendor-card.png",{"path":1583,"title":1584,"description":1585,"publishedAt":1586,"author":6,"category":1042,"tags":1587,"readTime":1026,"cover":1593,"listingCover":1594,"image":1020},"\u002Fblog\u002Fguides\u002Fextract-pricing-and-free-trial-information","Extract Pricing and Free Trial Information From Websites","One endpoint returned four plans, numeric amounts and a free_trial_available flag. It also disclosed that a model read the page, which changes everything.","2026-09-02",[1588,1589,1590,1591,1592],"pricing page extraction","competitor pricing","free trial data","saas pricing","llm extraction","\u002Fimg\u002Fblog\u002Fextract-pricing-and-free-trial-information.png","\u002Fimg\u002Fblog\u002Fextract-pricing-and-free-trial-information-card.png",{"path":1596,"title":1597,"description":1598,"publishedAt":1586,"author":6,"category":1193,"tags":1599,"readTime":1026,"cover":1606,"listingCover":1607,"image":1020},"\u002Fblog\u002Fguides\u002Ffind-all-urls-on-a-domain","Find All Pages on a Domain: Sitemap, Map or Crawl","One map call returned 1,139 pages for a site whose sitemap declared 1,113. Three of four sitemaps returned an index and no count at all.",[1600,1601,1602,1603,1604,1605],"find all pages on a domain","find all urls on a domain","sitemap parser","site map api","url discovery","seo audit","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain.png","\u002Fimg\u002Fblog\u002Ffind-all-urls-on-a-domain-card.png",{"path":1609,"title":1610,"description":1611,"publishedAt":1586,"author":6,"category":1612,"tags":1613,"readTime":1026,"cover":1619,"listingCover":1620,"image":1020},"\u002Fblog\u002Fguides\u002Fmls-real-estate-api-without-mls-access","MLS Real Estate API: What You Get When You Cannot Get MLS","MLS access needs a licence and a broker. Two public sources returned 40 listings and 48 agents with phones. What they carry, and what they do not.","Local data",[1614,1615,1616,1617,1618],"mls real estate api","idx feed","property data","real estate agents","listing data","\u002Fimg\u002Fblog\u002Fmls-real-estate-api-without-mls-access.png","\u002Fimg\u002Fblog\u002Fmls-real-estate-api-without-mls-access-card.png",{"path":1622,"title":1623,"description":1624,"publishedAt":1586,"author":6,"category":1042,"tags":1625,"readTime":1049,"cover":1630,"listingCover":1631,"image":1020},"\u002Fblog\u002Fguides\u002Fsimply-wall-st-graphql-api-fundamentals","Simply Wall St GraphQL API: What Returns Fundamentals Instead","There is no public Simply Wall St GraphQL API. An endpoint that does return fundamentals gave 26 line items across six periods, and named its own source.",[1626,1627,1628,1473,1629],"simply wall st api","stock fundamentals api","income statement api","graphql","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals.png","\u002Fimg\u002Fblog\u002Fsimply-wall-st-graphql-api-fundamentals-card.png",{"path":1633,"title":1634,"description":1635,"publishedAt":1636,"author":6,"category":1130,"tags":1637,"readTime":1049,"cover":1642,"listingCover":1643,"image":1020},"\u002Fblog\u002Fguides\u002Famazon-asin-scraper-when-it-returns-nothing","Amazon ASIN Scraper: What to Do When It Returns Nothing","A purpose-built ASIN endpoint returned 26 fields and zero values for two valid ASINs. A generic extractor read the same page fine. Assert on values.","2026-09-01",[1638,1639,1426,1640,1641],"amazon asin scraper","asin lookup","product data","silent failure","\u002Fimg\u002Fblog\u002Famazon-asin-scraper-when-it-returns-nothing.png","\u002Fimg\u002Fblog\u002Famazon-asin-scraper-when-it-returns-nothing-card.png",{"path":1645,"title":1646,"description":1647,"publishedAt":1636,"author":6,"category":1042,"tags":1648,"readTime":1026,"cover":1654,"listingCover":1655,"image":1020},"\u002Fblog\u002Fguides\u002Fdatacenter-proxies-vs-residential","Datacenter Proxies vs Residential: What Each One Actually Fixes","A real residential IP with a real Chrome user agent still got 403 from two sites. The IP type was not the constraint. What each type does fix.",[1649,1650,1651,1652,1653],"datacenter proxies vs residential","proxy types","rotating proxies","web scraping","geolocation","\u002Fimg\u002Fblog\u002Fdatacenter-proxies-vs-residential.png","\u002Fimg\u002Fblog\u002Fdatacenter-proxies-vs-residential-card.png",{"path":1657,"title":1658,"description":1659,"publishedAt":1636,"author":6,"category":1015,"tags":1660,"readTime":1026,"cover":1667,"listingCover":1668,"image":1020},"\u002Fblog\u002Fguides\u002Fextracting-leadership-contact-information","Email Extractor for a Domain: 1,333 Addresses, and What a Score Hides","One domain returned 1,333 known addresses. Two rows both scored 99, one corroborated eight times and one just once. The score hides that.",[1661,1662,1663,1664,1665,1666],"email extractor","email extractor extension","linkedin email finder","leadership contact information","decision maker search","hunter io","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information.png","\u002Fimg\u002Fblog\u002Fextracting-leadership-contact-information-card.png",{"path":1670,"title":1671,"description":1672,"publishedAt":1636,"author":6,"category":1042,"tags":1673,"readTime":1026,"cover":1679,"listingCover":1680,"image":1020},"\u002Fblog\u002Fguides\u002Fpuppeteer-extra-plugin-stealth-release-date","Puppeteer Extra Plugin Stealth: Check the Release Date First","The stealth plugin last shipped in March 2023. Puppeteer shipped last week. What that gap means, and what scrapy-playwright does differently.",[1674,1675,1676,1677,1678],"puppeteer-extra-plugin-stealth","scrapy-playwright","headless browser","bot detection","browser automation","\u002Fimg\u002Fblog\u002Fpuppeteer-extra-plugin-stealth-release-date.png","\u002Fimg\u002Fblog\u002Fpuppeteer-extra-plugin-stealth-release-date-card.png",{"path":1682,"title":1683,"description":1684,"publishedAt":1685,"author":6,"category":1193,"tags":1686,"readTime":1062,"cover":1692,"listingCover":1693,"image":1020},"\u002Fblog\u002Fguides\u002Fc-sharp-web-scraping-without-the-stack","C# Web Scraping: Keep HtmlAgilityPack, Drop the Fetch","The .NET parsing stack was never the problem. What breaks a C# scraper is the request leaving your server, and that half is not a language question.","2026-08-31",[1687,1688,1689,1690,1691],"c# web scraping","htmlagilitypack","dotnet","web extraction","playwright","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack.png","\u002Fimg\u002Fblog\u002Fc-sharp-web-scraping-without-the-stack-card.png",{"path":1695,"title":1696,"description":1697,"publishedAt":1685,"author":6,"category":1015,"tags":1698,"readTime":1049,"cover":1704,"listingCover":1705,"image":1020},"\u002Fblog\u002Fguides\u002Flinkedin-post-scraper-what-comes-back","LinkedIn Post Scraper: What Actually Comes Back","Posts, reactions and comments are three billing decisions in one call. A live run shows the fields, and the two flags that quietly multiply the bill.",[1699,1700,1701,1702,1703],"linkedin post scraper","linkedin company scraper","social selling","harvestapi","linkedin data","\u002Fimg\u002Fblog\u002Flinkedin-post-scraper-what-comes-back.png","\u002Fimg\u002Fblog\u002Flinkedin-post-scraper-what-comes-back-card.png",{"path":1707,"title":1708,"description":1709,"publishedAt":1685,"author":6,"category":1193,"tags":1710,"readTime":1049,"cover":1715,"listingCover":1716,"image":1020},"\u002Fblog\u002Fguides\u002Fweb-scraping-vs-api-wrong-question","Web Scraping vs API: You Are Choosing a Maintainer","Both end in an HTTP request returning the same facts. What differs is who owns the parser when the page changes, and whether anyone promised you anything.",[1711,1712,1713,1714,1390],"web scraping vs api","data acquisition","buy vs build","scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question.png","\u002Fimg\u002Fblog\u002Fweb-scraping-vs-api-wrong-question-card.png",{"path":1718,"title":1719,"description":1720,"publishedAt":1685,"author":6,"category":1193,"tags":1721,"readTime":1049,"cover":1726,"listingCover":1727,"image":1020},"\u002Fblog\u002Fguides\u002Fxpath-cheat-sheet-for-scraping","XPath Cheat Sheet: The Dozen Expressions That Survive","Most XPath references list what the spec allows. This lists what still matches after a redesign, ranked by how long each anchor survives.",[1722,1723,1724,1690,1725],"xpath cheat sheet","xpath","css selectors","scraping","\u002Fimg\u002Fblog\u002Fxpath-cheat-sheet-for-scraping.png","\u002Fimg\u002Fblog\u002Fxpath-cheat-sheet-for-scraping-card.png",{"path":1729,"title":1730,"description":1731,"publishedAt":1685,"author":6,"category":1612,"tags":1732,"readTime":1049,"cover":1737,"listingCover":1738,"image":1020},"\u002Fblog\u002Fguides\u002Fzillow-scraper-what-the-listing-carries","Zillow Scraper: What One Listing Record Carries","A live search returns zpid, unformatted price, beds and the detail URL. Five endpoints split by intent, and the sold one is the underrated half.",[1733,1734,1616,1735,1736],"zillow scraper","real estate api","local data","listings","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries.png","\u002Fimg\u002Fblog\u002Fzillow-scraper-what-the-listing-carries-card.png",{"path":1740,"title":1741,"description":1742,"publishedAt":1743,"author":6,"category":1410,"tags":1744,"readTime":1049,"cover":1747,"listingCover":1748,"image":1020},"\u002Fblog\u002Fguides\u002Fad-agent-auction-outside-the-account","Soku Runs the Campaign. The Auction Sits Outside It.","One small advertiser shares a single keyword with a bidder running 198,105 of them. An ad agent optimising inside its own account cannot see that.","2026-08-30",[1415,1745,1746,1390],"ad agents","competitor intelligence","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account.png","\u002Fimg\u002Fblog\u002Fad-agent-auction-outside-the-account-card.png",{"path":1750,"title":1751,"description":1752,"publishedAt":1743,"author":6,"category":1193,"tags":1753,"readTime":1049,"cover":1758,"listingCover":1759,"image":1020},"\u002Fblog\u002Fguides\u002Fbing-serp-tracker-after-the-api","Bing SERP Tracker: What to Use After the API Retired","Microsoft retired the Search API, so a Bing position now comes from three places. One is free and first-party, and most articles do not mention it.",[1754,1755,1099,1756,1757],"bing serp tracker","bing rank tracking","bing webmaster tools","rank tracking","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api.png","\u002Fimg\u002Fblog\u002Fbing-serp-tracker-after-the-api-card.png",{"path":1761,"title":1762,"description":1763,"publishedAt":1743,"author":6,"category":1042,"tags":1764,"readTime":1049,"cover":1768,"listingCover":1769,"image":1020},"\u002Fblog\u002Fguides\u002Fbrowser-automation-without-an-api","Browser Automation When the Site Has No API","Check the premise first. The site owner has no API, but somebody may already have an endpoint for it, and a browser is the most expensive answer available.",[1678,1765,1766,1767,1390],"antidetect browser","nodriver","no api","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api.png","\u002Fimg\u002Fblog\u002Fbrowser-automation-without-an-api-card.png",{"path":1771,"title":1772,"description":1773,"publishedAt":1743,"author":6,"category":1015,"tags":1774,"readTime":1049,"cover":1780,"listingCover":1781,"image":1020},"\u002Fblog\u002Fguides\u002Fjob-scraping-software-per-board","Job Scraping Software: There Is No Single Job Feed","Postings are fragmented across boards by design, and no endpoint covers all of them. Pick per board, and the schema differences are the real work.",[1775,1776,1777,1778,1779],"job scraping software","indeed job scraper","jobspy","job postings api","hiring signals","\u002Fimg\u002Fblog\u002Fjob-scraping-software-per-board.png","\u002Fimg\u002Fblog\u002Fjob-scraping-software-per-board-card.png",{"path":1783,"title":1784,"description":1785,"publishedAt":1743,"author":6,"category":1015,"tags":1786,"readTime":1049,"cover":1790,"listingCover":1791,"image":1020},"\u002Fblog\u002Fguides\u002Fmid-form-enrichment-fewer-questions","TinyCommand Asks One Question. The API Fills Twenty-Six.","One domain went in. Twenty-six fields came back, including a 43-item tech stack. Every one of them is a question the form no longer has to ask.",[1787,1788,1789,1085],"lead enrichment","forms","progressive profiling","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions.png","\u002Fimg\u002Fblog\u002Fmid-form-enrichment-fewer-questions-card.png",{"path":1793,"title":1794,"description":1795,"publishedAt":1743,"author":6,"category":1193,"tags":1796,"readTime":1062,"cover":1801,"listingCover":1802,"image":1020},"\u002Fblog\u002Fguides\u002Fnode-unblocker-what-it-does-not-do","Node Unblocker: What It Does, and What It Does Not","A proxy you host still leaves from your address. It changes the code path, not what refused you. Its own README lists the sites it cannot handle.",[1797,1798,1799,1800,1690],"node unblocker","web proxy","blocked scraper","nodejs","\u002Fimg\u002Fblog\u002Fnode-unblocker-what-it-does-not-do.png","\u002Fimg\u002Fblog\u002Fnode-unblocker-what-it-does-not-do-card.png",{"path":1804,"title":1805,"description":1806,"publishedAt":1743,"author":6,"category":1193,"tags":1807,"readTime":1049,"cover":1812,"listingCover":1813,"image":1020},"\u002Fblog\u002Fguides\u002Fserp-history-track-the-shape","SERP History: Track the Page's Shape, Not Just Your Rank","A flat position line hides the month an AI Overview appeared and took the clicks. We have 45 keywords on page one and zero clicks. Here is what to record.",[1808,1809,1810,1757,1811],"serp history","paa seo","ai overview","serp features","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape.png","\u002Fimg\u002Fblog\u002Fserp-history-track-the-shape-card.png",{"path":1815,"title":1816,"description":1817,"publishedAt":1818,"author":6,"category":1193,"tags":1819,"readTime":1026,"cover":1825,"listingCover":1826,"image":1020},"\u002Fblog\u002Fguides\u002Fbrave-search-api-what-you-can-keep","Brave Search API Key: How to Get One, and What You May Keep","Getting the key is the easy half. One clause decides whether it fits: result storage is granted per plan, and most builds need to store. Plus a free route.","2026-08-27",[1820,1821,1822,1823,1824,1391],"brave search api key","brave api key","how to get brave api key","brave search api","independent index","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep.png","\u002Fimg\u002Fblog\u002Fbrave-search-api-what-you-can-keep-card.png",{"path":1828,"title":1829,"description":1830,"publishedAt":1818,"author":6,"category":1193,"tags":1831,"readTime":1049,"cover":1835,"listingCover":1836,"image":1020},"\u002Fblog\u002Fguides\u002Fgoogle-search-url-parameters","Google Search URL Parameters: What Still Works in 2026","Google silently killed num in September 2025. Here is the current list, which ones are official, and which are community guesses you should not depend on.",[1832,1099,1757,1833,1834],"google search url parameters","udm","search operators","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters.png","\u002Fimg\u002Fblog\u002Fgoogle-search-url-parameters-card.png",{"path":1838,"title":1839,"description":1840,"publishedAt":1818,"author":6,"category":1143,"tags":1841,"readTime":1026,"cover":1846,"listingCover":1847,"image":1020},"\u002Fblog\u002Fguides\u002Finstagram-api-which-one-in-2026","Instagram Profile Download and Search: Which API in 2026?","One profile call returned 69 fields and 5.5 million followers nested inside a wrapper. Four products answer to the name Instagram API.",[1842,1843,1844,1532,1845,1380],"instagram profile download","download instagram profile","instagram profile search","instagram graph api","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026.png","\u002Fimg\u002Fblog\u002Finstagram-api-which-one-in-2026-card.png",{"path":1849,"title":1850,"description":1851,"publishedAt":1818,"author":6,"category":1143,"tags":1852,"readTime":1049,"cover":1854,"listingCover":1855,"image":1020},"\u002Fblog\u002Fguides\u002Ftiktok-scraper-which-endpoint","TikTok Scraper: Which Endpoint for Which Question?","Profiles, videos, comments and search are four jobs with four cost curves. And the creator arrives nested inside every post, which changes the design.",[1853,1379,1343,1380,1439],"tiktok scraper","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-which-endpoint-card.png",{"path":1857,"title":1858,"description":1859,"publishedAt":1818,"author":6,"category":1193,"tags":1860,"readTime":1049,"cover":1864,"listingCover":1865,"image":1020},"\u002Fblog\u002Fguides\u002Fweb-scraping-services-should-you-hire-it-out","Web Scraping Services: Should You Hire This Out?","A managed service is priced against the value of your data, not the cost of the requests. Three questions decide whether that is a bargain or a markup.",[1861,1862,1713,1863,1714],"web scraping services","managed scraping","data as a service","\u002Fimg\u002Fblog\u002Fweb-scraping-services-should-you-hire-it-out.png","\u002Fimg\u002Fblog\u002Fweb-scraping-services-should-you-hire-it-out-card.png",{"path":1867,"title":1868,"description":1869,"publishedAt":1870,"author":6,"category":1042,"tags":1871,"readTime":1049,"cover":1875,"listingCover":1876,"image":1020},"\u002Fblog\u002Fguides\u002Fbright-data-mcp-what-you-are-installing","Bright Data MCP: What Are You Actually Installing?","Sixty-nine tools arrive in one install, and every definition sits in the model's context before the agent does anything. When that trade is worth it.","2026-08-26",[1872,1306,1390,1873,1874],"bright data mcp","web data","tool calling","\u002Fimg\u002Fblog\u002Fbright-data-mcp-what-you-are-installing.png","\u002Fimg\u002Fblog\u002Fbright-data-mcp-what-you-are-installing-card.png",{"path":1878,"title":1879,"description":1880,"publishedAt":1870,"author":6,"category":1015,"tags":1881,"readTime":1049,"cover":1887,"listingCover":1888,"image":1020},"\u002Fblog\u002Fguides\u002Fclay-alternatives-waterfall-enrichment","Clay Alternatives: You Are Buying the Waterfall","Clay's product is not the data, it is the fall-through logic between providers. Once they share a balance, that logic is about twenty lines of code.",[1882,1883,1884,1885,1886],"clay alternatives","waterfall enrichment","lead enrichment api","data enrichment","gtm","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment.png","\u002Fimg\u002Fblog\u002Fclay-alternatives-waterfall-enrichment-card.png",{"path":1890,"title":1891,"description":1892,"publishedAt":1870,"author":6,"category":1314,"tags":1893,"readTime":1062,"cover":1899,"listingCover":1900,"image":1020},"\u002Fblog\u002Fguides\u002Felevenlabs-alternatives-three-complaints","ElevenLabs Alternatives: Price, Voice, or Plumbing?","Three different complaints hide under one search. Only one of them needs a different provider, and the other two have cheaper fixes on the same one.",[1894,1895,1896,1897,1898],"elevenlabs alternatives","text to speech","tts api","voice ai","generative media","\u002Fimg\u002Fblog\u002Felevenlabs-alternatives-three-complaints.png","\u002Fimg\u002Fblog\u002Felevenlabs-alternatives-three-complaints-card.png",{"path":1902,"title":1903,"description":1904,"publishedAt":1870,"author":6,"category":1193,"tags":1905,"readTime":1049,"cover":1911,"listingCover":1912,"image":1020},"\u002Fblog\u002Fguides\u002Frank-tracking-api-store-the-position","Rank Tracking API: The Hard Part Is Not the Fetch","Getting today's position is one cheap call. The product is yesterday's position, identical parameters, and knowing what moved. Here is the whole shape.",[1906,1907,1908,1909,1910],"rank tracking api","bing rank tracker","serp tracking","seo api","search api","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position.png","\u002Fimg\u002Fblog\u002Frank-tracking-api-store-the-position-card.png",{"path":1914,"title":1915,"description":1916,"publishedAt":1870,"author":6,"category":1314,"tags":1917,"readTime":1049,"cover":1921,"listingCover":1922,"image":1020},"\u002Fblog\u002Fguides\u002Fstreaming-voice-agent-vs-batch-tts","Gradium Holds the Call. A Batch TTS API Renders the Rest.","Ten measured calls to a batch text to speech endpoint. The fastest never beat 3.05 seconds, and the model mattered more than four times the text.",[1918,1919,1920,1390],"text to speech api","voice agents","tts latency","\u002Fimg\u002Fblog\u002Fstreaming-voice-agent-vs-batch-tts.png","\u002Fimg\u002Fblog\u002Fstreaming-voice-agent-vs-batch-tts-card.png",{"path":1924,"title":1925,"description":1926,"publishedAt":1927,"author":6,"category":1015,"tags":1928,"readTime":1049,"cover":1933,"listingCover":1934,"image":1020},"\u002Fblog\u002Fguides\u002Fb2b-data-provider-dataset-vs-api","B2B Data Providers: Buy the Dataset or Call the API?","A dataset and an enrichment API are the same rows with a different contract. What changes is who carries the staleness and who pays for unread records.","2026-08-25",[1929,1930,1210,1931,1932],"b2b data","data provider","zoominfo","people data labs","\u002Fimg\u002Fblog\u002Fb2b-data-provider-dataset-vs-api.png","\u002Fimg\u002Fblog\u002Fb2b-data-provider-dataset-vs-api-card.png",{"path":1936,"title":1937,"description":1938,"publishedAt":1927,"author":6,"category":1193,"tags":1939,"readTime":1049,"cover":1944,"listingCover":1945,"image":1020},"\u002Fblog\u002Fguides\u002Fcrawl4ai-when-to-run-your-own-crawler","Crawl4AI: When Should You Run Your Own Crawler?","Crawl4AI does the parsing for free. The bill is the fleet you run around it. A decision rule for when to self-host a crawler and when to call one.",[1940,1941,1391,1942,1943],"crawl4ai","web crawler","markdown","open source","\u002Fimg\u002Fblog\u002Fcrawl4ai-when-to-run-your-own-crawler.png","\u002Fimg\u002Fblog\u002Fcrawl4ai-when-to-run-your-own-crawler-card.png",{"path":1947,"title":1948,"description":1949,"publishedAt":1927,"author":6,"category":1193,"tags":1950,"readTime":1026,"cover":1956,"listingCover":1957,"image":1020},"\u002Fblog\u002Fguides\u002Fis-web-scraping-legal-2026","Is Web Scraping Legal? What the Rulings Actually Say","Four US cases decided the modern law of scraping and none of them turned on scraping. They turned on login, publicness, copying and circumvention.",[1951,1952,1953,1954,1955],"web scraping legal","hiq linkedin","bright data","cfaa","dmca","\u002Fimg\u002Fblog\u002Fis-web-scraping-legal-2026.png","\u002Fimg\u002Fblog\u002Fis-web-scraping-legal-2026-card.png",{"path":1959,"title":1960,"description":1961,"publishedAt":1927,"author":6,"category":1193,"tags":1962,"readTime":1049,"cover":1966,"listingCover":1967,"image":1020},"\u002Fblog\u002Fguides\u002Fweb-scraping-news-articles","Web Scraping News Articles: Three Jobs, Three Endpoints","Scraping news is three jobs under one name. Find articles, read one article, watch one company. Each needs a different call and a different budget.",[1963,1964,1391,1965,1389],"news scraping","news api","media monitoring","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles.png","\u002Fimg\u002Fblog\u002Fweb-scraping-news-articles-card.png",{"path":1969,"title":1970,"description":1971,"publishedAt":1927,"author":6,"category":1143,"tags":1972,"readTime":1049,"cover":1975,"listingCover":1976,"image":1020},"\u002Fblog\u002Fguides\u002Fyoutube-scraper-past-the-quota","YouTube Scraper: What the Data API Will Not Give You","The official API allows 100 searches a day and no money raises it. That ceiling, not price, is why YouTube scrapers exist. Here is what each one returns.",[1973,1974,1343,1439,1380],"youtube scraper","youtube data api","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota.png","\u002Fimg\u002Fblog\u002Fyoutube-scraper-past-the-quota-card.png",{"path":1978,"title":1979,"description":1980,"publishedAt":1981,"author":6,"category":1042,"tags":1982,"readTime":1026,"cover":1985,"listingCover":1986,"image":1020},"\u002Fblog\u002Fguides\u002Fagentic-browser-when-your-agent-needs-one","Agentic Browser: When Your Agent Actually Needs One","Agentic browser names two products: one you sit in front of and one your agent drives. Most jobs need neither. The test is whether the task carries state.","2026-08-21",[1983,1678,1390,1691,1984],"agentic browser","browserbase","\u002Fimg\u002Fblog\u002Fagentic-browser-when-your-agent-needs-one.png","\u002Fimg\u002Fblog\u002Fagentic-browser-when-your-agent-needs-one-card.png",{"path":1988,"title":1989,"description":1990,"publishedAt":1981,"author":6,"category":1193,"tags":1991,"readTime":1026,"cover":1995,"listingCover":1996,"image":1020},"\u002Fblog\u002Fguides\u002Fdo-ai-agents-need-a-rotating-proxy","Do You Still Need a Rotating Proxy in 2026?","A rotating proxy is an input you buy by the gigabyte and hope works. Most teams wanted the outcome instead. Here is how to tell which one you need.",[1992,1993,1652,1390,1994],"rotating proxy","residential proxy","infrastructure","\u002Fimg\u002Fblog\u002Fdo-ai-agents-need-a-rotating-proxy.png","\u002Fimg\u002Fblog\u002Fdo-ai-agents-need-a-rotating-proxy-card.png",{"path":1998,"title":1999,"description":2000,"publishedAt":1981,"author":6,"category":1193,"tags":2001,"readTime":1026,"cover":2004,"listingCover":2005,"image":1020},"\u002Fblog\u002Fguides\u002Fpython-web-scraping-without-a-scraper","Web Scraping in Python Without Maintaining a Scraper","Python web scraping is two jobs wearing one name. Python is the best tool for one of them and the wrong place to solve the other. Here is the split.",[442,1652,2002,2003,1390],"beautifulsoup","selenium","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper.png","\u002Fimg\u002Fblog\u002Fpython-web-scraping-without-a-scraper-card.png",{"path":2007,"title":2008,"description":2009,"publishedAt":1981,"author":6,"category":1193,"tags":2010,"readTime":2014,"cover":2015,"listingCover":2016,"image":1020},"\u002Fblog\u002Fguides\u002Fserp-api-for-ai-agents","Google SERP Tracker and Analysis: Which SERP API Do You Need?","A SERP API is three products under one name. Tracking needs two rank fields; analysis needs the blocks around them, and one was missing.",[2011,2012,2013,1099,1389,1391],"google serp tracker","google serp analysis","cheapest serp api","13 min","\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fserp-api-for-ai-agents-card.png",{"path":2018,"title":2019,"description":2020,"publishedAt":1981,"author":6,"category":1193,"tags":2021,"readTime":1026,"cover":2024,"listingCover":2025,"image":1020},"\u002Fblog\u002Fguides\u002Fweb-scraping-tools-which-kind","Web Scraping Tools: Which Kind Do You Actually Need?","Web scraping tools come in four kinds and they differ on who operates them, not on features. Pick the operator first and the shortlist writes itself.",[2022,2023,1714,1390,1439],"web scraping tools","no code scraper","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind.png","\u002Fimg\u002Fblog\u002Fweb-scraping-tools-which-kind-card.png",{"path":2027,"title":2028,"description":2029,"publishedAt":2030,"author":6,"category":1130,"tags":2031,"readTime":1026,"cover":2034,"listingCover":2035,"image":1020},"\u002Fblog\u002Fguides\u002Fautonomous-store-agent-outside-data","Runner AI Runs the Store. Monid Feeds It the Market.","One call returned 48 competitors: prices from $3.99 to $59.97 and an incumbent with 136,609 reviews. No store dashboard contains that, and agents need it.","2026-08-20",[2032,1390,1426,2033],"agentic commerce","autonomous business","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data.png","\u002Fimg\u002Fblog\u002Fautonomous-store-agent-outside-data-card.png",{"path":2037,"title":2038,"description":2039,"publishedAt":2030,"author":6,"category":1193,"tags":2040,"readTime":1026,"cover":2045,"listingCover":2046,"image":1020},"\u002Fblog\u002Fguides\u002Fbing-search-api-retired-alternatives","Bing Search API Retired: What Actually Replaces It","Microsoft turned the Bing Search APIs off in August 2025 and the endpoints now return 410. What a replacement has to do, and which route fits which job.",[2041,2042,2043,1391,2044],"search","web","api","agents","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives.png","\u002Fimg\u002Fblog\u002Fbing-search-api-retired-alternatives-card.png",{"path":2048,"title":2049,"description":2050,"publishedAt":2030,"author":6,"category":1193,"tags":2051,"readTime":1049,"cover":2055,"listingCover":2056,"image":1020},"\u002Fblog\u002Fguides\u002Fingest-mixed-documents-llm-embedding","Ingesting Mixed Documents for LLM Embedding: PDF to Markdown","PDFs, Office files and HTML all become one clean format before chunking. Where the pipeline actually breaks, and which endpoint handles which format.",[1391,2052,2053,2054,1942],"embeddings","pdf","ocr","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding.png","\u002Fimg\u002Fblog\u002Fingest-mixed-documents-llm-embedding-card.png",{"path":2058,"title":2059,"description":2060,"publishedAt":2030,"author":6,"category":1143,"tags":2061,"readTime":1026,"cover":2066,"listingCover":2067,"image":1020},"\u002Fblog\u002Fguides\u002Finstagram-follower-engagement-api","Instagram Follower and Engagement Data: Which API in 2026?","Follower counts are accurate. What trackers build on top is inference. Which endpoints return which fields, and how to tell a real signal from a guess.",[2062,2063,2043,2064,2065],"instagram","social","creators","engagement","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api.png","\u002Fimg\u002Fblog\u002Finstagram-follower-engagement-api-card.png",{"path":2069,"title":2070,"description":2071,"publishedAt":2030,"author":6,"category":1042,"tags":2072,"readTime":1026,"cover":2078,"listingCover":2079,"image":1020},"\u002Fblog\u002Fguides\u002Fllm-gateway-vs-mcp-gateway","LLM Gateway vs MCP Gateway: Four Families, One Word","An LLM gateway routes prompts to models. An MCP gateway routes tool calls to vendors. Four gateway families, and which problem each one solves.",[2073,2074,2075,2076,2077],"llm gateway","ai gateway","mcp","agent tools","routing","\u002Fimg\u002Fblog\u002Fllm-gateway-vs-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fllm-gateway-vs-mcp-gateway-card.png",{"path":2081,"title":2082,"description":2083,"publishedAt":2030,"author":6,"category":1042,"tags":2084,"readTime":1026,"cover":2085,"listingCover":2086,"image":1020},"\u002Fblog\u002Fguides\u002Fmcp-vs-api-for-ai-agents","MCP vs API for AI Agents: Who Does the Wrapping?","MCP is not an alternative to APIs, it wraps them. The real question is who does the wrapping, and the answer decides how much code you write.",[2075,2043,2076,1390,1874],"\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fmcp-vs-api-for-ai-agents-card.png",{"path":2088,"title":2089,"description":2090,"publishedAt":2030,"author":6,"category":1042,"tags":2091,"readTime":1049,"cover":2095,"listingCover":2096,"image":1020},"\u002Fblog\u002Fguides\u002Fn8n-data-layer-scraping-enrichment","The Data Layer for n8n: One Key Instead of a Node Per Vendor","n8n workflows rarely break at the logic. They break at the data source. Build the scraping and enrichment layer so a dead provider is a config change.",[2092,2093,2094,1725,2044],"n8n","automation","enrichment","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment.png","\u002Fimg\u002Fblog\u002Fn8n-data-layer-scraping-enrichment-card.png",{"path":2098,"title":2099,"description":2100,"publishedAt":2030,"author":6,"category":1042,"tags":2101,"readTime":1026,"cover":2103,"listingCover":2104,"image":1020},"\u002Fblog\u002Fguides\u002Fopenrouter-alternatives-after-stripe","OpenRouter Alternatives in 2026: Models, and Then Tools","Stripe agreed to buy OpenRouter for over $7 billion. The real alternatives on the model side, and the routing layer nobody is selling yet.",[2102,2073,2076,2075,2077],"openrouter","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe.png","\u002Fimg\u002Fblog\u002Fopenrouter-alternatives-after-stripe-card.png",{"path":2106,"title":2107,"description":2108,"publishedAt":2030,"author":6,"category":1042,"tags":2109,"readTime":1026,"cover":2113,"listingCover":2114,"image":1020},"\u002Fblog\u002Fguides\u002Fopenrouter-mcp-server-tool-layer","OpenRouter API Key: What It Reaches, and What It Does Not","An OpenRouter key buys models. It does not buy tools. Here is exactly where that line falls, and how to give the same agent both without a second account.",[2110,2102,2111,1874,2112],"openrouter api key","model routing","claude code","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer.png","\u002Fimg\u002Fblog\u002Fopenrouter-mcp-server-tool-layer-card.png",{"path":2116,"title":2117,"description":2118,"publishedAt":2030,"author":6,"category":1015,"tags":2119,"readTime":1026,"cover":2122,"listingCover":2123,"image":1020},"\u002Fblog\u002Fguides\u002Fprompt-instead-of-filters-people-search","A Wrong Enum Returns Zero: Ploid and Prompt-Shaped APIs","A wrong enum returned 0 rows. A wrong range format returned 160,884. Neither raised an error. Why prompt-shaped APIs like Ploid exist, and what they cost.",[2120,2121,1414,1390],"people search api","agentic api","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search.png","\u002Fimg\u002Fblog\u002Fprompt-instead-of-filters-people-search-card.png",{"path":2125,"title":2126,"description":2127,"publishedAt":2030,"author":6,"category":1015,"tags":2128,"readTime":1026,"cover":2132,"listingCover":2133,"image":1020},"\u002Fblog\u002Fguides\u002Fproxycurl-shutdown-linkedin-data-alternatives","Proxycurl Shut Down: Where LinkedIn Data Goes Now","Proxycurl closed in July 2025 to settle with LinkedIn. What a replacement has to return, which endpoints cover which half, and the risk to read first.",[2129,2094,2043,2130,2131],"linkedin","sales","leads","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives.png","\u002Fimg\u002Fblog\u002Fproxycurl-shutdown-linkedin-data-alternatives-card.png",{"path":2135,"title":2136,"description":2137,"publishedAt":2030,"author":6,"category":1143,"tags":2138,"readTime":1026,"cover":2143,"listingCover":2144,"image":1020},"\u002Fblog\u002Fguides\u002Ftiktok-data-behind-an-ai-video-ad","Oumomo Generates the Ad. TikTok Data Decides Which One.","An AI video tool makes whatever you ask. One TikTok search call returned twenty videos with a fifteenfold spread in likes, and that spread is the brief.",[2139,2140,2141,2142],"tiktok data api","ai video ads","tiktok shop","creative research","\u002Fimg\u002Fblog\u002Ftiktok-data-behind-an-ai-video-ad.png","\u002Fimg\u002Fblog\u002Ftiktok-data-behind-an-ai-video-ad-card.png",{"path":2146,"title":2147,"description":2148,"publishedAt":2030,"author":6,"category":1143,"tags":2149,"readTime":1026,"cover":2150,"listingCover":2151,"image":1020},"\u002Fblog\u002Fguides\u002Ftiktok-scraper-catalogue-audit","Oumomo Remakes the Winner. A TikTok Scraper Tells You Which.","Fourteen videos, twenty one days, and one was 65 percent of the account. You cannot see that in the clips. One call puts the catalogue in a table.",[1853,1098,2141,2140],"\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit.png","\u002Fimg\u002Fblog\u002Ftiktok-scraper-catalogue-audit-card.png",{"path":2153,"title":2154,"description":2155,"publishedAt":2030,"author":6,"category":1042,"tags":2156,"readTime":2014,"cover":2158,"listingCover":2159,"image":1020},"\u002Fblog\u002Fguides\u002Fwhat-is-an-mcp-gateway","What Is an MCP Gateway? Two Products, One Name","An MCP gateway is one endpoint that fronts many tools. Two very different products share the name, and the difference decides which one you need.",[2075,2157,2076,1390,2077],"mcp gateway","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway.png","\u002Fimg\u002Fblog\u002Fwhat-is-an-mcp-gateway-card.png",{"path":2161,"title":2162,"description":2163,"publishedAt":2030,"author":6,"category":1143,"tags":2164,"readTime":1026,"cover":2167,"listingCover":2168,"image":1020},"\u002Fblog\u002Fguides\u002Fx-intent-search-social-selling","Monid Finds the Tweet. Volumn Tells You Who Sent It.","A tightened X search returned 19 of 20 keyword-relevant tweets. Only 2 were someone actually asking. Keyword match is not intent, and that gap is the work.",[2165,2166,1701,1074],"twitter scraper","x api","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling.png","\u002Fimg\u002Fblog\u002Fx-intent-search-social-selling-card.png",{"path":2170,"title":2171,"description":2172,"publishedAt":2173,"author":6,"category":1193,"tags":2174,"readTime":1049,"cover":2178,"listingCover":2179,"image":1020},"\u002Fblog\u002Fguides\u002Fapify-alternatives","Apify Alternatives: You Probably Want a Different Way to Buy It","Every AI answer to this question names Apify. We ran an Apify actor without an Apify account to show what the real alternative is.","2026-08-19",[2175,1652,2176,2177],"apify alternatives","actors","pay per call","\u002Fimg\u002Fblog\u002Fapify-alternatives.png","\u002Fimg\u002Fblog\u002Fapify-alternatives-card.png",{"path":2181,"title":2182,"description":2183,"publishedAt":2173,"author":6,"category":1130,"tags":2184,"readTime":1049,"cover":2188,"listingCover":2189,"image":1020},"\u002Fblog\u002Fguides\u002Fconnect-claude-to-amazon-search-data","Connect Claude to Amazon Search Data: OpenWeb Ninja and Monid","Amazon has no keyword API for sellers. Here is what a search endpoint actually returns, how to hand it to an agent, and which route fits which job.",[2185,2186,2187,1390],"amazon search api","amazon keyword data","ecommerce","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data.png","\u002Fimg\u002Fblog\u002Fconnect-claude-to-amazon-search-data-card.png",{"path":2191,"title":2192,"description":2193,"publishedAt":2173,"author":6,"category":1015,"tags":2194,"readTime":1049,"cover":2197,"listingCover":2198,"image":1020},"\u002Fblog\u002Fguides\u002Fenrich-a-list-from-email-addresses","Enriching a List When All You Have Is Email Addresses","We enriched four real email addresses and one returned a person. The misses billed nothing. What that changes about how you plan a batch.",[1282,1932,2195,2196],"zoominfo alternatives","lead data","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses.png","\u002Fimg\u002Fblog\u002Fenrich-a-list-from-email-addresses-card.png",{"path":2200,"title":2201,"description":2202,"publishedAt":2173,"author":6,"category":1193,"tags":2203,"readTime":1049,"cover":2206,"listingCover":2207,"image":1020},"\u002Fblog\u002Fguides\u002Ffree-api-extract-page-content-rag","A Free API to Extract Page Content for RAG: Read This First","We scraped a Wikipedia page and got 74,552 characters starting with the nav menu. The official API gave 689 clean ones. When each is right.",[1391,1690,2204,2205],"chunking","llm context","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag.png","\u002Fimg\u002Fblog\u002Ffree-api-extract-page-content-rag-card.png",{"path":2209,"title":2210,"description":2211,"publishedAt":2173,"author":6,"category":1612,"tags":2212,"readTime":1049,"cover":2216,"listingCover":2217,"image":1020},"\u002Fblog\u002Fguides\u002Fgoogle-maps-scraper-alternatives","Google Maps Scraper Alternatives: Building a Local Lead List","Two Google Maps actors, same catalogue, different jobs. One returned nothing on a plausible query. What the fields tell you about a business, measured.",[2213,2214,1439,2215],"google maps scraper","local leads","lead list","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives.png","\u002Fimg\u002Fblog\u002Fgoogle-maps-scraper-alternatives-card.png",{"path":2219,"title":2220,"description":2221,"publishedAt":2173,"author":6,"category":1410,"tags":2222,"readTime":1049,"cover":2227,"listingCover":2228,"image":1020},"\u002Fblog\u002Fguides\u002Fmeta-ad-library-longest-running-ads","Mining the Meta Ad Library with Wireflow: Ninety Days Means It Works","Run duration is the profitability signal competitors publish by accident. How to read it, when it lies, and how to turn a long runner into creative.",[2223,2224,2225,2226],"meta ad library","competitor ads","ad creative","facebook ads","\u002Fimg\u002Fblog\u002Fmeta-ad-library-longest-running-ads.png","\u002Fimg\u002Fblog\u002Fmeta-ad-library-longest-running-ads-card.png",{"path":2230,"title":2231,"description":2232,"publishedAt":2233,"author":6,"category":1042,"tags":2234,"readTime":1049,"cover":2236,"listingCover":2237,"image":1020},"\u002Fblog\u002Fguides\u002Fai-agent-needs-two-integrations","A Model Is Half an Agent: AIHubMix for Models, Monid for Tools","A model gateway gets your agent talking. It still cannot look anything up. How to wire both halves, with AIHubMix on models and Monid on tools.","2026-08-18",[1390,2235,2076,2075],"model gateway","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations.png","\u002Fimg\u002Fblog\u002Fai-agent-needs-two-integrations-card.png",{"path":2239,"title":2240,"description":2241,"publishedAt":2233,"author":6,"category":1042,"tags":2242,"readTime":1049,"cover":2245,"listingCover":2246,"image":1020},"\u002Fblog\u002Fguides\u002Fapi-marketplace-for-ai-agents","The Best API Marketplace for AI Agents in 2026","Marketplaces were built for developers who integrate once. An agent chooses at run time. One ordinary task touched five providers across four steps.",[2243,1390,2075,2244],"api marketplace","tool use","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fapi-marketplace-for-ai-agents-card.png",{"path":2248,"title":2249,"description":2250,"publishedAt":2233,"author":6,"category":1015,"tags":2251,"readTime":1049,"cover":2255,"listingCover":2256,"image":1020},"\u002Fblog\u002Fguides\u002Fbusiness-entity-search-api","Business Entity Search by API: What Exists and What Does Not","State registries are the most searched company lookup and the least available by API. We ran the US endpoint on a private company and it returned nothing.",[2252,2253,2254,1246],"business entity search","company registry","sec edgar","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api.png","\u002Fimg\u002Fblog\u002Fbusiness-entity-search-api-card.png",{"path":2258,"title":2259,"description":2260,"publishedAt":2233,"author":6,"category":1193,"tags":2261,"readTime":1049,"cover":2265,"listingCover":2266,"image":1020},"\u002Fblog\u002Fguides\u002Fscraper-blocked-what-gets-through","Your Scraper Is Blocked: What Actually Gets Through in 2026","A raw request to a Cloudflare-protected page returns 403. We ran the same URL through a managed endpoint and read what came back, field by field.",[1652,2262,2263,2264],"cloudflare","proxies","blocked","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through.png","\u002Fimg\u002Fblog\u002Fscraper-blocked-what-gets-through-card.png",{"path":2268,"title":2269,"description":2270,"publishedAt":2233,"author":6,"category":1193,"tags":2271,"readTime":1049,"cover":2273,"listingCover":2274,"image":1020},"\u002Fblog\u002Fguides\u002Fweb-scraping-api-for-ai-agents","The Best Web Scraping API for AI Agents in 2026","An agent cannot pick a scraper from a list it has never seen. What changes when the catalogue is discoverable at run time, measured across three phrasings.",[2272,1390,2075,2093],"web scraping api","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents.png","\u002Fimg\u002Fblog\u002Fweb-scraping-api-for-ai-agents-card.png",{"path":2276,"title":2277,"description":2278,"publishedAt":2279,"author":6,"category":1015,"tags":2280,"readTime":1026,"cover":2286,"listingCover":2287,"image":1020},"\u002Fblog\u002Fguides\u002Fapi-to-find-a-company-website","Best API to Search a Company's Homepage From Its Name","Searching a company's homepage by API is resolution, not search. Which endpoint does it, why fuzzy matches are a feature, and how to pick the right row.","2026-08-17",[2281,2282,2283,2284,2285],"best api search company's homepage","company homepage search api","company website api","company lookup","domain resolution","\u002Fimg\u002Fblog\u002Fapi-to-find-a-company-website.png","\u002Fimg\u002Fblog\u002Fapi-to-find-a-company-website-card.png",{"path":2289,"title":2290,"description":2291,"publishedAt":2279,"author":6,"category":1193,"tags":2292,"readTime":1049,"cover":2296,"listingCover":2297,"image":1020},"\u002Fblog\u002Fguides\u002Fcompany-news-api-press-releases","PR Newswire API: How to Read Releases, Not Send Them","The newswires sell distribution, not access. Reading a company's releases and its coverage is a different endpoint, and one field separates the two.",[2293,2294,1965,2295],"company news api","press release api","signals","\u002Fimg\u002Fblog\u002Fcompany-news-api-press-releases.png","\u002Fimg\u002Fblog\u002Fcompany-news-api-press-releases-card.png",{"path":2299,"title":2300,"description":2301,"publishedAt":2279,"author":6,"category":1015,"tags":2302,"readTime":1026,"cover":2306,"listingCover":2307,"image":1020},"\u002Fblog\u002Fguides\u002Fcrunchbase-api-alternatives-funding-data","Startup Funding Data by API: Crunchbase Alternatives That Bill Per Call","Startup funding data without a Crunchbase seat: one enrichment call carried 33 rounds and 14 stage types on one company, and one field that misleads.",[2303,2304,1243,1484,2305,1210],"startup funding","startup funding data","funding data","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data.png","\u002Fimg\u002Fblog\u002Fcrunchbase-api-alternatives-funding-data-card.png",{"path":2309,"title":2310,"description":2311,"publishedAt":2279,"author":6,"category":1015,"tags":2312,"readTime":1026,"cover":2316,"listingCover":2317,"image":1020},"\u002Fblog\u002Fguides\u002Fjob-postings-api-hiring-signals","Jooble API and Job Postings Data: Hiring as a Buying Signal","Jooble's API is for partners, not developers. What a job postings call returns instead, and two fields that turned out to be platform defaults, not data.",[2313,2314,1778,1779,2315,1886],"jooble api","jooble","jobs data","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals.png","\u002Fimg\u002Fblog\u002Fjob-postings-api-hiring-signals-card.png",{"path":2319,"title":2320,"description":2321,"publishedAt":2279,"author":6,"category":1015,"tags":2322,"readTime":1049,"cover":2326,"listingCover":2327,"image":1020},"\u002Fblog\u002Fguides\u002Ftechnographic-data-platforms-vs-per-call","Technographic Data Platforms vs One API Call: What You Give Up","We ran a stack detection on a major site and half the fields came back empty. What per-call detection sees, and when a platform earns its price.",[2323,2324,2325,1886],"technographic data","tech stack detection","b2b targeting","\u002Fimg\u002Fblog\u002Ftechnographic-data-platforms-vs-per-call.png","\u002Fimg\u002Fblog\u002Ftechnographic-data-platforms-vs-per-call-card.png",{"path":2329,"title":2330,"description":2331,"publishedAt":2332,"author":6,"category":1143,"tags":2333,"readTime":1049,"cover":2336,"listingCover":2337,"image":1020},"\u002Fblog\u002Fguides\u002Fbest-social-media-scraping-api-2026","What Is the Best API for Social Media Scraping in 2026?","No single best one, because the platforms are not one problem. Which endpoint covers which network, and where a per-call bill differs from per-result.","2026-08-14",[2334,1343,2335,2062],"social media scraping api","tiktok","\u002Fimg\u002Fblog\u002Fbest-social-media-scraping-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-social-media-scraping-api-2026-card.png",{"path":2339,"title":2340,"description":2341,"publishedAt":2332,"author":6,"category":1193,"tags":2342,"readTime":1049,"cover":2344,"listingCover":2345,"image":1020},"\u002Fblog\u002Fguides\u002Fmcp-server-live-web-data-agents","Which MCP Server Gives an AI Agent Live Web Data?","Most MCP servers wrap one vendor. The question is whether your agent needs a scraper or a catalogue it can search at runtime, and how to tell which.",[1306,1390,1873,2343],"model context protocol","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents.png","\u002Fimg\u002Fblog\u002Fmcp-server-live-web-data-agents-card.png",{"path":2347,"title":2348,"description":2349,"publishedAt":2332,"author":6,"category":1042,"tags":2350,"readTime":1062,"cover":2353,"listingCover":2354,"image":1020},"\u002Fblog\u002Fguides\u002Fpay-per-call-data-api-vs-subscription","Which Data API Lets You Pay Per Call Instead of a Subscription?","Metered beats a subscription when your usage is bursty and loses when it is steady. The shapes, the crossover, and the measurement that decides it.",[2177,2351,2243,2352],"data api pricing","metered billing","\u002Fimg\u002Fblog\u002Fpay-per-call-data-api-vs-subscription.png","\u002Fimg\u002Fblog\u002Fpay-per-call-data-api-vs-subscription-card.png",{"path":2356,"title":2357,"description":2358,"publishedAt":2332,"author":6,"category":1015,"tags":2359,"readTime":1026,"cover":2362,"listingCover":2363,"image":1020},"\u002Fblog\u002Fguides\u002Fpeople-data-labs-apollo-zoominfo-alternatives","ZoomInfo Competitors: People Data Labs, Apollo, and What to Buy","ZoomInfo competitors split into three jobs: search, enrich, contract. What each is genuinely best at, and why the price gap is not what it looks like.",[2360,2195,1932,2361,1929],"zoominfo competitors","apollo alternatives","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives.png","\u002Fimg\u002Fblog\u002Fpeople-data-labs-apollo-zoominfo-alternatives-card.png",{"path":2365,"title":2366,"description":2367,"publishedAt":2332,"author":6,"category":1143,"tags":2368,"readTime":1062,"cover":2369,"listingCover":2370,"image":1020},"\u002Fblog\u002Fguides\u002Freddit-scraping-api-alternatives","Is There an Alternative to Apify for Scraping Reddit?","Yes, several. The more useful question is why a Reddit scraper returns posts that miss your keywords, because that is a search problem, not a scraper one.",[1437,1436,1438,2175],"\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives.png","\u002Fimg\u002Fblog\u002Freddit-scraping-api-alternatives-card.png",{"path":2372,"title":2373,"description":2374,"publishedAt":2375,"author":6,"category":1015,"tags":2376,"readTime":1049,"cover":2379,"listingCover":2380,"image":1020},"\u002Fblog\u002Fguides\u002Fbest-linkedin-scraper-api-2026","What Is the Best LinkedIn Scraper API in 2026?","There is no single best LinkedIn scraper API. There are three jobs, and the honest answer is which endpoint fits which job, and what each one gets wrong.","2026-08-12",[2377,2129,2130,2378],"linkedin scraper api","data","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-scraper-api-2026-card.png",{"path":2382,"title":2383,"description":2384,"publishedAt":2385,"author":6,"category":1015,"tags":2386,"readTime":1049,"cover":2391,"listingCover":2392,"image":1020},"\u002Fblog\u002Fguides\u002Fapollo-scraper","Apollo Scraper: Export Apollo.io Leads Safely by API in 2026","An Apollo scraper extension can get your account flagged. How to pull the same Apollo.io people and company data by metered API, with search free.","2026-08-10",[2387,2388,2389,2390],"apollo scraper","apollo.io","lead-generation","b2b-data","\u002Fimg\u002Fblog\u002Fapollo-scraper.png","\u002Fimg\u002Fblog\u002Fapollo-scraper-card.png",{"path":2394,"title":2395,"description":2396,"publishedAt":2385,"author":6,"category":1143,"tags":2397,"readTime":1026,"cover":2400,"listingCover":2401,"image":1020},"\u002Fblog\u002Fguides\u002Freddit-scraper","Reddit API in 2026: Licensed Access or a Public-Page Scraper","Reddit closed self-service API access in 2025. The honest split between the licensed Data API and a public-page scraper you run metered per call.",[1437,1436,2398,2399,2063],"reddit data api","web-scraping","\u002Fimg\u002Fblog\u002Freddit-scraper.png","\u002Fimg\u002Fblog\u002Freddit-scraper-card.png",{"path":255,"title":2403,"description":2404,"publishedAt":2385,"author":6,"category":1015,"tags":2405,"readTime":1026,"cover":2411,"listingCover":2412,"image":1020},"Technographics by API: Three Sources Said 271, 18 and 0","One domain, one afternoon, three technographic routes. A live detector found nothing, a curated database found eighteen, a sales database found 271.",[2406,2407,2408,2409,2410,969],"technographics","technographics tool","technographic data api","sales tech stack","tech stack","\u002Fimg\u002Fblog\u002Ftechnographic-data-api.png","\u002Fimg\u002Fblog\u002Ftechnographic-data-api-card.png",{"path":2414,"title":2415,"description":2416,"publishedAt":2417,"author":6,"category":1143,"tags":2418,"readTime":1049,"cover":2420,"listingCover":2421,"image":1020},"\u002Fblog\u002Fguides\u002Fapify-instagram-scraper","The Apify Instagram Scraper: Which Actor to Use in 2026","Apify has five Instagram scrapers, not one. Which actor fits which job, how to run them without getting blocked, and what two measured runs actually cost.","2026-08-04",[2419,2062,2399,2044],"apify instagram scraper","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper.png","\u002Fimg\u002Fblog\u002Fapify-instagram-scraper-card.png",{"path":2423,"title":2424,"description":2425,"publishedAt":2426,"author":6,"category":1015,"tags":2427,"readTime":1026,"cover":2429,"listingCover":2430,"image":1020},"\u002Fblog\u002Fguides\u002Fbest-linkedin-outreach-tools-2026","The Best LinkedIn Outreach Tools in 2026","LinkedIn outreach tools split into two layers in 2026: the data layer that finds and verifies people, and the sending layer that sequences the messages.","2026-07-29",[2428,2129,2130,2378],"linkedin outreach","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026.png","\u002Fimg\u002Fblog\u002Fbest-linkedin-outreach-tools-2026-card.png",{"path":2432,"title":2433,"description":2434,"publishedAt":2435,"author":6,"category":1130,"tags":2436,"readTime":2439,"cover":2440,"listingCover":2441,"image":1020},"\u002Fblog\u002Fguides\u002Famazon-pa-api-alternatives","Amazon's PA-API Retires in 2026: How to Move to Monid","PA-API retired in May 2026. Which endpoints actually replace GetItems and SearchItems, tested on the day of writing, including one returning empty prices.","2026-07-21",[2437,2438,2378,2187],"amazon product advertising api","pa-api alternative","9 min","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives.png","\u002Fimg\u002Fblog\u002Famazon-pa-api-alternatives-card.png",{"path":2443,"title":2444,"description":2445,"publishedAt":2446,"author":6,"category":1130,"tags":2447,"readTime":2014,"cover":2449,"listingCover":2450,"image":1020},"\u002Fblog\u002Fguides\u002Fbest-amazon-reviews-api-2026","The Best Amazon Reviews API in 2026 (We Tested Them)","There is no official Amazon reviews API. Here are the real ways to get review text, what all of them costs, and the pagination limit nobody mentions.","2026-07-09",[2448,2378,2044,2187],"amazon reviews api","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-amazon-reviews-api-2026-card.png",{"path":2452,"title":2453,"description":2454,"publishedAt":2446,"author":6,"category":1015,"tags":2455,"readTime":1026,"cover":2458,"listingCover":2459,"image":1020},"\u002Fblog\u002Fguides\u002Fbest-email-verification-api-2026","Best Email Verification API in 2026: ZeroBounce, NeverBounce, Kickbox, or One Call on Monid?","ZeroBounce, NeverBounce, Kickbox, Bouncer, a DIY SMTP check and Strale compared: credit packs versus one metered per-call endpoint.",[2456,2378,2044,2457],"email verification api","email","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026.png","\u002Fimg\u002Fblog\u002Fbest-email-verification-api-2026-card.png",{"path":2461,"title":2462,"description":21,"publishedAt":2463,"author":1020,"category":1042,"tags":2464,"readTime":1020,"cover":2467,"listingCover":1020,"image":1020},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","Akta Pro Is Now Available On Monid","2026-07-07",[2044,2465,2466,2378],"partner-tools","private-markets","\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"path":2469,"title":2470,"description":2471,"publishedAt":2472,"author":1020,"category":1042,"tags":2473,"readTime":1020,"cover":2476,"listingCover":1020,"image":1020},"\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls","Your Claude Code can now make phone calls","Saperly is now available on Monid. Your agent can now make phone calls for you.","2026-07-05",[2044,2465,2474,2475],"voice","phone","\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png",{"path":2478,"title":2479,"description":2480,"publishedAt":2481,"author":1020,"category":1042,"tags":2482,"readTime":1020,"cover":2485,"listingCover":1020,"image":1020},"\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models","Introducing\nClaude for 3D models","Suzanne is now available on Monid. Turn any idea into a production-ready 3D model in one prompt.","2026-06-25",[2483,2044,2484],"3d","creative-tools","\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png",{"path":2487,"title":2488,"description":2489,"publishedAt":2490,"author":1020,"category":1042,"tags":2491,"readTime":1020,"cover":2494,"listingCover":1020,"image":1020},"\u002Fblog\u002Fminimax-is-now-available-on-monid","MiniMax is now available on Monid","Create images and music with MiniMax models through Monid.","2026-06-24",[2044,2484,2492,2493],"image-generation","music-generation","\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png",1790633487111]