[{"data":1,"prerenderedAt":876},["ShallowReactive",2],{"blog-\u002Fblog\u002Fbuy-vs-build-email-to-profile-enrichment":3,"blog-related-\u002Fblog\u002Fbuy-vs-build-email-to-profile-enrichment":608},{"id":4,"title":5,"author":6,"body":7,"category":591,"cover":592,"description":593,"draft":594,"extension":595,"image":591,"launchCta":591,"meta":596,"navigation":597,"ogImage":591,"path":598,"publishedAt":599,"readTime":591,"seo":600,"stem":601,"tags":602,"updatedAt":591,"__hash__":607},"blogUnlisted\u002Fblog\u002Fbuy-vs-build-email-to-profile-enrichment.md","Buy vs Build: Email-to-Profile Enrichment","The Monid Team",{"type":8,"value":9,"toc":577},"minimark",[10,33,37,97,102,127,131,134,141,144,151,155,176,179,184,193,201,209,213,270,278,281,336,370,374,487,490,494,501,504,507,511,514,517,520,524,527,530,534,544,550,564,573],[11,12,13,14,21,22,26,27,32],"p",{},"For almost everyone, buying wins. Turning an email address into a full person profile is a data problem, not a code problem, and the hard part is not the pipeline, it is owning the data underneath it. Unless you already have proprietary identity data, extreme scale, or a hard data-residency rule, a managed endpoint like ",[15,16,20],"a",{"href":17,"rel":18},"https:\u002F\u002Fwww.peopledatalabs.com",[19],"nofollow","People Data Labs"," ",[23,24,25],"code",{},"\u002Fv5\u002Fperson\u002Fenrich"," on ",[15,28,31],{"href":29,"rel":30},"https:\u002F\u002Fmonid.ai",[19],"Monid"," costs less per matched record than any DIY stack once you count the parts nobody budgets for.",[11,34,36],{"style":35},"font-size:18px !important;line-height:1.65 !important;margin:0 0 24px;color:inherit;","Copy this line to your agent to price the buy side before you commit to building.",[38,39,44],"pre",{"className":40,"code":41,"language":42,"meta":43,"style":43},"language-sh shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use pdl\u002F\u002Fv5\u002Fperson\u002Fenrich to enrich one email and show the billed price\n","sh","",[23,45,46],{"__ignoreMap":43},[47,48,51,55,59,62,65,68,71,74,77,80,83,85,88,91,94],"span",{"class":49,"line":50},"line",1,[47,52,54],{"class":53},"s2Zo4","set",[47,56,58],{"class":57},"sfazB"," up",[47,60,61],{"class":57}," https:\u002F\u002Fmonid.ai\u002FSKILL.md",[47,63,64],{"class":57}," and",[47,66,67],{"class":57}," use",[47,69,70],{"class":57}," pdl\u002F\u002Fv5\u002Fperson\u002Fenrich",[47,72,73],{"class":57}," to",[47,75,76],{"class":57}," enrich",[47,78,79],{"class":57}," one",[47,81,82],{"class":57}," email",[47,84,64],{"class":57},[47,86,87],{"class":57}," show",[47,89,90],{"class":57}," the",[47,92,93],{"class":57}," billed",[47,95,96],{"class":57}," price\n",[98,99,101],"h2",{"id":100},"tldr","TL;DR",[103,104,105,109,118,121,124],"ul",{},[106,107,108],"li",{},"Buying is the default answer. Building an email-to-profile pipeline means owning data acquisition, entity matching, verification, freshness, and compliance forever, not writing a script once.",[106,110,111,112,117],{},"The buy side is one call: an email in, a person profile out, billed per call in the cents range. Current magnitudes are at ",[15,113,116],{"href":114,"rel":115},"https:\u002F\u002Fmonid.ai\u002Ftools",[19],"monid.ai\u002Ftools",".",[106,119,120],{},"The build side has a low sticker price and a high true cost. Your real unit is dollars per matched record, and DIY match rates on cold email lists are usually the weak link.",[106,122,123],{},"Building genuinely wins in three cases: you have proprietary first-party data no vendor holds, you operate at a scale where per-call pricing stops making sense, or a residency rule forbids sending identifiers to a third party.",[106,125,126],{},"Match rates vary by segment. Do not trust any table, ours included, over a sample of your own list.",[98,128,130],{"id":129},"what-build-actually-means","What \"build\" actually means",[11,132,133],{},"The seductive version of building is a Python script that hits a few free sources and stitches the results together. The real version is a standing system with five moving parts, each of which fails quietly.",[11,135,136,137,140],{},"Data acquisition comes first. An email like ",[23,138,139],{},"j.torres@northwind.io"," maps to a person only if you hold data that links the two, so you are scraping or licensing sources, and the sources that carry work history and contact fields either cost money or block scrapers. Then comes entity resolution: deciding that three records across three sources are the same Torres and not two different people, which is a genuine matching problem, not a lookup. Then verification, because a stale title or a dead mailbox is worse than a blank field. Then freshness: people change jobs constantly, and a profile you resolved last quarter is already decaying, so the whole acquisition-and-match loop has to run again on a schedule. Then compliance: person data sits under GDPR and CCPA, which means handling opt-outs, deletion requests, and lawful basis, none of which is optional and all of which is engineering time.",[11,142,143],{},"None of that is exotic. All of it is permanent. The script is a weekend. The system is a roadmap.",[11,145,146],{},[147,148],"img",{"alt":149,"src":150},"Split comparison. On the left in red, a DIY email-to-profile pipeline drawn as a chain of boxes that each carry a failure mode: acquire sources that block or bill, match records that collide, verify fields that go stale, refresh on a schedule, comply with GDPR and CCPA. On the right in green, a single box: one pdl person-enrich call on Monid, email in, profile out.","\u002Fimg\u002Fblog\u002Fbuy-vs-build-email-to-profile-enrichment-fig-1.png",[98,152,154],{"id":153},"the-buy-side-in-one-call","The buy side, in one call",[11,156,157,158,162,163,165,166,171,172,175],{},"The managed side collapses that chain into a request. ",[15,159,20],{"href":160,"rel":161},"https:\u002F\u002Fwww.peopledatalabs.com\u002Fperson-data\u002Fenrichment-api",[19]," exposes ",[23,164,25],{},", a one-to-one match against an identity graph of 3 billion-plus person profiles with over 100 fields per record, including work history, education, social profiles, and contact fields (see the ",[15,167,170],{"href":168,"rel":169},"https:\u002F\u002Fdocs.peopledatalabs.com\u002Fdocs\u002Freference-person-enrichment-api",[19],"PDL enrichment docs","). You pass an email, you get a name, title, company, LinkedIn URL, location, and a ",[23,173,174],{},"likelihood"," score from 1 to 10 that tells you how confident the match is.",[11,177,178],{},"Monid is a pay-per-call data API marketplace: one key and one wallet reach hundreds of external data endpoints across enrichment, scraping, social, and search, with the price shown before anything runs. Discovering an endpoint and reading its schema are free. Only the run bills the wallet.",[180,181,183],"h3",{"id":182},"for-agents","For agents",[11,185,186,187,192],{},"Grab an API key at ",[15,188,191],{"href":189,"rel":190},"https:\u002F\u002Fapp.monid.ai\u002F",[19],"app.monid.ai",", then paste this to your agent and hand it the key:",[38,194,199],{"className":195,"code":197,"language":198},[196],"language-text","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md\n","text",[23,200,197],{"__ignoreMap":43},[11,202,203,204,117],{},"It learns the whole discover, inspect, run workflow itself. More details in the ",[15,205,208],{"href":206,"rel":207},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-skill",[19],"agent quickstart",[180,210,212],{"id":211},"for-humans","For humans",[38,214,218],{"className":215,"code":216,"language":217,"meta":43,"style":43},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","npm install -g @monid-ai\u002Fcli\nmonid keys add --label main --key \u003Cyour-api-key>\n","bash",[23,219,220,235],{"__ignoreMap":43},[47,221,222,226,229,232],{"class":49,"line":50},[47,223,225],{"class":224},"sBMFI","npm",[47,227,228],{"class":57}," install",[47,230,231],{"class":57}," -g",[47,233,234],{"class":57}," @monid-ai\u002Fcli\n",[47,236,238,241,244,247,250,253,256,260,263,267],{"class":49,"line":237},2,[47,239,240],{"class":224},"monid",[47,242,243],{"class":57}," keys",[47,245,246],{"class":57}," add",[47,248,249],{"class":57}," --label",[47,251,252],{"class":57}," main",[47,254,255],{"class":57}," --key",[47,257,259],{"class":258},"sMK4o"," \u003C",[47,261,262],{"class":57},"your-api-ke",[47,264,266],{"class":265},"sTEyZ","y",[47,268,269],{"class":258},">\n",[11,271,272,273,117],{},"More details in the ",[15,274,277],{"href":275,"rel":276},"https:\u002F\u002Fmonid.ai\u002Fdocs\u002Fguide\u002Fquickstart-cli",[19],"CLI quickstart",[11,279,280],{},"Inspect the schema and price for free, then run one email:",[38,282,284],{"className":215,"code":283,"language":217,"meta":43,"style":43},"monid inspect -p pdl -e \u002Fv5\u002Fperson\u002Fenrich\nmonid run -p pdl -e \u002Fv5\u002Fperson\u002Fenrich -i '{\"email\":\"j.torres@northwind.io\",\"min_likelihood\":6}' -w\n",[23,285,286,305],{"__ignoreMap":43},[47,287,288,290,293,296,299,302],{"class":49,"line":50},[47,289,240],{"class":224},[47,291,292],{"class":57}," inspect",[47,294,295],{"class":57}," -p",[47,297,298],{"class":57}," pdl",[47,300,301],{"class":57}," -e",[47,303,304],{"class":57}," \u002Fv5\u002Fperson\u002Fenrich\n",[47,306,307,309,312,314,316,318,321,324,327,330,333],{"class":49,"line":237},[47,308,240],{"class":224},[47,310,311],{"class":57}," run",[47,313,295],{"class":57},[47,315,298],{"class":57},[47,317,301],{"class":57},[47,319,320],{"class":57}," \u002Fv5\u002Fperson\u002Fenrich",[47,322,323],{"class":57}," -i",[47,325,326],{"class":258}," '",[47,328,329],{"class":57},"{\"email\":\"j.torres@northwind.io\",\"min_likelihood\":6}",[47,331,332],{"class":258},"'",[47,334,335],{"class":57}," -w\n",[11,337,338,339,344,345,348,349,348,352,348,355,358,359,362,363,366,367,369],{},"The endpoint accepts more than email. Per the ",[15,340,343],{"href":341,"rel":342},"https:\u002F\u002Fdocs.peopledatalabs.com\u002Fdocs\u002Finput-parameters-person-enrichment-api",[19],"PDL input parameters",", it also takes ",[23,346,347],{},"phone",", ",[23,350,351],{},"name",[23,353,354],{},"company",[23,356,357],{},"profile"," for a LinkedIn URL, ",[23,360,361],{},"email_hash",", and ",[23,364,365],{},"pdl_id",", so you match on whatever identifier you happen to hold. If sending raw addresses is a concern, pass ",[23,368,361],{}," instead.",[98,371,373],{"id":372},"the-comparison-that-actually-decides-it","The comparison that actually decides it",[375,376,377,395],"table",{},[378,379,380],"thead",{},[381,382,383,386,392],"tr",{},[384,385],"th",{},[384,387,388,389,391],{},"Buy: ",[23,390,25],{}," on Monid",[384,393,394],{},"Build: your own DIY stack",[396,397,398,410,421,432,443,454,465,476],"tbody",{},[381,399,400,404,407],{},[401,402,403],"td",{},"Time to first result",[401,405,406],{},"Minutes",[401,408,409],{},"Weeks to months",[381,411,412,415,418],{},[401,413,414],{},"Underlying data",[401,416,417],{},"3B+ profiles, 100+ fields, maintained for you",[401,419,420],{},"Whatever you scrape or license, maintained by you",[381,422,423,426,429],{},[401,424,425],{},"Entity resolution",[401,427,428],{},"Done inside the match",[401,430,431],{},"Your problem to solve and tune",[381,433,434,437,440],{},[401,435,436],{},"Freshness",[401,438,439],{},"Vendor re-crawls on its own schedule",[401,441,442],{},"You re-run acquisition forever",[381,444,445,448,451],{},[401,446,447],{},"Verification",[401,449,450],{},"Ships with a likelihood score",[401,452,453],{},"You build and calibrate it",[381,455,456,459,462],{},[401,457,458],{},"Compliance surface",[401,460,461],{},"Vendor carries source-side burden; you still govern use",[401,463,464],{},"Entirely yours: opt-outs, deletion, lawful basis",[381,466,467,470,473],{},[401,468,469],{},"Cost shape",[401,471,472],{},"Per call, cents range, zero when idle",[401,474,475],{},"Fixed engineering plus data plus infra, paid whether you run or not",[381,477,478,481,484],{},[401,479,480],{},"Best fit",[401,482,483],{},"Bursty or moderate volume, standard person fields",[401,485,486],{},"Proprietary data, extreme scale, or strict residency",[11,488,489],{},"The row that flips most decisions is the last cost row. A DIY stack has a floor you pay every month regardless of usage: the engineers who maintain it, the source licenses, the infrastructure. Enrichment demand, for most teams, is bursty. You enrich a few hundred people before a campaign, then nothing for weeks. A per-call endpoint charges nothing in the quiet weeks. A build charges its full floor every week, busy or not.",[98,491,493],{"id":492},"per-record-cost-reasoned-in-magnitudes","Per-record cost, reasoned in magnitudes",[11,495,496,497,500],{},"We do not print rates, because the honest unit is cost per matched record, and that depends on your list and your match rate. Live magnitudes are at ",[15,498,116],{"href":114,"rel":499},[19],". The reasoning that survives any price change:",[11,502,503],{},"The buy side prices per call in the cents range, so enriching a couple hundred inbound emails lands in the low tens of dollars, and it drops to zero the moment you stop. The build side has almost no marginal cost per record and a very large fixed cost. That means build only wins on cost past a crossover volume: the point where your monthly enrichment count is high enough that the fixed floor, divided across records, finally dips below the per-call price. For a team enriching thousands of records a month on and off, that crossover is rarely reached, because the fixed floor never goes away and the volume never stays high.",[11,505,506],{},"There is a subtler trap. A DIY match rate on cold, low-context email lists is usually mediocre, so your true cost per matched record is the fixed cost divided by matches, not by attempts, and a weak match rate quietly doubles it.",[98,508,510],{"id":509},"when-building-actually-wins","When building actually wins",[11,512,513],{},"Buying is not always right, and pretending otherwise is how vendors lose trust. Build when at least one of these is true.",[11,515,516],{},"You hold proprietary first-party data. If your own product generates identity signals no external vendor has, a matching layer over your own graph can beat any bought profile, because the differentiator is the data, and you own it. You operate at extreme, steady scale. Past a high and sustained volume, per-call pricing stops being the cheap option, and amortizing a fixed pipeline across millions of monthly records can win. You have a strict data-residency or contractual rule. If identifiers legally cannot leave your environment or a specific region, sending emails to a third-party endpoint is off the table regardless of cost, and an in-house pipeline is the only compliant path.",[11,518,519],{},"If none of those hold, the honest recommendation is to buy, and to spend the engineering you saved on the workflow around the data instead of the data itself.",[98,521,523],{"id":522},"one-honest-caveat","One honest caveat",[11,525,526],{},"Match rates vary by segment, and no published figure predicts yours. A list of US enterprise employees and a list of European small-business owners can enrich at very different rates through the same endpoint. The 3 billion-plus profile count also includes historical and duplicate records, so raw graph size is not the same as coverage of your specific list. Do not trust our table over your own data. Sample a few hundred real emails, run them pay-per-call, measure the match rate and the field completeness you actually need, and let that number decide. The buy-versus-build math only resolves once you know your hit rate, and the only way to know it is to test on the list you have.",[11,528,529],{},"That test is cheap. Discover and inspect are free on Monid, and a hundred enrichments cost pocket change, which is a rounding error against a sprint spent building the wrong thing.",[98,531,533],{"id":532},"faq","FAQ",[11,535,536,540,541,117],{},[537,538,539],"strong",{},"Is it ever cheaper to build than to buy?","\nYes, past a crossover point. When your enrichment volume is very high and steady, or when you already own proprietary identity data, amortizing a fixed pipeline can beat per-call pricing. For bursty or moderate volume, buying is almost always cheaper per matched record. Magnitudes are at ",[15,542,116],{"href":114,"rel":543},[19],[11,545,546,549],{},[537,547,548],{},"What does \"hidden cost\" of building actually mean?","\nData acquisition, entity resolution, verification, freshness re-crawling, and GDPR\u002FCCPA compliance. Each is ongoing engineering, not a one-time script, and each fails quietly if you stop maintaining it.",[11,551,552,555,556,559,560,563],{},[537,553,554],{},"Do I need a People Data Labs account to try the buy side?","\nNo. You integrate ",[15,557,31],{"href":29,"rel":558},[19]," once and fund one pay-as-you-go wallet. ",[15,561,20],{"href":17,"rel":562},[19]," is called through the same key, billed at the price shown before the run.",[11,565,566,569,570,572],{},[537,567,568],{},"How do I decide without guessing?","\nSample a few hundred of your real emails through ",[23,571,25],{},", measure your actual match rate and the fields you need, then compare that per-matched-record cost against the honest fixed cost of a pipeline you would have to maintain forever.",[574,575,576],"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}",{"title":43,"searchDepth":237,"depth":237,"links":578},[579,580,581,586,587,588,589,590],{"id":100,"depth":237,"text":101},{"id":129,"depth":237,"text":130},{"id":153,"depth":237,"text":154,"children":582},[583,585],{"id":182,"depth":584,"text":183},3,{"id":211,"depth":584,"text":212},{"id":372,"depth":237,"text":373},{"id":492,"depth":237,"text":493},{"id":509,"depth":237,"text":510},{"id":522,"depth":237,"text":523},{"id":532,"depth":237,"text":533},null,"\u002Fimg\u002Fblog\u002Fbuy-vs-build-email-to-profile-enrichment.png","Should you build an email-to-profile enrichment pipeline or call a managed endpoint? An honest per-record cost breakdown of buy vs build.",false,"md",{},true,"\u002Fblog\u002Fbuy-vs-build-email-to-profile-enrichment","2026-07-16",{"title":5,"description":593},"blog\u002Fbuy-vs-build-email-to-profile-enrichment",[603,604,605,606],"data-enrichment","buy-vs-build","people-data-labs","agents","TsJMgdIPjeqFJQH6YZECbbyPbmDNlO06Wb7E2iSMkxY",[609,670,737,803],{"id":610,"title":611,"author":591,"body":612,"category":591,"cover":656,"description":43,"draft":594,"extension":595,"image":591,"launchCta":657,"meta":660,"navigation":597,"ogImage":591,"path":661,"publishedAt":662,"readTime":591,"seo":663,"stem":664,"tags":665,"updatedAt":591,"__hash__":669},"blog\u002Fblog\u002Fakta-pro-is-now-available-on-monid.md","Introducing private markets\ndata for agents",{"type":8,"value":613,"toc":652},[614,618,626,629,633,639,646,649],[98,615,617],{"id":616},"what-is-aktapro","What is akta.pro",[11,619,620,625],{},[15,621,624],{"href":622,"rel":623},"https:\u002F\u002Fwww.akta.pro\u002F",[19],"akta.pro"," is a private company data and signals API for\nAI agents. Company Database covers 20M+ companies with 75+ structured fields\neach. News Signals delivers deduplicated, entity-resolved company news,\nindustry news, and signals on open-ended topics, all scored for impact and\nsentiment.",[11,627,628],{},"Private-company research is usually scattered across databases, news feeds,\nreview sites, and web search. akta.pro turns that into structured API calls, so\nan agent gets the right company context and keeps moving.",[98,630,632],{"id":631},"what-is-monid","What is Monid",[11,634,635,638],{},[15,636,31],{"href":29,"rel":637},[19]," is the tool layer for agents. It lets agents connect\nto all the tools and APIs they need, without managing signups, API keys, or\nsubscriptions.",[11,640,641,642,117],{},"Today, Monid provides tools for social media scraping, web search, image and\nmusic generation, people data search, weather APIs, ",[15,643,645],{"href":114,"rel":644},[19],"and more",[647,648],"hr",{},[11,650,651],{},"On Monid, akta.pro becomes available as part of that same layer. Your agent can\nrequest private-company context, call akta.pro through Monid, receive structured\nmarket data, and continue the task. Private markets research should feel like\nany other tool call: describe the company or sector, get the signal, keep\nbuilding.",{"title":43,"searchDepth":237,"depth":237,"links":653},[654,655],{"id":616,"depth":237,"text":617},{"id":631,"depth":237,"text":632},"\u002Fimg\u002Fblog\u002Fakta-pro-is-now-available-on-monid-v2.png",{"label":658,"command":659},"Give your agent this line to get started.","set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use akta.pro to research recent news, company enrichment, and alternative signals for Databricks",{},"\u002Fblog\u002Fakta-pro-is-now-available-on-monid","2026-07-07",{"title":611,"description":43},"blog\u002Fakta-pro-is-now-available-on-monid",[606,666,667,668],"partner-tools","private-markets","data","yZnqIVof0gIpw9VH6HcE3rzit5OdTvPyC6k--T1kYa8",{"id":671,"title":672,"author":591,"body":673,"category":591,"cover":727,"description":728,"draft":594,"extension":595,"image":591,"launchCta":591,"meta":729,"navigation":597,"ogImage":591,"path":730,"publishedAt":731,"readTime":591,"seo":732,"stem":733,"tags":734,"updatedAt":591,"__hash__":736},"blog\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.md","Your Claude Code can now make phone calls",{"type":8,"value":674,"toc":723},[675,678,687,691,699,702,704,709,715,717,720],[11,676,677],{"style":35},"Copy this line to your agent to make your first phone call.",[38,679,681],{"className":40,"code":680,"language":42,"meta":43,"style":43},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and use Saperly to call my phone number to confirm the connection works\n",[23,682,683],{"__ignoreMap":43},[47,684,685],{"class":49,"line":50},[47,686,680],{},[98,688,690],{"id":689},"what-is-saperly","What is Saperly",[11,692,693,698],{},[15,694,697],{"href":695,"rel":696},"https:\u002F\u002Fsaperly.com\u002F",[19],"Saperly"," is phone infrastructure for AI agents. It gives\nan agent a real phone number with voice, SMS, routing, spend controls, and\ncompliance built in, without making the builder manage carrier accounts or\ntelephony paperwork.",[11,700,701],{},"Your agent can confirm an appointment, follow up on a lead, check availability,\nor route a conversation without leaving the workflow it is already running.",[98,703,632],{"id":631},[11,705,706,638],{},[15,707,31],{"href":29,"rel":708},[19],[11,710,711,712,117],{},"Today, Monid provides tools for social media scraping, web search, image \u002F\nmusic \u002F 3d model generation, people data search, weather APIs, ",[15,713,645],{"href":114,"rel":714},[19],[647,716],{},[11,718,719],{},"On Monid, Saperly becomes available as part of that same layer. Your agent can\nrequest a phone call, use Saperly through Monid, receive the result, and keep\ngoing. Calling should feel like any other tool call: describe the outcome, let\nthe agent handle the phone work, and continue the task.",[574,721,722],{},"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);}",{"title":43,"searchDepth":237,"depth":237,"links":724},[725,726],{"id":689,"depth":237,"text":690},{"id":631,"depth":237,"text":632},"\u002Fimg\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls.png","Saperly is now available on Monid. Your agent can now make phone calls for you.",{},"\u002Fblog\u002Fyour-claude-code-can-now-make-phone-calls","2026-07-05",{"title":672,"description":728},"blog\u002Fyour-claude-code-can-now-make-phone-calls",[606,666,735,347],"voice","X0vLpqb1Vn9mIFY4XAQ16a67_nbOfiZV8NEdV12nu1A",{"id":738,"title":739,"author":591,"body":740,"category":591,"cover":792,"description":793,"draft":594,"extension":595,"image":591,"launchCta":591,"meta":794,"navigation":597,"ogImage":591,"path":795,"publishedAt":796,"readTime":591,"seo":797,"stem":798,"tags":799,"updatedAt":591,"__hash__":802},"blog\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.md","Introducing\nClaude for 3D models",{"type":8,"value":741,"toc":788},[742,745,754,758,766,769,771,776,781,783,786],[11,743,744],{"style":35},"Copy this line to your agent to generate your 3D model.",[38,746,748],{"className":40,"code":747,"language":42,"meta":43,"style":43},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and create a 3D model for a rabbit\n",[23,749,750],{"__ignoreMap":43},[47,751,752],{"class":49,"line":50},[47,753,747],{},[98,755,757],{"id":756},"what-is-suzanne","What is Suzanne",[11,759,760,765],{},[15,761,764],{"href":762,"rel":763},"https:\u002F\u002Fwww.suzanne3d.com",[19],"Suzanne"," is an AI-native 3D modeling tool that turns a prompt into a\nusable 3D asset. Instead of opening a modeling tool, blocking out forms,\nadding details, and exporting by hand, you describe what you want and let\nSuzanne generate the model for you.",[11,767,768],{},"That changes who can create 3D objects. Product teams can prototype visual\nideas faster. Game builders can rough out props and characters without\nwaiting on a full art pass. Agents can generate assets as part of a larger\nworkflow, then hand those files to downstream tools for rendering, testing,\nor iteration.",[98,770,632],{"id":631},[11,772,773,638],{},[15,774,31],{"href":29,"rel":775},[19],[11,777,641,778,117],{},[15,779,645],{"href":114,"rel":780},[19],[647,782],{},[11,784,785],{},"On Monid, Suzanne becomes available as part of that same layer. Your agent can\nask for the 3D asset it needs, call Suzanne through Monid, and continue the task.\n3D creation should feel as direct as text generation: describe the thing, get\nthe artifact, keep building.",[574,787,722],{},{"title":43,"searchDepth":237,"depth":237,"links":789},[790,791],{"id":756,"depth":237,"text":757},{"id":631,"depth":237,"text":632},"\u002Fimg\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models.png","Suzanne is now available on Monid. Turn any idea into a production-ready 3D model in one prompt.",{},"\u002Fblog\u002Fintroducing-suzanne-chatgpt-for-3d-models","2026-06-25",{"title":739,"description":793},"blog\u002Fintroducing-suzanne-chatgpt-for-3d-models",[800,606,801],"3d","creative-tools","_S0uHM_dNVZKt_1ohYV4hn2Fm6SMxsDxzSezZf6lYFQ",{"id":804,"title":805,"author":591,"body":806,"category":591,"cover":865,"description":866,"draft":594,"extension":595,"image":591,"launchCta":591,"meta":867,"navigation":597,"ogImage":591,"path":868,"publishedAt":869,"readTime":591,"seo":870,"stem":871,"tags":872,"updatedAt":591,"__hash__":875},"blog\u002Fblog\u002Fminimax-is-now-available-on-monid.md","MiniMax is now available on Monid",{"type":8,"value":807,"toc":860},[808,811,820,824,832,836,839,841,847,853,855,858],[11,809,810],{"style":35},"Copy this line to your agent to create music.",[38,812,814],{"className":40,"code":813,"language":42,"meta":43,"style":43},"set up https:\u002F\u002Fmonid.ai\u002FSKILL.md and create a song with MiniMax Music 2.6\n",[23,815,816],{"__ignoreMap":43},[47,817,818],{"class":49,"line":50},[47,819,813],{},[98,821,823],{"id":822},"minimax-music-26","MiniMax Music 2.6",[11,825,826,831],{},[15,827,830],{"href":828,"rel":829},"https:\u002F\u002Fwww.minimax.io",[19],"MiniMax"," Music 2.6 turns a prompt into music your agent can use right away. Describe the style, mood, lyrics, or use case, and generate a track inside the same workflow.",[98,833,835],{"id":834},"minimax-text-to-image-image-01","MiniMax Text-to-Image image-01",[11,837,838],{},"MiniMax image-01 turns text prompts into images. Ask for a concept, scene, product visual, or creative asset, and let your agent generate it through Monid.",[98,840,632],{"id":631},[11,842,843,846],{},[15,844,31],{"href":29,"rel":845},[19]," is the tool layer for agents. It lets agents connect to all the tools and APIs they need, without managing signups, API keys, or subscriptions.",[11,848,849,850,117],{},"Today, Monid provides tools for social media scraping, web search, image and music generation, people data search, weather APIs, ",[15,851,645],{"href":114,"rel":852},[19],[647,854],{},[11,856,857],{},"On Monid, MiniMax becomes part of the same tool layer your agent already uses. Describe what you need, generate the image or music, and keep building.",[574,859,722],{},{"title":43,"searchDepth":237,"depth":237,"links":861},[862,863,864],{"id":822,"depth":237,"text":823},{"id":834,"depth":237,"text":835},{"id":631,"depth":237,"text":632},"\u002Fimg\u002Fblog\u002Fminimax-is-now-available-on-monid.png","Create images and music with MiniMax models through Monid.",{},"\u002Fblog\u002Fminimax-is-now-available-on-monid","2026-06-24",{"title":805,"description":866},"blog\u002Fminimax-is-now-available-on-monid",[606,801,873,874],"image-generation","music-generation","OYTt4aBpVNeb9nNuUTkZhyl8yzm6h4v8c8tMHC9NmFg",1784441553467]