[{"data":1,"prerenderedAt":264},["ShallowReactive",2],{"/news/build-anything-that-needs-a-human":3},{"id":4,"title":5,"author":6,"body":7,"created":241,"description":242,"extension":243,"headerImage":244,"image":245,"lastUpdated":241,"meta":247,"navigation":259,"path":260,"published":259,"seo":261,"stem":262,"__hash__":263},"news/news/build-anything-that-needs-a-human.md","Build Anything That Needs a Human with Effect AI","Rochelle",{"type":8,"value":9,"toc":232},"minimark",[10,14,17,20,23,28,31,71,73,77,87,90,123,126,128,132,135,141,147,149,153,156,162,168,174,181,183,187,205,211,222,230],[11,12,13],"p",{},"Most software can handle the routine cases well. The hard part is the moment a product reaches something it can't decide on its own: whether a design is clear, whether an answer is right, whether a piece of content should go out. That moment usually needs a person.",[11,15,16],{},"Effect AI is built so any app can reach that person on demand. A product sends a task, a qualified human completes it, and the answer comes back as data the product can use. The same building blocks work for a new standalone app or for a human step added to a service that already exists.",[11,18,19],{},"Below is how those pieces fit together, a real example of an app built on them, and what else they make possible.",[21,22],"hr",{},[24,25,27],"h2",{"id":26},"the-building-blocks","The building blocks",[11,29,30],{},"Every human step on Effect is built from the same five parts.",[32,33,34,47,53,59,65],"ul",{},[35,36,37,41,42,46],"li",{},[38,39,40],"strong",{},"Templates define what the worker sees."," A template is a single HTML file with placeholders like ",[43,44,45],"code",{},"${image_url}"," where each task's data goes. It can show images, audio, video, text, or forms, and it sends back an answer in whatever shape you choose.",[35,48,49,52],{},[38,50,51],{},"Capabilities define who can see it."," Workers earn capabilities by passing tests, such as English Language, Music Transcription, or Design Review. Tasks reach only workers who hold the right ones.",[35,54,55,58],{},[38,56,57],{},"Validation keeps answers usable."," Templates check that a response is complete before it can be submitted. Jobs can also send the same item to several independent workers, and self-serve pipelines that pass a labeling job to a separate validation job are coming to the API.",[35,60,61,64],{},[38,62,63],{},"The Effect API connects it all."," Your backend, app, or agent creates jobs, checks their progress, and collects results, the same way it calls any other service.",[35,66,67,70],{},[38,68,69],{},"Results come back as structured data."," Each answer returns paired with the input it came from, along with the worker and the time it was submitted. Worker payments settle on-chain in EFFECT on Solana.",[21,72],{},[24,74,76],{"id":75},"a-real-example-vibecheck","A real example: VibeCheck",[11,78,79,86],{},[80,81,85],"a",{"href":82,"rel":83},"https://www.canva.com/apps/AAHAAEuEYQY/vibecheck",[84],"nofollow","VibeCheck"," is Effect's app in the Canva Apps Marketplace. It lets designers test a design with real people before it goes live, through a Clarity Check, a Clickability Check, or a side-by-side comparison of two versions.",[11,88,89],{},"The Canva side is a small interface. Everything else runs on the building blocks above:",[91,92,93,99,105,111,117],"ol",{},[35,94,95,98],{},[38,96,97],{},"The design becomes data."," VibeCheck exports a static image of the design and pairs it with the creator's purpose, audience, and goal.",[35,100,101,104],{},[38,102,103],{},"The data fills a template."," Each check is its own template. Clarity asks for a 1 to 10 rating, Clickability flashes the design for a few seconds and asks for a yes or no, and Compare Versions asks for a pick between two designs.",[35,106,107,110],{},[38,108,109],{},"Capabilities route the task."," Design checks reach only workers who have qualified for design review.",[35,112,113,116],{},[38,114,115],{},"People do the part only people can do."," A worker reacts to the design and writes down why. The template won't submit until the answer is complete.",[35,118,119,122],{},[38,120,121],{},"Results come back to Canva."," Ratings, picks, and written reasoning return as structured data, and VibeCheck turns them into feedback inside the editor.",[11,124,125],{},"None of these steps were built just for Canva. VibeCheck connects existing Effect features to a place where designers already work.",[21,127],{},[24,129,131],{"id":130},"two-ways-to-build","Two ways to build",[11,133,134],{},"The pattern behind VibeCheck isn't tied to Canva. It works anywhere an interface can collect input and call an API.",[11,136,137,140],{},[38,138,139],{},"As a standalone app."," VibeCheck lives inside Canva, but the same idea could be its own web or mobile app, a plugin for another design tool, or a browser extension. The app handles the user experience. Effect handles finding qualified people, showing them the task, and returning their answers.",[11,142,143,146],{},[38,144,145],{},"As a step inside an existing service."," You don't need to build a new product to add human judgment. A support platform can send low-confidence replies to people for rating. A marketplace can have new listings checked before they publish. A content pipeline can route flagged items to human review. Each one is a single API call at the point where the service needs a person, and the rest of the system keeps running as it does today.",[21,148],{},[24,150,152],{"id":151},"what-you-could-build","What you could build",[11,154,155],{},"If a task can be shown on a screen and answered by a person, it can run on Effect. A few patterns come up again and again.",[11,157,158,161],{},[38,159,160],{},"A person in the loop, on demand."," Some steps need human sign-off: approving a payment, confirming a fact, checking that a translation sounds natural, or deciding whether content should be published. Send only those steps to Effect and automate everything else.",[11,163,164,167],{},[38,165,166],{},"People and AI working together."," A model drafts and people correct. AI pre-labels images and workers fix what it got wrong. A chatbot flags its low-confidence answers for human rating, and those ratings become training data. Each side handles the part it does best.",[11,169,170,173],{},[38,171,172],{},"Research and data collection."," Surveys, preference studies, voice recordings, and labeled datasets all fit the same model, with qualified workers and independent answers built in.",[11,175,176,177],{},"For a closer look at where a person belongs in an AI pipeline, see ",[80,178,180],{"href":179},"/news/when-should-a-human-step-in","When Should a Human Step In?",[21,182],{},[24,184,186],{"id":185},"get-involved","Get Involved",[11,188,189,192,193,198,199,204],{},[38,190,191],{},"Developers & Researchers:"," ",[80,194,197],{"href":195,"rel":196},"https://tally.so/r/xXgAyr",[84],"Join API early access"," for an API key and test credits, then build your first template in the ",[80,200,203],{"href":201,"rel":202},"https://api.effect.ai/",[84],"API console",".",[11,206,207,210],{},[38,208,209],{},"Organizations:"," Partner with Effect AI to add human judgment to an existing product or build a new one around it.",[11,212,213,192,216,221],{},[38,214,215],{},"Contributors:",[80,217,220],{"href":218,"rel":219},"https://tally.so/r/0Q1lpN",[84],"Sign up"," for the next alpha phase and earn $EFFECT for real tasks.",[11,223,224,225,204],{},"Have an idea for an app? Share it on ",[80,226,229],{"href":227,"rel":228},"https://discord.com/invite/effectnetwork",[84],"Discord",[21,231],{},{"title":233,"searchDepth":234,"depth":234,"links":235},"",2,[236,237,238,239,240],{"id":26,"depth":234,"text":27},{"id":75,"depth":234,"text":76},{"id":130,"depth":234,"text":131},{"id":151,"depth":234,"text":152},{"id":185,"depth":234,"text":186},"2026-10-21","Effect AI lets any app reach a qualified human on demand. Here are the building blocks, a real example in VibeCheck, and what else you could build.","md",null,{"src":246},"/img/news/news-header-workers-building.png",{"head":248},{"meta":249},[250,253,256],{"name":251,"content":252},"keywords","Effect AI, Effect API, human in the loop, task templates, capabilities, VibeCheck, Canva, microtasks, EFFECT token, Solana, developers",{"name":254,"content":255},"author","Rochelle - Effect.AI",{"name":257,"content":258},"copyright","© 2026 Effect.AI",true,"/news/build-anything-that-needs-a-human",{"title":5,"description":242},"news/build-anything-that-needs-a-human","LwoMTqPQh_sVLWl77AqS2C8tRUSqkYQzSjSara06xTc",1793374065993]