Building Usable AI Writing Workflows with Next.js and NestJSBuilding Usable AI Writing Workflows with Next.js and NestJS
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Streaming an AI response is only one part of a useful writing product.
In Content Sprout, I connected OpenAI generation to a Next.js editor through NestJS APIs. The practical work was making the output usable: showing text as it arrived, moving it into an editable document, and supporting search and pagination around the content library.
The lesson I keep coming back to: design the workflow after generation as carefully as the prompt. People need to review, edit, find, and reuse the result.
I work on full-stack AI integrations with Next.js, NestJS, TypeScript, and API-driven products.
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Creatives on Contra have earned over $150M and we are just getting started