Demand first. Then the words.
How one topic becomes a finished, evidence-backed piece, step by step.
One topic in. Evidence out.
Most "AI writing" starts from a blank prompt and guesses. ContentLabs starts from proven demand. You give one topic; an autonomous agent runs the whole pipeline end to end and shows its work at every step.
The six moves
1. Mine real demand
The agent scrapes live community threads on Reddit, pulling the questions people actually ask along with their upvotes and comment counts.
2. Cluster the diamond topic
Threads are clustered to surface the single highest-signal angle, and convergence is judged against the real figures behind it.
3. Derive ranked keywords
Proven demand becomes a ranked keyword set built for SEO and answer-engine (AEO) visibility, never keyword-stuffed guesswork.
4. Generate titles and outline
Title candidates and a structured outline are mapped to the demand the agent found, so every section earns its place.
5. Write the piece
The full article is drafted token by token in your brand voice, in an editorial reading column that stays readable, not robotic.
6. Publish-ready artifacts
You export clean HTML and Markdown, SEO meta, and JSON-LD structured data. Paste it and publish.
Every claim and every go/no-go cites the real figure it came from.