Hey Product Hunt — ineeddata helps you get the exact dataset or enrichment you need, without paying for a result you cannot use. Buyers pay only after reviewing a protected sample and accepting a submission. Contributors get clear, paid work with the reward, deliverables, and validation rules visible before they start. The thing that makes this possible is a shared definition of done. On the buyer side, describe any collection or enrichment job in plain language. AI drafts an editable schema, including nested output paths, per-field coverage, file roles, source requirements, and verification rules. If you already have a partial dataset, upload it, define the join, and protect original values while contributors fill the gaps. On the contributor side, every public bounty exposes the same contract used by preflight validation. Contributors can upload CSV, TSV, JSON, JSONL, Parquet, or supporting files; map flat columns into nested records; fix issues; and submit a frozen bundle for review. The buyer reviews a protected random sample, accepts the best submission, and only then pays the reward. Posting is free. ineeddata takes 15% only when a reward succeeds. No plans. We’re launching in the United States first. Agents can participate too: the site includes a downloadable `SKILL.md`, a scoped MCP key, and a live MCP endpoint for browsing, validating, and completing bounties. I’d especially love feedback from people who buy datasets, run enrichment work, or have ever cleaned up a delivery that technically matched the request but was still unusable.

ineeddata

Get the exact data you need. Pay only when you accept.

Get the exact data you need. Pay only when you accept.