One coherent product
Purpose-bound data checks, a read-only gateway, governed repair, exact readback, and durable proof — as one loop rather than five features.
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Founder-built · NetherlandsAn AI system will produce a confident answer from stale, conflicted, or disallowed data without hesitating, because nothing in the pipeline is responsible for asking whether the data should have been used. Refinery exists to be that step.
A support workflow reads the status in its source database. Inconsistent data needs a traceable correction.
| Record | Status | Finding |
|---|---|---|
| #48211 | active | In scope |
| #48213 | enabled | Check value |
| #48214 | unknown | Human review |
The correction is supported by a rule, approved for one record and verified at the authoritative source.
enabledactiveA repair receipt explains the change. A separate eligibility check determines what an approved consumer may use.
Most data-quality tooling ends where the real work begins. It detects a problem, raises it, and hands a human a queue. Meanwhile the AI workflow downstream keeps reading the same broken record and telling customers things that are not true.
An AI or workflow needs an answer now: trusted, limited, or blocked — with proof when something has been repaired. Not a dashboard, not a score, not a ticket. That is a narrower product than a data-quality platform, and deliberately so.
Refinery is built by one founder. That makes speed and direct feedback possible. It does not remove the need for proof, clear boundaries, or honest readiness claims — if anything it raises the bar, because there is no brand to borrow credibility from.
Meet the founder on LinkedIn. Follow the build on Refinery’s LinkedIn page and X.
Purpose-bound data checks, a read-only gateway, governed repair, exact readback, and durable proof — as one loop rather than five features.
Work directly with design partners to find the source, policy, evidence, and operator requirements that actually matter in production.
Say what is proven, what needs certification, and what remains planned — without blurring the three categories to make a page read better.
Describe the approved source, the decision, and what goes wrong. You will get a direct answer about whether Refinery's current PostgreSQL-first scope fits — including a no.