AI-generated research can look complete while hiding outdated facts, duplicates and unsupported claims. I help you turn a small research backlog or AI-produced dataset into evidence you can check and use.

What you receive A cleaned review table with source links, dates checked, corrections, duplicate flags, confidence notes and a clear list of facts that could not be verified. A short summary explains the main quality problems and recommended next steps.

Starter scope Up to 50 records with up to 10 agreed fields per record, or one small research question with an agreed source and output plan. We confirm the scope, acceptance criteria and price before work starts. The normal planning window is one week after receipt of the agreed inputs.

How I work

Agree what counts as reliable evidence and how uncertain results should be recorded.

Check information against permitted public sources or client-provided material.

Correct or flag unsupported values, conflicts and duplicates. I do not guess missing facts.

Review the output and hand over a concise, traceable findings summary.

AI assistance is used only when permitted by the client and project rules. Findings are checked before delivery. Private or confidential material is not entered into AI tools without permission. This service does not include buying datasets, contacting people, bypassing access restrictions or promising complete data coverage.

Outcome You receive a reviewable research file with clearer evidence and fewer hidden assumptions, ready for your next business decision. Any portfolio sample attached to this service is labelled as a demonstration, not paid client work.

To discuss a project, send your research question or a non-sensitive sample, the required fields, preferred sources, deadline and AI-use requirements.