Have domain experts grade your AI model’s answers
Automated evals catch format errors, not wrong advice. Scrutinizr lets you hire experts in your field to grade model outputs against a checklist you agree up front, with every finding linked to the output it came from.
Why this is hard today
Guesswork
Generic raters cannot judge legal, medical or financial answers.
Wrong signal
Spreadsheets of ratings are hard to audit.
Slow answers
Enterprise buyers ask for evidence of human review.
How Scrutinizr does it
- 01
Upload outputs
CSV or JSON of prompts and answers, or a test endpoint for experts to query.
- 02
Agree the checklist
Correctness, safety, completeness and tone, with a score for each.
- 03
Choose experts
Pick the field and seniority. See profiles before the review starts.
- 04
Get the report
Scores per output, agreement between experts and every issue linked to the answer.
The result
- Per-output scores against your checklist
- Agreement between reviewers
- Unsafe or incorrect answers flagged with explanations
- Downloadable evidence pack for customers and auditors
Example: a legal assistant
Three employment lawyers graded 200 answers. 14 gave advice that was wrong for UK law; 9 of those came from one prompt template, which the team fixed.
Good to know.
Is this a certification?
No. It is an independent expert review with evidence. It supports, but does not replace, regulatory approval.
Can experts sign an NDA?
Yes. Require an NDA for every reviewer in the custom test builder.
How is it priced?
By expert seniority and time. The builder shows the exact cost, including the platform fee, before you pay.
Make your next move with evidence.
Start with a question and bring your websites, documents, data and customer voices into one evidence trail.