PoQ
Know what to fix.
Ship with confidence.
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Your rubric defines quality.
Agents filter the volume.
Qualified experts judge what matters.
The record is yours to keep.
The information age solved distribution.
AI made output abundant.
Judgment didn’t scale with either.
Reliable judgment needs a process.
No ground truth
Without ground truth, quality has to be judged.
One review is not enough
A single review can be wrong or inconsistent.
A shared standard
A clear rubric keeps every reviewer focused on the same standard.
Measure agreement
Independent scores show where reviewers agree.
Turn expert judgment into reliable evaluation.
Measure quality without ground truth.
For AI work where the right answer depends on judgment.
Step
01
Rubric
Set the standard you expect the work to meet.
( A )
Define the rubric
Set the criteria, weights, and passing score for the work.
( B )
Add the work
Add the batch or outputs you want reviewed.
( C )
Choose experts
Bring your experts or use a Sapien partner.
02
Consensus
Reviewers score without influencing each other.
( D )
Review independently
Agents filter the work. Experts judge what matters.
03
Record
Get a clear result backed by detailed evidence.
( E )
Quality Score
See how the work performed against your rubric.
( F )
Consensus Score
See where reviewers agreed and where they did not.
( G )
Proof Report + PoQ Record
Get the result and the evidence behind it.
Use it for
Data quality
Measure whether labels and datasets meet the standard you set.
Model outputs
Evaluate answers, recs, and labels.
Agent behavior
Review agent decisions where correctness is a matter of judgment.
Prompt quality
Compare prompts and evaluations that shape production behavior.
The result helps you act before you share it.
→ What needs fixing
→ Where reviewers differ
→ What supports the result
See where uncertainty lives.
Focus experts where it matters.
Know when to ship.
Expert judgment, amplified by agents.
One primitive.
Quality verified by economic consensus.
Quality verified by economic consensus.
Trusted by leading teams.
And we’re just getting started.
See the result and the evidence behind it.