PoQ
Make judgment clear.
Keep the proof.
Your criteria set the standard.
Agents route the volume.
Independent reviewers weigh what matters.
Keep the evidence behind the decision.
The network made work abundant.
AI keeps raising the volume.
Judgment still needs a shared standard.
Independent minds need a common process.
No single answer
When the answer depends on context, review needs structure.
Beyond one opinion
One confident reviewer can still miss the point.
A common rubric
Give each reviewer the same criteria before the work begins.
Find the agreement
Compare independent scores to find shared judgment.
Bring independent judgment into agreement.
Build agreement without a fixed answer.
For AI work that needs context, expertise and a clear standard.
Step
01
Rubric
Define the quality threshold before asking for a verdict.
( A )
Write the criteria
Make each criterion, weight and threshold explicit.
( B )
Bring the outputs
Gather the work that needs a consistent review.
( C )
Choose the reviewers
Bring qualified experts to review the work.
02
Consensus
Independent judgment comes before shared agreement.
( D )
Keep reviews independent
Use agents for volume and experts for consequential judgments.
03
Record
Keep the decision connected to the reasoning behind it.
( E )
Quality Score
Understand quality relative to the agreed criteria.
( F )
Consensus Score
Read the agreement and the differences together.
( G )
Proof Report + PoQ Record
Keep a result you can inspect and explain.
Work worth reviewing
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.
Use the evidence before making the next move.
→ What needs fixing
→ Where reviewers differ
→ What supports the result
Make uncertainty visible.
Put expertise where it counts.
Decide with the evidence.
Independent judgment, working together.
One common process.
Quality measured by
expert consensus.
Quality measured by
expert consensus.
Keep the reasoning with the result.