Evidence Worker
Search & SEO Stage · Provenance Output · Evidence bundle

Know which recommendations are actually supported.

Content workflows produce a lot of advice. Some of it is grounded. Some of it is weak. Some depends on missing data, partial retrieval or assumptions that need manual verification. Kenji reviews the evidence behind the findings. He checks support strength, unsupported recommendations, provenance and limitations.

For content audits, approval workflows, evidence gap review, risk checks and any recommendation that needs to be defensible.

works alongside Patrick Vera Dana
Where recommendations go wrong

Advice is only useful if you know what supports it.

A recommendation can sound confident while resting on thin evidence. It may overreach from limited page signals, rely on missing retrieval, or imply certainty the workflow does not have. Kenji protects editors from false confidence.

↘ separate what is proven from what is assumed
kenji-draft.md
False confidence

A recommendation reads as settled fact, but it actually rests on a single partial signal with no retrieval to back it up.

Support unclearProvenance missingConfidence overstatedUnverified
the advice looks certain but is not
Evidence bundle

Kenji separates the supported findings from the weak ones and lists exactly what still needs manual verification.

Support strength shownWeak findings flaggedProvenance notedReady for approval
the confidence matches the evidence
How this Worker helps

Evidence review before approval.

Kenji reviews whether findings are supported by available source material, page signals, standards or retrieved context. He does not invent missing proof.

Checks

What it checks

  • Support strength behind findings
  • Unsupported recommendations
  • Evidence limitations
  • Retrieval provenance where it exists
  • Claims needing manual verification
  • Areas where data is missing
Improves

What it improves

  • Trustworthiness of review outputs
  • Editorial confidence
  • Separation between evidence, inference and speculation
Prepares

What it prepares

  • Evidence reliability review
  • Unsupported-finding list
  • Provenance notes
  • Manual verification prompts
Surfaces

For human review

  • Claims needing stronger support
  • Recommendations based on partial evidence
  • Missing source material
  • Limits that should be visible before approval
On the desk

What Kenji works from, and what he produces.

WORKS FROM
01 Page signals
02 Worker findings
03 Available retrieval provenance
04 Standards attribution
05 Evidence gap and risk signals
Kenji KENJI
PRODUCES
Evidence bundle
Support-strength review
Unsupported finding list
Limitations summary
Manual verification notes
When to bring Kenji in

Specific moments where this Worker helps.

01

A recommendation needs to be defensible.

Kenji checks what actually supports it before it reaches approval.

02

A page makes claims.

He reviews whether those claims have adequate support behind them.

03

A workflow uses retrieved context.

Kenji checks the provenance of that context before it is relied on.

04

A content approval is approaching.

He gives Dana an evidence bundle to weigh as part of the readiness review.

05

Workers disagree or produce uncertain findings.

Kenji reviews the support behind each finding to help editors judge which to trust.

06

The topic is sensitive or high-risk.

He works alongside Vera to flag where evidence and compliance risk overlap.

Human approval & boundaries

Kenji reviews the evidence. Editors decide what to do.

Kenji does not certify truth, compliance or ranking impact. If evidence is missing, he says it is missing.

Kenji reviews the support behind findings, he never edits or approves content himself.
Missing or weak evidence is reported clearly, never quietly upgraded to certainty.
His review is an input to the approval decision, not the decision itself.
Claims outside what the available evidence supports are flagged for manual verification.
Evidence Worker

Make recommendations defensible.

Kenji helps editors see which findings are grounded, which are weak and which need more evidence before approval.

PAPER · INK · SIGNAL · CONTROL