EvalGlass

Use case · Stakeholder scorecards

Show a stakeholder what actually changed.

A product lead does not want a raw JSON dump — they want an honest summary. Ask your coding agent to turn the run into a readable scorecard of what was reviewed, what improved, what regressed, and what still needs review, with the evidence anyone can audit.

Create a scorecard summary I can share with the product lead.
You Create a scorecard summary I can share with the product lead.
Your coding agent · Claude Code plugin Here’s a shareable summary: retrieval improved, cost dropped, one policy check regressed and still needs review, and two proposed cases are awaiting validation. Every line links to the evidence behind it. The verdict is informational — it reports what was reviewed, it does not declare the AI “safe” or “approved.”

What it checks

a readable summary of what was reviewed, improved, regressed, and still needs review — each line backed by auditable evidence. You can audit the evidence; the summary never claims your AI is “safe” or “certified,” and stays informational unless a specific gate was approved.

The scorecard

stakeholder summary · this release informational
Retrieval faithfulness0.91 +0.07
Cost / 1k calls$2.4 −18%
Workflow policy0.74 needs review

Verdict informational — a shared summary, not an approval. Illustrative example, not a measured result.

Share the HTML report next

The same summary renders as a shareable report.html — a verdict hero, KPI tiles, per-metric interval bands, and a “what this run does not claim” panel — one file a product lead can open, with the honesty built in. It is a rendering of the record, never a second verdict.

report.html · stakeholder summary · this release

Shared — not an approval.

informational
reviewed
3 metrics
approved gates
0
needs review
1
baseline
comparable
Retrieval faithfulness0.91 · 95% CI [0.80–0.97] · n_eff 46 · Δ +0.07

What this run does not claim

Not that the release is “safe,” “certified,” or approved. No gate is approved, so the summary is informational. One policy check regressed and one metric still needs review — shared honestly, not smoothed over.

The same “what this run does not claim” honesty a stakeholder needs — in one shareable file. This is an illustrative example, not a measured result.

What it will not claim

You audit the evidence; EvalGlass does not “audit your AI.” A shared scorecard is informational unless a real gate was approved, and “clearer confidence” is never “safe,” “certified,” or “approved.” No false green →

Ask your coding agent.

Evaluate my agentic app using EvalGlass.

Related

All use cases
every change moment
Scorecards
what each run hands back
Get the plugin
two commands in Claude Code
Docs
the detailed reference