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Portable rubrics for agent quality — offline and online.

Define what good looks like, run offline packs, compare to online monitoring — decision-support grades, not a pass certificate.

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Key Takeaways

  • Rubrics that travel across eval harnesses.
  • Offline packs vs online monitoring clarity.
  • Honesty: grading decision-support — not a guarantee agents never fail.
AgentEval feature overview
Framework mapping

Rubric first. Packs next.

Decision-support themes — not a pass certificate.

Portable rubric
Offline pack
Online lens
Honesty bounds
What it is

AgentGrade — definition

AgentGrade is an evaluation harness for AI agents that scores trajectories against task rubrics, safety checks, and regression sets, so teams can gate releases on measured quality instead of vibes.

What this is NOT

  • Not a benchmark lab, model leaderboard, or pass certificate.
  • Not a guarantee that scores match every harness or that a high score means production-ready.
  • Not a policy engine, pentest suite, or compliance certificate.

Controller / Processor — When traces mention personal data, treat scores as decision-support and follow your own privacy process.

Why agent grades drift

Harness changes. Rubrics break.

One-off checklists

Rubrics die when the harness moves.

Offline-only

Live drift is invisible.

Online-only

Hard scenarios never get stress-tested.

Overclaim tools

Promises of certified agents erode trust.

What you get

Describe. Grade. Act.

Decision-support grades — not a pass certificate.

Portable rubrics

Criteria that travel.

Offline + online lens

Two questions, two packs.

Team-ready

Built for release reviews.

Honest demo vs live

Demo is labelled; live needs a configured key where applicable.

Why AgentGrade

Everything you need for a first-pass grade

Built for teams shipping agents who need rubric reviews.

Quality score

Criteria that travel.

Faithfulness check

Two questions, two packs.

Task-success rate

Built for release reviews.

Exportable rubric

Demo is labelled; live needs a configured key where applicable.

From run to grade in 3 steps

From run to grade in 3 steps

1

Describe

Describe the agent and sample run.

2

Grade

Get a rubric-based grade draft.

3

Act

Fix gaps — humans own the release gate.

What you get

Describe. Grade. Act.

Decision-support grades — not a pass certificate.

One-off checklists

Rubrics die when the harness moves.

Portable rubrics — Criteria that travel.

Validate

Try it on this page

or generate below.

Controls

Result

Your output will appear here.
$29/mo — Upgrade

Saved history

Saving & exporting your diagnostics is a Pro feature. Upgrade to keep a running history and export it as Markdown or PDF.

No testimonials yet, by design

We don't publish customer counts or invented quotes. Run the tool and read a real evaluation — that's our proof.

Capability

Score traces on three axes

Quality, faithfulness, and task success — try a labelled demo without a paid plan.

Capability

Pass rates you can compare

Each run returns a scorecard, run id, and ruleset version so releases stay comparable.

Capability

Honest eval limits

Free 3/day · 15/mo; Pro 40/day · 300/mo. No hidden caps. Demo mode is labelled. Not a pass certificate.

Honest boundaries

AgentGrade drafts a grade. No certification agents never fail.

Simple plans that scale

All paid plans include

  • Grade studio
  • Portable rubrics
  • Trace scorecards (quality, faithfulness, task success)
  • Email support on paid plans — no hidden add-ons for core studio use
Free
$0
  • Limited daily AI runs (3/day · 15/mo)
  • Studio demo (no extra LLM fee)
Most popular
Pro
$29/mo
  • AI included: 40 runs/day · 300/mo (fair use)
  • No separate ChatGPT subscription required
  • Priority support · 2 months free with yearly
Get ProOr pay yearly — $24/mo
Enterprise
Custom
  • Team seats · API access (roadmap)
  • Optional BYOK (your OpenAI key)
Configure BYOK

Feature comparison

What each plan includes — quotas reflect the enforced fair-use limits.

DimensionFreeProEnterprise
Usage
AI runs3/day · 15/mo40/day · 300/mo200/day · 3,000/mo
Report exportWatermarkedClean exportClean export
Audit logNot included✓ Included✓ Included
Product
Quality score✓ Included✓ Included✓ Included
Faithfulness check✓ Included✓ Included✓ Included
Task-success rate✓ Included✓ Included✓ Included
Regression-aware flag✓ Included✓ Included✓ Included
BYOK (your LLM key)Not includedNot included✓
SSONot includedNot includedRoadmap
Support & compliance
SupportCommunityPriorityCustom SLA

Already paid? Unlock Pro with your license

Licenses are issued manually after your payment is confirmed: we generate one per paid order and send it to the purchase email, typically within a few hours. Enter it below to activate Pro on this device — no account needed. Nothing yet? Write to lixingliangsy@163.com and reference your order email.

AgentGrade — frequently asked questions

Your questions, answered

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