Your model is only as good as your grading.

Human graders plus structured rubrics catch what automated checks miss. We grade the data. We do not run training.

SAMPLEGrading report78/100
P0
Fabricated facts presented confidently.Sample 12 · Fails the sample
P1
Materially wrong or unsafe.Sample 07 · Needs rework
P2
Small errors that do not change meaning.Sample 23 · Small deduction
P3
Accurate, complete, well formed.Sample 31 · No penalty
20 samples gradedSeverity on every sample
20-50
Pilot samples
Fixed pilot scope
2-3
Business days, sample to report
Pilot turnaround
4
Severity levels in every rubric
P0 to P3 scale
100%
Human review on every graded sample
Our grading standard

Watch grading happen live

A simulated feed of our grading loop, running on this page. Click any graded sample to see the reason behind its severity.

Grading feedLive demo

What we evaluate

FIG. 01

LLM evaluation and QA

Grading model outputs against rubrics your team approves.

FIG. 02

Red-teaming and safety checks

Adversarial prompts and jailbreak attempts, graded P0 to P3.

FIG. 03

RAG and grounding checks

Does the answer stay faithful to the retrieved context?

FIG. 04

Preference data for RL

Human comparisons and rankings to train reward models.

How we grade

Severity, graded P0 to P3

Click a level to see what it means in practice.

P0

Critical

PenaltyFails the sample
ExampleFabricated facts presented confidently. The sample fails.
✓Every sample gets a severity, a reason, and a suggested fix.
P1

Major

PenaltyNeeds rework
ExampleMaterially wrong or unsafe. Needs rework.
✓Every sample gets a severity, a reason, and a suggested fix.
P2

Minor

PenaltySmall deduction
ExampleSmall errors that do not change meaning.
✓Every sample gets a severity, a reason, and a suggested fix.
P3

Clean

PenaltyNo penalty
ExampleAccurate, complete, well formed.
✓Every sample gets a severity, a reason, and a suggested fix.

Public benchmarks, graded honestly

Gemini 3 Pro68.8
Gemini 2.5 Pro62.1
GPT-561.8
Grok 453.6
Claude 4.5 Opus51.3

FACTS Suite factuality scores at release, Dec 2025, via VentureBeat and Parlour News coverage of the release notes. Scores are secondary-reported until the Kaggle leaderboard is re-checked. JudgeMyAI analysis of public data.

Anatomy of a report

Five layers in every pilot. Hover to pull the stack apart, click a layer to inspect it.

Report
Severity P0-P3
Human review
Rubric
Samples

Samples

You send 20 to 50 model outputs. Nothing gets graded until we have your data.

Grade at the speed of thought

Try it yourself. Press 1 to 4, or tap the keys, to stamp a severity. Press N for the next sample.

SAMPLES GRADED  0

Start with a pilot

01
Step 1

Send samples

Send 20 to 50 model outputs plus your rubric.

02
Step 2

We grade

Human review against your rubric, severity on every sample.

03
Step 3

You get a report

Findings, patterns, and a walkthrough call, in 2 to 3 business days.

Every sample, graded

A wall of grading calls. Hover to pause the wall, click any card to flip it and read the reason.

Frequently asked questions

We grade your AI model's outputs for hallucinations and quality problems. You send us samples, we score each one on a four-level severity scale, and you get a report showing exactly where your model fails and why.

A standard pilot takes 2 to 3 business days from the moment we receive your samples and rubric. Bigger batches take longer. We confirm the timeline with you before we start.

Trained human reviewers, backed by automated checks. Every sample gets graded, and a person reviews the report before it reaches you.

A graded report for every sample: severity score, what went wrong, and a suggested fix. Plus a summary of the patterns across the batch, so you know what to fix first.

We do not train models, run fine-tuning, or rent out experts we cannot verify. We grade outputs. That is the whole business.

See what your model is really doing.

Send 20 to 50 samples. Get a graded report in 2 to 3 business days.

Start a pilot

Tell us what to grade.

Fill this in and we will scope a pilot around one question, with a written rubric and a graded report.

No spam, no newsletter. We reply about your pilot only.