Evaluation operations / Overview
Trust is measured, not assumed.
A rigorous, auditable workspace for testing model quality before it reaches users.
Illustrative demo dataDashboard values come from deterministic mock fixtures, not scientific measurements or real-provider rankings.
Overall human score
4.18 / 5Illustrative · 420 reviewsInstruction compliance
91.6%+3.8 pts from V1 fixtureValid structured output
96.2%Deterministic checks onlyFailure rate
4.7%29 reviewer flagsPrompt experiments
Quality by prompt version
Failure taxonomy
What broke?
29flags
Instruction violation11
Missing information8
Invalid format5
Logic error3
Other2
A/B analysis
Model comparison
| Model | Human rubric | Compliance | Structured output | Failure rate | Mock latency |
|---|---|---|---|---|---|
| Mock Precision | 4.42 / 5 | 94.0% | 98.5% | 1.2% | 6.4 ms |
| Mock Balanced | 4.17 / 5 | 91.0% | 96.2% | 4.8% | 5.8 ms |
| Mock Creative | 3.96 / 5 | 86.0% | 89.7% | 8.1% | 6.1 ms |
Methodology guardrail
Deterministic ≠ subjective
Exact match and schema validity are reported separately from human judgment. Model-based judging, when used, is labeled and never treated as ground truth.