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Evals

Know exactly when your AI feature got better, or worse

An evaluation framework we install around your existing LLM features: golden test sets, automated regression in CI, LLM-as-judge scoring calibrated to your reviewers, and dashboards that make quality visible to the whole team.

What is included

  • Golden sets built from real traffic and validated by humans
  • Regression runs on every prompt, model or retrieval change
  • LLM-as-judge rubrics calibrated against human labels
  • Dashboards for accuracy, faithfulness, latency and cost
CalibratedJudge scores checked against your human reviewers
100%Of prompt changes gated by regression tests
1 weekTo a first golden set and baseline report
0Silent quality regressions after installation
Capabilities

Everything LLM Evaluation Suite includes

Golden datasets

Curated, versioned test sets with human-validated expected outputs, including the edge cases that break demos.

Regression harness

Runs in CI and on a schedule; blocks releases that drop below thresholds.

Calibrated judges

LLM-as-judge scoring checked against human reviewers so the numbers mean something.

Review dashboards

Structured human review queues and quality trends per prompt, model and feature.

Model comparison

Side-by-side evaluation of providers and versions on your workload before you switch.

Production monitoring

Sampled online evaluation with alerts for drift, cost spikes and failure rates.

How it works

From kickoff to live in four steps

1

Baseline

Collect real inputs, label expected outputs, measure where you are today.

2

Instrument

Tracing and sampling in production, harness in CI.

3

Calibrate

Judge rubrics tuned until they agree with your reviewers.

4

Operate

Dashboards, alerts and a weekly quality review.

Integrations

  • Langfuse
  • LangSmith
  • Promptfoo
  • MLflow
  • GitHub Actions
  • Grafana
FAQ

Get the clarity you deserve

Straight answers to the questions we hear most. Ask us anything else on a call.

Logs tell you what happened; evaluation tells you whether it was good. The suite turns logs into labelled test cases and scores.

Ship LLM changes with evidence, not hope

Point us at one feature and we will produce a baseline report within a week.

Contact

Tell us what you need from LLM Evaluation Suite

Every great partnership begins with a conversation. Whether you are exploring possibilities or ready to scale, tell us what you are actually trying to build.

Prefer to talk?

Pick a 60-minute slot. No pitch, just an engineer with honest answers.

Book a call

NDA available on request. We reply within one business day.