Evals
Treat evaluation as a first-class deliverable. Regression suites, safety dims, and shipping without demo-grade guesswork.
ICP job: Stop shipping LLM features that only look good in demos
Planned and live topics for this pillar. Priority 1 ships first.
CI that blocks deploys on failing evals
Query: Run LLM evals in CI/CD
Sampling, cost caps, flake handling, and which suite is required vs nightly.
Query: Why LLM evaluation suites matter for production AI
Eval suite as a scoped deliverable that changes how you negotiate engagements.
Query: Turn production AI incidents into eval regressions
Cultural + technical loop from incident → fixture → CI gate.
Safety evals for clinical and health chatbots
Query: How to evaluate safety of healthcare chatbots
Refusal, escalation, medical advice boundaries, hallucination of dosages/claims.
Three eval dimensions: functional, qualitative, safety
Query: LLM evaluation dimensions for product teams
Brandlabs Discovery Sprint pattern — set targets in week 1–3.
Building a prompt regression dataset that ages well
Query: How to build LLM regression test datasets
Golden sets, adversarial sets, and who owns updates.
Evaluating multilingual health assistants (India)
Query: Evaluate Hindi Hinglish healthcare chatbot quality
Locale fixtures, code-switching, and safety across languages — Myna lessons.
Groundedness evals for RAG in regulated domains
Query: How to measure RAG groundedness healthcare
Citation fidelity, refusal when retrieval is empty, and poison documents.
LLM-as-judge: when it helps and when it lies
Query: LLM as judge evaluation reliability
Calibration, bias, and when human rubrics still win — Precision lessons.
Offline vs online evals for AI products
Query: Offline vs online LLM evaluation
When batch suites lie; when production scoring is too slow.
Closing the loop from Learn content to eval agents
Query: AI evaluation platform for product teams
How Precision’s Learn hub and Agent Library reinforce shipping quality — lab proof.
Eval cost budgets that don't bankrupt the sprint
Query: Cost of running LLM evaluation suites
Sampling strategies and model tiers for judges vs product models.
Canonical hub: https://brandlabs.app/blog/topics/evals-production-quality