ServiceEVAL + RELEASE GATES/ llm-evaluation
LLM Evaluation
Evaluation harnesses, regression suites, metrics, and release gates.
Time-to-MVP
2–6 weeks
Integrations
CRM / Ops / API
Quality
Eval + monitoring
Overview
This is for you if…
If you fear regressions after deployment.
If you iterate on models/prompts often.
If you need production control: metrics, drift, alerts.
Overview
Deliverables
Eval datasets
Regression testing
Quality gates
Overview
Outcomes
Stable releases
Regression suite + thresholds.
Objective metrics
Eval dataset + scoring.
Prod control
Sampling + drift + alerts.
Process
Simple 3 steps
01
Discovery
Goals, data, integrations. Short audit + plan.
02
Build
Iterative delivery: prototype → production. Tests + controls.
03
Operate
Metrics, monitoring, drift. Continuous tuning.
FAQ
Short answers
Can we prevent regressions?+
Yes — automated regression + thresholds per release.
Do you track drift in prod?+
Yes — monitoring + sampling + alerting.
MULTIVARIATE_MONITORING
ALERTS: ACTIVE
Security + quality
Production controls
Logging, alerts, release gates — with documented operation.
Next step
15 minutes — and scope is clear
We’ll send a short checklist, then propose timeline and first metrics.