LLMOps & Evals
Eval harnesses, observability, cost controls, and the release discipline required to keep LLM systems honest as traffic scales and models drift. Production deserves more than a vibe-check.
Eval Feedback Loop
Closed loop01
Production
Live traffic + traces
02
Telemetry
Latency · cost · errors
03
Eval Set
Golden + adversarial
04
Decision Gate
Promote · roll back · hold
↑
Quality
↓
Cost
→
Latency
Production exit
Every release ships with eval evidence, not optimism.
Who It's For
- Teams with LLMs in production needing better observability
- Companies struggling with LLM cost management
- Teams needing systematic prompt engineering
- Organizations scaling from one to many LLM apps
Our Approach
Audit
Review your current LLM applications, identify gaps in evaluation, monitoring, and deployment processes, and benchmark current performance.
Framework Build
Build evaluation suites, set up prompt versioning, implement cost tracking, and create performance dashboards tailored to your use cases.
Integration
Integrate the LLMOps framework into your CI/CD pipelines, set up A/B testing infrastructure, and establish automated regression testing.
Production Monitoring
Establish continuous quality monitoring, model drift detection, cost alerting, and a feedback loop that turns production signals into eval improvements.
Common Questions
We already have LLMs in production. Can you add evals without disruption?
Yes. We integrate evaluation and monitoring alongside your existing systems. We start with observability (logging and tracing), then layer in automated evals and testing without changing your production code paths.
How do you handle prompt versioning?
We set up a prompt management system that tracks versions, links prompts to evaluation results, and integrates with your deployment pipeline. This gives you a clear audit trail and the ability to roll back quickly.
What kind of cost savings can we expect?
Teams often see significant cost reduction through model routing (using cheaper models for simple tasks), caching, prompt optimization, and eliminating redundant calls. We set up dashboards so you can track savings in real time.