Building Production Systems with LLMs

LLMs are most valuable when they are measured, reliable, and integrated into real workflows.

Our default playbook:

1. Define the job (what the model should do) and success criteria.
2. Add evaluation early (golden datasets + automated scoring).
3. Control inputs (retrieval, structured prompts, validation).
4. Observe in production (telemetry + drift detection).
5. Iterate safely (A/B tests, feature flags, and rollback plans).

Want help shipping something real? Reach out through our Developer Consultation division.