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2026-04-12 · Kerem Öztürk

Shipping AI features with confidence

A practical checklist from experiments to SLA-backed services.

Three pillars matter for production AI: observability, cost control, and human-in-the-loop.

Observability

Structured logs and quality metrics for prompts are non-negotiable. Example:

logger.info("ai.completion", { latencyMs, tokens, route });

Cost & safety

Start with caching, rate limits, and PII masking — then optimize model choice.


Westware helps teams ship resilient AI pipelines end-to-end.