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Agentic Code-Level Cloud & LLM Optimization

Abstract illustration of repeated query paths converging into a small set of counts.

Reducing dashboard refresh costs
by about $6,900 per month.

Observability costs at comparable workload. Includes new recurring costs; excludes the success fee and one-time transition costs. After-costs average two normalized months.

For a B2B SaaS platform, we moved routine Grafana counts from repeated CloudWatch log scans to metrics produced as events arrive. Logs remained available for investigation.

A seven-day pilot on six services preceded rollout to all 28.

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Accepted projects have no upfront service fee. Fixed fee: 30% of verified net savings over 12 agreed months, after approved transition and additional operating costs.