The situation
Cost may come from repeated calls, oversized context, unnecessary regeneration or using a strong model for every step. Infrastructure and maintenance also matter when comparing hosted and self-hosted options.
What we investigate
We examine the workflow, request volume, model choices, prompts, retries and accepted artifacts. Quality and latency targets help determine which changes are acceptable.
What a first proof could show
Measure one representative path, then compare a targeted change such as caching, model routing or deterministic processing. Evaluate quality alongside cost instead of treating a cheaper answer as success.
Boundaries to agree
Savings depend on actual workloads and provider terms. We do not promise a percentage reduction before measurement. Provider ownership, usage visibility and operating responsibilities are made explicit.