ZenLLM
What should an AI spend audit include?
Attribute provider and model spend to workflows, customers, teams, retries, and prompt growth. Rank the largest leaks, estimate savings, and define the first telemetry check for each recommendation.
What to check first
Attribute provider and model spend to workflows, customers, teams, retries, and prompt growth. Rank the largest leaks, estimate savings, and define the first telemetry check for each recommendation.
Map spend to workflows and owners.
Separate retries and failures.
Turn each hypothesis into a measurable validation step.