Your autonomous agents are running self-referential loops and redundant processing. Every cycle burns budget with nothing to show. This sprint finds every waste point and delivers the artefacts to fix it.
A numbered incident report (PDF, 12–18 pages) that maps every agent, workflow, and subprocess to its token spend. Identifies loops, redundancy, and context-reprocessing patterns ranked by cost impact.
Pre-flight contract check: a schema-validation YAML file defining iteration limits, external source verification gates, and termination thresholds for every autonomous workflow in your stack.
An error-budget metric definition and scoring spreadsheet (CSV + methodology doc) that rates each agent's token-per-useful-output ratio. Flags anything scoring below your efficiency threshold.
A replay fixture: a deterministic test-case JSON/Grafana dashboard config you can import to track real-time token spend vs. output quality across all agents. Includes alerting rules for threshold breaches.
A reference appendix (PDF checklist + Python automation scripts) your team runs every quarter to re-identify token-wasting patterns and decommission low-efficiency agents before they accumulate six-figure bills.
No. We work from structured log exports (CSV/JSON) and API usage reports you can download from your provider's dashboard. No live credentials required. We'll provide a data export template on day one.
The loop-breaker YAML is structured as a deployment-ready config with commented reference implementations for common orchestration platforms (LangChain, AutoGen, CrewAI). We also include a 30-minute recorded walkthrough of how to apply it to your specific stack.
Yes. The dashboard template is a structured import package (Grafana JSON + Prometheus queries) that's platform-agnostic. If you use Datadog, Grafana Cloud, or custom tooling, the underlying metric definitions and alerting thresholds transfer directly. We also map every metric to your existing tool's equivalent.
We guarantee all five artefacts are complete and actionable regardless of findings. If your stack is genuinely clean, you'll receive a signed efficiency certificate and a reference playbook you can use for future audits. We won't leave you empty-handed.