Professional services
Token Optimization Service
Agent runs burning budget through duplicate context, over-broad repo loads, and unbounded retries? We audit and optimize how your harness loads context, routes models, budgets tokens, and terminates loops — context engineering applied to your stack.
Rising LLM spend from agent workflows
Quoted per engagement
Book a strategy callWhat we deliver
A practical reduction in token spend without sacrificing merge-worthy output — measured on representative tasks from your backlog, not generic “use a smaller model” advice.
- Baseline audit: where tokens go today (loads, retries, model tier, loop depth)
- Context map: intrinsic vs extraneous load — what agents must see vs what they waste
- Harness and skill changes checked into your repository
- Model-routing and termination-gate recommendations with before/after evidence
How it works
Discovery → measure baseline → prioritize fixes → implement highest-leverage harness and context changes → verify on real tasks. Scope covers audit and implementation depth — quoted after discovery.
Service, not a course
Workshops teach context engineering. This service does the work on your codebase and harness. Agentic Documentation maps the repo; token optimization changes how agents read and spend on that repo.
Control Plane Implementation adds orchestration and governance at org scale. Token optimization targets cost and context efficiency — often paired when leadership lacks spend visibility.