Measure. Route. Prove it.
Whether you want to know where your AI coding spend goes, cut it, or keep it cut as models change — we start from a measured baseline and leave your platform team able to run it.
Services
Four ways we cut AI coding spend.
Engage for a single audit, a full rollout, or a standing program. Every engagement is measured against your own baseline.
Agent Token Routing
Coding agents spend most of their tokens on work that isn't reasoning: pulling whole files into context, scanning the repo, and writing predictable code. We put a routing layer between your engineers' AI tools and the models behind them, so that routine work runs on fast, inexpensive models and only the real decisions reach the frontier model. Your engineers keep the tools they already use.
Explore the serviceWhat you receive
- Token map of your current AI coding spend
- Routing policy for Claude Code, Cursor, and Copilot workflows
- Worker-model setup (API or self-hosted)
- Routing layer deployed in your environment
- Before/after cost and quality report
- Runbook your platform team can own
02
AI Coding Spend Audit
Find out where your AI coding tokens actually go, and what routing would change, before anything is touched.
- Token map by team, tool, and job type
- Cost per job type at current pricing
- Routing plan with the jobs that should move
03
Quality Verification
Prove routed work matches frontier-only output on your own code before it reaches your engineers.
- Task test set built from your own repositories
- Routed vs. unrouted comparison report
- Per-job quality gates
04
Ongoing Optimization
Keep the savings as models, prices, and your codebase change.
- Cost and quality dashboard per route
- Model re-evaluations as new releases ship
- Monthly savings report against baseline
Industry programs
Tailored for large engineering organizations.
Each program pairs our core services with the tools, codebases, and compliance rules of your sector.
- Financial ServicesBanks, insurers, and fintechReading large legacy codebasesRepo-wide search and impact analysisExplore Financial Services
- Technology & SaaSSoftware, platforms, and marketplacesMonorepo search and navigationReading large files for contextExplore Technology & SaaS
- Retail & E-commerceRetailers and commerce platformsStorefront and API boilerplateReading large services before changesExplore Retail & E-commerce
- IT Services & ConsultingConsultancies and systems integratorsOnboarding to unfamiliar codebasesMigration and modernization projectsExplore IT Services & Consulting
- Healthcare & Life SciencesProviders, payers, and pharmaReading large legacy systemsTest generationExplore Healthcare & Life Sciences
Engagement models
Structured the way enterprises buy.
Fixed scope · fixed fee
Assessment
AI coding spend audits with a token map, a routing plan, and a go / no-go recommendation — typically completed in weeks.
Milestone-based
Rollout
Routing and verification rolled out team by team, with go / no-go gates tied to measured savings and quality.
Ongoing partnership
Program
Ongoing optimization as models and prices change, with savings reported monthly against your baseline.
Start the conversation
Stop paying frontier prices for routine work.
Tell us which coding tools your engineers use and roughly what you spend. We'll show you where the tokens go and what routing would change.
We respond within 1 business day. Mutual NDA available before any data discussion.