Stop paying for tokens. Start paying for shipped work.
Your Anthropic bill is up. Your PR throughput is flat. The acceptance rate that looked like 80% on day one is closer to 20% after the inevitable revisions. The industry has a name for this now - tokenmaxxing - and the underlying mechanism is fixable.
The diagnosis
- Faros AI: code churn (lines deleted vs added) is up 861% under high AI adoption.
- GitClear: regular AI users average 9.4x more code churn than non-users.
- Waydev: engineers with the largest token budgets ship 2x throughput at 10x token cost.
Source: TechCrunch, 2026-04-17. Most of the churn comes from one place: each new Claude Code session re-discovers your project's architecture, picks a different choice than last time, and a future session edits it back. You pay for the round trip every time.
The metric
Replace tokens spent with cost per shipped session: total spend divided by sessions that produced merged-quality work. A $4 session that ended in a clarifying question counts as zero in the denominator. This is the only column on our benchmark table that survives contact with reality.
The economics, on Anthropic models
| Cell | Ship rate | $/shipped session |
|---|---|---|
| Opus 4.7 baseline (simple) | 7/7 | $1.64 |
| Opus 4.7 + Hydrate (simple) | 7/7 | $0.703 |
| Sonnet 4.6 + Hydrate | 7/7 | $0.383 |
| Hybrid (Sonnet seed → Haiku+Hydrate) | 7/7 | $0.20 |
The Hybrid cell is the empirical answer to tokenmaxxing: identical 7-of-7 shipping at 12% of raw-Opus cost-per-session. Same Anthropic models; one architectural sync at the start of the run; junior model handles the rest.
What you actually procure
- Hydrate Pro - $5/mo per seat (locked-in for anyone who registers during beta; indicative retail $9/mo). Per-developer; covers unlimited active projects + portability.
- Hydrate Team - $29 per user per month (post-beta). Adds shared memory across seats, team canon sync ('senior pins, juniors inherit'), aggregate usage dashboard.
- Hydrate Enterprise - custom. Self-host (Docker / Helm), org-scoped policy facts, SSO (SAML/OIDC), SOC 2 ready, data residency. Air-gap deployments supported.
What it doesn't do
Hydrate is a coding-tool memory layer. It does not measure pull requests, code review quality, or sprint velocity directly - it reduces the input-side waste that those metrics inherit. If you're already on a workflow analytics platform (Faros, Jellyfish, LinearB), Hydrate complements it: their dashboards measure the outcome; ours reduces the drag.
Verifiable
The benchmark harness is in the press kit. Re-run any cell on your own Anthropic key or subscription before procurement conversations - we'd rather have your numbers in your own environment than ask you to take ours on faith.
Talk to us about Enterprise → Team waitlist → Full benchmarks →