Your Biggest AI Cost Isn't Your App. It's Your Team.
Coding tools took 55% of departmental AI spend in 2025. Every developer's agent burns far more tokens than your production app, and the bill shows one number.
Read article
Why Tokenmaxxing Is Wrong (And Why the Industry's Fixes Fail Too)
Per-token prices fell 98%, enterprise AI bills rose 320%, and heavy users burn 10x the tokens for 2x the output. Why token leaderboards, naive model routers, and flat monthly caps all optimize the wrong thing.
Read article
The Model-Switch Toll: When "Cheaper" Costs More
Moving an agent to a cheaper model mid-session can cost several times more than staying put. The arithmetic of the model-switch toll, and why the real routing question is when, not which.
Read article
The Hidden Sub-Agent Tax: Unlogged Polling Inside Claude Code
Our telemetry audit of 379 Claude Code sessions and 199 sub-agent runs uncovered a background polling loop that re-sends each working sub-agent's full transcript every 30 seconds, accounts for up to 28% of requests in multi-agent sessions, and writes zero records to local disk logs.
Read article
The Claude Budget Deadlock: What Happens When Someone Hits Their Limit
When someone hits their Claude spend limit, the work stops until an admin acts. At enterprise scale, the approval process can cost far more than the tokens it unblocks.
Read article
When the Platform Burns Your Budget, and You Can't Even Tell
In February 2026 a Claude Code bug made usage limits drain faster than normal, and nobody could tell from their side. Would you know if it happened to your team?
Read articleRuns inside your own tenant. Governs every AI tool your teams already use.See every AI flow.
Govern every AI dollar.
Talk to Us
Works with