Token accounting for coding agents

See inside your software factory.

Analyze your org's agent sessions to see where tokens go, how teams work with agents, and what to improve.

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Works with:Claude CodeCodexCursor

Your AI bill this month (and counting)

$122,480.60

this month

VibeCheck shows you where it goes.

Engineering teams at these companies use Maestro AI

Tokens to outcomes

Track tokens to outcomes.

Every four weeks, VibeCheck sends a readout of your agent spend and how much of it landed in high-rework sessions. Month over month, you see whether it’s getting better.

Your 4-week readout

Aug 30 – Sep 26 · $171,200 est. spend · 13,440 sessions · 80 engineers

Spend in high-rework sessions12 weeks

Illustrative product view · Fictional data

Adoption

Understand adoption, team by team.

Follow what engineers delegate, which tools and models they use, and which skills they reach for, week by week. Spot where adoption is taking hold and where your rollout needs support.

Personteam · primary tool	Est. spend4 weeks · trend	Leading modelshare of spend	Top skilluses
Mira OkaforGrowth · Claude Codefeatures, tests	$2,860Estimated spend per week over 12 weeks: $480, $520, $560, $590, $610, $640, $660, $690, $700, $710, $720, $730.	Claude Opus 5.564% of spend	`verify-change`22 uses
Dev RamanGrowth · Codextests, refactors	$2,210Estimated spend per week over 12 weeks: $300, $280, $360, $330, $420, $450, $480, $500, $520, $540, $560, $590.	GPT-6 Astra71% of spend	`write-tests`18 uses
Lena OrtizPayments · Cursorbug fixes, billing	$1,740Estimated spend per week over 12 weeks: $0, $0, $40, $90, $160, $250, $330, $380, $410, $420, $450, $460.	Claude Sonnet 5.558% of spend	`triage-bug`11 uses
Sam WhitlockPlatform · Claude Coderefactors, chores	$1,520Estimated spend per week over 12 weeks: $420, $380, $440, $360, $400, $390, $410, $370, $380, $360, $400, $380.	Claude Opus 5.582% of spend	`plan-feature`9 uses

For developers

Improve how you work with agents.

Weekly Rewind reviews your agent sessions, spots recurring patterns, and suggests specific changes to your prompts, instructions, and workflows. Every tip links back to examples from your own work.

Lena · Weekly Rewind · Sep 21–27

A tip to try

Name the edge cases in your first prompt.

In 4 of your 9 sessions this week, the first test failed on a case your prompt never mentioned. Those sessions needed 2.5× as many corrections.

Your prompt · Tue, Sep 22Retry failed card payments before marking the invoice unpaid.

TryRetry failed card payments before marking the invoice unpaid. Skip retries for hard declines, and never charge a card twice.

Model choices

Match the model to the task.

Map model choices to real tasks: which models engineers reach for, where expensive ones dominate, and where a lighter model is worth testing.

Review

3.7B tokens · 4 weeks · $10.29/M-Tok (dollars per million tokens)

Claude Opus 5.578% of tokens
Claude Sonnet 5.58% of tokens
GPT-6 Astra5% of tokens
GPT-6 Sol4% of tokens
GPT-5.6 Sol3% of tokens
Claude Haiku 4.52% of tokens

For platform and DevEx teams

Measure every change to your harness.

Your harness is the prompts, skills, and models your agents work with. Change one, then compare corrections, rework, and cost per session before and after to see whether it made agent work better.

12 weeks

Security and compliance

Your data stays yours.

Every session, token, and insight Maestro AI handles is protected by enterprise-grade safeguards and transparent compliance practices.

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SOC 2 Type II compliant, monitored by Oneleet

Your data never trains AI. A contractual commitment.
SOC 2 Type II audited. The report is available in our Trust Center.
Encrypted in transit and at rest. Protection for the data Maestro AI handles.

Your bill says how much.VibeCheck shows what it bought.

Every Claude Code, Codex and Cursor session, with what it was for and how it went. Free for up to 5 engineers, no credit card.

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