Reconcile · Recover · Control
Every Token, Controlled.
Every Overcharge, Recovered.
Wasted tokens bill exactly like real ones. Each charge is money gone. TokenAudit finds the violations, recovers the overcharge, and keeps future spend under your control. On average, that's 5% of your monthly AI bill.
See Your Recoverable AI Spend
Enter your website or AI providers. Get an estimate of what you're owed.
The Problem
4 In 5 Enterprises Overspend On AI. Every Token Still Gets Billed.
The Industry
31%
Of AI budget overrun measured among the most FinOps-mature companies, the ones with enough visibility to actually see it. Less mature teams report lower numbers only because they aren't tracking closely enough to catch it.
Source: DoiT / Sapio Research, 500 finance leaders, Feb 2026
The Provider
Bills You. Verifies Itself.
Every provider counts its own token usage, sets the price, and checks its own math. No independent party verifies the usage, the terms, or the total before you pay it.
Reconcile · Recover · Control
Provider Numbers. Our Proof. Your Money Back.
TokenAudit measures your actual token usage, checking for retry loops, duplicate requests, and stuck agents. The provider's numbers get compared against that evidence, and every charge that fails gets flagged, documented, and recovered.
Reconcile
Their numbers vs. the evidence.
The Reconciliation Agent checks what the provider billed against what we measured. Every call, every token, verified.
Recover
Invalid spend, credited back.
The Violation Matching Agent maps every flagged charge to the exact billing violation. The Documentation and Recovery Agents build the dispute file and get your money credited back.
Control
You approve every step.
The Guardrail Agent enforces your spend rules. The Anomaly Agent flags unusual usage as it happens. Every dispute and every action requires your sign-off. TokenAudit runs the audit. You stay in control.
What You Gain
What Changes For You.
Evidence and recovery are the mechanism. Here's what it actually means for your team.
Money Back, Not Just Visibility
Charges that were never valid get refunded, or credited back to your account.
Overcharges Get Caught Before They're Billed
Unnecessary spend gets caught before it's ever invoiced, not just after.
Full Control, Zero Blind Trust
You approve every correction. Nothing happens without your sign-off.
CFO-Grade Monthly Report
Reporting your finance team can act on, not raw data they have to interpret.
In The Press
Covered By The Press Reporting On Enterprise AI Spend.
Independently reported, not self-claimed — from Anthropic and OpenAI billing errors to the overcharges recovered for enterprise customers.
“What we are observing is that enterprise AI billing has become increasingly opaque. Customers often don't have independent visibility into which model actually handled a request, how it was routed, or whether it was cached, retried or deduplicated before it showed up on their bill.”
Michael Hahn, Founder & CEO, Vaudit
as reported by The Information
As Reported By The Press Covering Enterprise AI Spend
Every Provider You Spend On
One Standard. Every AI Provider.
Every claim is independently measured, independently reconciled, independently verified.
OpenAI
Every charge checked against OpenAI's own billing event logs, documented at the individual event level.
Anthropic
Programmatic checks with a manual review layer applied before any finding is submitted.
Azure OpenAI
Billing events verified directly against Azure OpenAI's own logs, down to the individual charge.
Google AI
Usage pattern analysis across Gemini and Vertex. Evidence depth is lower, and we flag it before you approve.
Amazon Bedrock
Bedrock charges checked against the provider's own event logs, one billing event at a time.
Cohere
Cohere billing verified against the provider's own event logs at the individual event level.
Replicate
Catch duplicate charges against actual model execution and usage reporting.
Hugging Face
Catch billing violations across Hugging Face model usage and charges.
Together AI
Catch pricing accuracy issues and billing violations before finance signs off.
Anyscale
Catch billing and pricing accuracy issues across Anyscale infrastructure.
How TokenAudit Works
From Sign-Up To Your First Recovery.
See exactly what happens after you connect your account. Setup takes minutes. TokenAudit runs a 60-day historical audit automatically, then the Vaudit pixel goes live. The audit starts immediately.
