AI SPEND VERIFICATION

Independently Verify What You Should Actually Pay for AI.

Vaudit reconciles AI usage, pricing, contracts and vendor billing to identify and prove overcharges across your AI stack.

AI provider usage from OpenAI, Anthropic, Google Gemini and AWS Bedrock, covering tokens, models, API usage, caching, retries and rates, flows into Vaudit AI spend verification: a $50,000 vendor charge with a $5,000 overcharge, leaving a verified amount of $45,000.
THE PROBLEM

AI Billing Has Too Many Variables to Verify Manually.

AI spend can span millions of usage events across models, tokens, API calls, caching, retries and different pricing structures. The invoice shows what the vendor says you owe. Verifying it requires reconstructing what actually happened.

TOKEN & METER DISCREPANCIES

Billed token or usage volumes may not match the underlying activity.

RETRIES & RUNAWAY ACTIVITY

Retries, loops and repeated requests can create unexpected billable consumption.

MODEL, CACHE & RATE TREATMENT

Different models, caching rules and pricing structures can change what the same activity should cost.

WHAT VAUDIT CHECKS

What Vaudit Verifies Across AI Billing.

Vaudit checks the underlying variables that determine what your AI vendors should actually charge.

TOKEN USAGEInput and output token consumption.
MODEL PRICINGRates applied across different models and services.
API USAGERequests and billable activity across AI APIs.
CACHINGCache usage and applicable pricing treatment.
RETRIES & LOOPSRepeated requests and runaway activity affecting consumption.
CONTRACTED RATESNegotiated pricing and commercial terms.
COMMITMENTSCommitted usage and applicable pricing structures.
CREDITSCredits and adjustments that should be reflected in billing.
INDEPENDENT VERIFICATION

How Vaudit Independently Verifies AI Spend.

Vaudit brings together the financial and operational data behind each charge to independently determine what should actually be paid.

Contract and pricing, actual AI usage and vendor billing feed Vaudit independent AI spend verification, which reconciles usage, applies the correct rate, verifies contract terms and reconstructs the charge. Verified result: vendor charge $50,000, verified amount $45,000, overcharge $5,000, status verified.
AI PROVIDER COVERAGE

Verify Spend Across the AI Providers You Use.

Different AI providers meter, price and bill usage differently. Vaudit applies provider-specific billing logic when verifying what you should actually pay.

OpenAI
Anthropic
Google / Gemini
AWS Bedrock

Different provider. Different billing logic. Independent verification across each.

BEFORE AND AFTER PAYMENT

Prevent AI Overcharges Before Payment. Recover Them After.

Where the vendor workflow permits, Vaudit identifies eligible overcharges before payment. If an overcharge has already been paid, Vaudit provides the evidence needed to pursue recovery.

BEFORE PAYMENT

Stop eligible overcharges before money leaves.

  1. 01AI Activity
  2. 02Vaudit Verification
  3. 03Overcharge Identified
  4. 04Correct Amount Paid
AFTER PAYMENT

Recover verified overcharges that have already been paid.

  1. 01AI Bill Paid
  2. 02Vaudit Verification
  3. 03Overcharge Proven
  4. 04Credit / Refund

Find Out What You Should Actually Be Paying for AI.

Start with a free audit and
See what Vaudit finds across your AI spend.

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Over $4B+ Audited.
$100M+ Recovered for our Clients.
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