You're Tracking Token Usage. Nobody's Verifying the Bill.

Token usage gets logged. Bills get trusted.

We audit every charge before it becomes accepted cost.

$1.2B+
Spend Independently Verified

$50M+
Recovered For Clients

24/7
Continuous Verification

30%
Success Fee. Verified Recoveries Only.

What Gets Reported Is Not Always What Gets Billed.

Usage gets tracked. Billing does not.

Most companies trust platform invoices.

That's where billing violations hide.

5%average recovery on audited token spend. Hidden in duplicate billing, failed requests, and pricing mismatches.

13xgrowth in enterprise AI token spend since January 2025, scaling faster than most companies' operational controls.

$0independently verified. Most finance teams approve AI invoices without billing-level validation.

"Your token spend is growing. You just can't verify it."

Proof, Not Promises.

Most teams never independently verify whether token usage, token consumption, and model-level charges were billed accurately across environments, workflows, and providers.

Token Usage Audit

Every token charge verified against actual usage logs to confirm it was billed correctly.

Duplicate Charge Detection

Every request billed twice across retries, timeouts, and fallback calls that were already charged once.

Pricing Mismatch Mapping

Every charge checked against the model actually invoked, to catch billing at a pricing tier your logs don't support.

Retry & Loop Detection

Identifies runaway retries and fallback loops causing duplicated spend before it compounds.

Billing Snapshot

Daily check that what you were billed matches what was actually used, across every connected provider.

CFO Monthly Report

Executive reporting on token spend trends, recoveries, and financial impact, in finance language.

Proof, Not Promises.

Most teams never independently verify whether token usage, token consumption, and model-level charges were billed accurately across environments, workflows, and providers.

Token Usage Audit

Every token charge verified against actual usage logs to confirm it was billed correctly.

Duplicate Charge Detection

Every request billed twice across retries, timeouts, and fallback calls that were already charged once.

Pricing Mismatch Mapping

Every charge checked against the model actually invoked, to catch billing at a pricing tier your logs don't support.

Retry & Loop Detection

Identifies runaway retries and fallback loops causing duplicated spend before it compounds.

Billing Snapshot

Daily check that what you were billed matches what was actually used, across every connected provider.

CFO Monthly Report

Executive reporting on token spend trends, recoveries, and financial impact, in finance language.

Recovery Process

Post-Bill Credits

Recover revenue after AI token charges have been billed.

Violations Include:

Mismatches across usage logs vs invoiced totals

Invalid charge & duplicate billing claims

Pricing & discount misapplication

Outcome

Money returned as refunds or account credit.

Pre-Bill Cost Corrections

We stop unnecessary or incorrect AI token charges before they hit your invoice.

Violations Include:

Abnormal token spikes

Use of higher-cost models when lower-tier models meet defined performance thresholds

Redundant system/context tokens that inflate billable usage

Outcome

Unnecessary spend is never billed

Cost Avoidance (clean, pre-invoice impact)

Spend Utilization

We ensure your AI token spend matches actual usage and need.

Includes:

Non-productive token spend elimination

Redundant token generation suppression

Identify retry storms and fallback chains driving duplicated spend

Outcome

Spend becomes efficient, not just accurate

OpenAI

Identify hidden AI spend across OpenAI by validating token usage, pricing mismatches, duplicate billing, and unnecessary model costs before they become accepted spend.

Azure OpenAI

Recover billing visibility across Azure OpenAI by verifying token consumption, pricing inconsistencies, and higher-cost model usage hiding inside approved invoices.

Anthropic

Find recoverable value inside Anthropic billing by identifying token discrepancies, incorrect usage charges, and inefficient model allocation across Claude workloads.

Google AI

Stop silent AI budget leakage by validating Gemini usage, pricing mismatches, duplicate billing, and unnecessary spend across Google AI environments.

AWS Bedrock

Recover hidden cloud AI spend by verifying Bedrock model usage, billing accuracy, duplicate charges, and higher-cost model selection before invoices are approved.

Cohere

Turn token usage discrepancies into recoverable value by identifying billing mismatches, incorrect usage reporting, and unnecessary spend across Cohere deployments.

Replicate

Validate Replicate billing against actual model execution, usage reporting, and duplicate charges to prevent hidden AI costs from becoming accepted spend.

Hugging Face

Find billing gaps across Hugging Face deployments by identifying model usage mismatches, incorrect charges, and unnecessary spend across hosted AI workflows.

Together AI

Recover hidden token spend across Together AI by validating model usage, pricing consistency, and billing discrepancies before finance signs off.

Anyscale

Stop unnoticed AI overspend by verifying usage reporting, pricing accuracy, and unnecessary model costs across Anyscale infrastructure and deployments.

You're Tracking Token Usage. Nobody's Verifying the Bill.

You're Tracking Token Usage. Nobody's Verifying the Bill.

You're Tracking Token Usage. Nobody's Verifying the Bill.

What Gets Reported Is Not Always What Gets Billed.

What Gets Reported Is Not Always What Gets Billed.

What Gets Reported Is Not Always What Gets Billed.

Proof, Not Promises.

Proof, Not Promises.

Proof, Not Promises.

Recovery Process

Post-Bill Credits

Pre-Bill Cost Corrections