Vaudit surpasses $1B+ in vendor spend audited

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Recover hidden value from duplicate token billing, retry loops, unused workflows, pricing mismatches, and inefficient AI spend across OpenAI, Anthropic, Bedrock, Gemini, and more.
What gets reported is not always what gets billed.
Usage gets tracked. Billing does not.
Most companies trust platform invoices.
That’s where AI spend leaks.
YOUR AI SPEND IS GROWING. YOU JUST CAN’T VERIFY IT.
Platforms report usage differently than they bill
Duplicate token charges and pricing mismatches often go unnoticed
Unused workflows and failed requests still create real invoice cost
Finance teams approve AI invoices without billing-level validation
Refunds, credits, and billing corrections are rarely fully claimed
AI usage is fragmented across tools, making billing impossible to fully reconcile
Find What Was Billed.
Recover What Shouldn’t Have Been.
Most teams never independently verify whether AI usage, token consumption, and model-level charges were billed accurately across environments, workflows, and providers.
Common sources of recoverable AI spend include
Duplicate token charges
Premium model misuse and pricing mismatches
Failed request billing
Unclaimed adjustments and billing inconsistencies
Unused workflows still generating cost
Batch vs real-time cost inefficiencies
Retry loops creating unnecessary spend
Hidden sources of recoverable AI spend

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
3-7%
Recoverable AI Spend
Your AI spend may already contain 3-7% in recoverable value hidden in duplicate billing, failed request charges, pricing mismatches, and unclaimed adjustments.

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.

AUTONOMOUS-SAFE

Stop runaway AI spend before it becomes a billing problem.

Autonomous agents can get stuck in recursive execution. Vaudit's Guardrail Agent stops the loop before spend compounds.

LoopBreaker · Stops recursive execution before costs compound.
DedupGuard · Prevents duplicate execution and duplicate billing.
[00:00:01] agent_07.dispatch(task="audit_invoice_4421")
[00:00:02] tokens_in: 4,128 · tokens_out: 1,902
[00:00:03] agent_07 → tool_call(self.replan)
[00:00:04] agent_07 → tool_call(self.replan)
[00:00:05] ⚠ recursion depth 3 · pattern: ralph_v2
[00:00:06] ⚠ budget envelope 64% consumed
[00:00:07] ✕ LOOP_BREAKER engaged · agent_07 halted
[00:00:07] ✕ DEDUP_GUARD released 3 zombie inferences
[00:00:08] spend_saved: $612.40 · case logged
[00:00:09] agent_07 reissued with bounded plan

Verification Across Your Vendor Spend

Vendor Spend

Verifies vendor billing across SaaS, cloud, payments, shipping, and operational spend to uncover billing discrepancies, post-bill adjustments, and contract leakage.

Ad Spend

Verifies ad platform billing to identify invalid charges, billing discrepancies, and recoverable spend across Google, Meta, DSPs, and programmatic platforms.

Connect. Verify. Recover.

Start your free AI spend audit and see what recoverable value is hiding inside your token billing.
Start Your Free AI Spend Audit

Talk to the Vaudit Team

Independent spend verification across ads, AI, SaaS, cloud, payments, shipping, and operational vendor spend.

Get in Touch

AI Audits.
Verified Truth

Over $1.2B Audited.
$50M+ Recovered for our Clients.

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