Audit Pipeline

Turn AI usage into a revenue-ready spend audit.

Generate findings, savings recommendations, and a paywalled full report from usage data.

Cost

Verified

Control

Verified

Savings

Verified

Live Workflow

Audit pipeline workflow

Online
1

Create audit run

Start an audit from real usage records, uploaded usage, or demo usage samples.

2

Analyze spend

Detect high-cost models, waste patterns, forecast risk, and optimization opportunities.

3

Generate findings

Create prioritized findings with impact, severity, confidence, and supporting evidence.

4

Gate full report

Show a free partial report and unlock the full report through entitlement or paid access.

Problem

The operational gap

Companies want to reduce AI spend, but they need proof. The audit pipeline turns messy usage into a clear executive report.

Outcomes

What this unlocks

Each page is designed to explain the product value before the backend is fully wired.

Sales-ready report

Give prospects a concrete savings story instead of vague AI cost advice.

Paywall-ready output

Free users see teasers. Paid users unlock evidence and full recommendations.

Fast demo path

Run an audit without waiting for full ingestion infrastructure.

Modules

Product modules

A complete surface area for marketing, trials, and progressive backend integration.

Findings engine

Detects waste, concentration risk, budget overruns, and model mix inefficiency.

Recommendation engine

Produces action-oriented savings steps with confidence and expected impact.

Audit report

A customer-facing report designed for trial, sales, and paid unlock flows.

FAQ

Common questions

Short answers for buyers, operators, and early trial users.

Can the audit work before live integrations?

Yes. It can work from demo or uploaded usage records first, then upgrade into live ingestion later.

What should be hidden in the free report?

Evidence, exact savings details, and implementation steps should stay locked until paid access.

Start now

Turn AI spend into a clear action plan.

Launch the web surface first. Connect real usage, billing, and automation in controlled batches after prospects can understand and try the product.