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REVORY
REVORY

Revenue & AI Margin Integrity · Early access

Know where your AI usage stops adding up.

Compare what your product recorded with what OpenAI reported. Keep Stripe billing context beside the evidence, so you know which differences deserve a closer look.

Start with a US$99 scanExplore an example report

One period. One report. No subscription starts.
Self-service · Read-only sources · No sales call

Need ongoing reviews? Monitor is US$199/month.

Aster AI · Integrity report

August 2026 · Closed period

Synthetic example

Stripe

Billing context

Your product

Usage ledger

OpenAI

Usage & cost

Calculated difference · Usage

Usage that doesn't reconcile

OpenAI reported
9,020,000 tokens
Product recorded
8,640,000 tokens

Difference to investigate

380,000 tokens

Same reviewed project, model, unit and period. No monetary loss is inferred.

Spend linked to a customer

74.94%

USD 615.25 has no confirmed customer link. This is a coverage gap, not proven wasted spend.

Fictional data · Same calculation as the demoInspect this example

Read-only by design

Your source systems stay untouched.

Three sources, one period

Billing context, internal usage and AI cost.

Evidence you can inspect

Calculations, source records and explicit limits.

Built for a small team

No call or stack migration required.

How it works

Three records of your business.
One explainable report.

Your billing, product and AI provider each hold part of the picture. REVORY brings the same closed period into view and keeps uncertainty visible, so your team can investigate with context.

Stripe

01

What was billed

Invoice records and billing status give your report financial context. They are kept separate from net receipts and AI usage.

Your product

02

What you recorded

Your internal usage ledger connects customers, projects and activity. Upload a CSV/XLSX export for the period you want to review.

OpenAI

03

What the provider reported

Authorized usage and reported costs show consumption by project, model and period. Shared projects keep their attribution limits.

Bring one closed period

Choose your scan or Monitor plan. Connect Stripe and OpenAI with read-only credentials, then add your internal usage ledger for the same period.

Review the links and coverage

Confirm exact customer and project identities. Check excluded rows, shared projects and missing data before creating a report.

Inspect the evidence

Open each difference, its calculation and source records. Export the report. With Monitor, review how findings change in the next comparable period.

What you get

A clearer question.
A traceable answer.

A focused review of usage and attribution, with the source evidence close to every finding. A difference gives you a place to investigate; the data determines what you can conclude.

Calculated · Usage

Usage that doesn't reconcile

See where your product's recorded usage differs from OpenAI usage across a comparable project, model, unit and closed period.

A quantity difference stays a quantity difference. It is not automatically a dollar loss.

Observed · Coverage

Spend without a customer link

See reported provider spend that cannot be linked to a customer with the available evidence, alongside your attribution coverage.

Missing attribution is a question to investigate. It does not prove wasted spend.

Monitor · Across periods

Changes worth following

Separate new, persistent and no longer observed differences. Keep investigation notes and check the next comparable reading.

Missing or delayed data limits the comparison. A disappearing finding is not proof of recovered revenue.

Keep the report. Share the evidence.

Immutable reports with JSON evidence and CSV findings, ready for your own review.

Inspect the sample report

Clear boundaries for your data.

Read our security practices

Restricted source permissions, encrypted credential storage and workspace-scoped access. You authorize collection and can revoke a connection. REVORY does not change your billing or run AI requests. Review our Privacy Notice and Subprocessor Notice before connecting.

Simple, separate purchases

One useful first read.
A reason to keep reviewing.

Start with one defined report, or choose ongoing monitoring directly. Each purchase has its own confirmation and scope.

Start with one period

Integrity Scan

US$99once

One immutable report for one closed period in one workspace. Review your evidence before deciding on ongoing monitoring.

  • Authorized Stripe and OpenAI reads
  • Your reviewed internal CSV/XLSX usage ledger
  • Customer links, data quality and attribution coverage
  • Comparable usage differences with source evidence
  • JSON evidence report and CSV findings
Review & buy one scan

One payment. No renewal or automatic upgrade. A failed report attempt keeps the unused scan available.

Continue across periods

Monitor

US$199/ month

Ongoing evidence for one workspace. Follow differences across comparable periods and keep your investigation history.

  • Scheduled Stripe and OpenAI reads
  • Daily or weekly closed periods with at least 24h for consolidation
  • Up to 10,000 internal ledger rows per period
  • Ledger upload or authorized delivery from your backend
  • New, persistent and no longer observed differences
  • Investigation notes, exports and optional email notices
Review the Monitor plan

Billed monthly in USD. No trial. Cancel in the subscription portal; access continues through the paid period.

Both offers require your authorized sources and internal ledger. Source read limits, shared projects and incomplete data can limit results. No minimum findings or savings are guaranteed. See product limitations and our cancellation & refund policy.

Before you connect

A few things
worth knowing.

Clear scope, clear inputs and a purchase you understand before you make it.

Read the full product limitations
Is REVORY a fit for my SaaS?

The current scope is AI SaaS using Stripe and OpenAI, with an internal usage ledger you can export. You need a closed period, compatible usage units and enough identity evidence to review customer/project links. Shared projects can limit attribution. This is early access, and validation with real customer datasets is still in progress.

Do I connect APIs or upload files?

Connect Stripe and OpenAI through restricted read-only credentials. Your internal ledger comes from a reviewed CSV/XLSX export. Monitor also supports authorized ledger delivery from your backend, using a dedicated token. REVORY does not run model requests or change your Stripe billing.

What exactly will the report tell me?

The current rules surface comparable usage differences and reported spend without a confirmed customer link. Each finding keeps its calculation, sources and limitations. Stripe invoices provide billing context. The report does not establish net revenue, customer margin, credit balances, lost money or recovered revenue.

Do I have to buy a scan before Monitor?

No. You can start with one US$99 Integrity Scan or choose Monitor directly. The scan is one payment for one report and never creates a subscription. Monitor is a separate monthly purchase with its own explicit confirmation.

What happens if my data is incomplete?

REVORY keeps data-quality and coverage limits visible. A missing source or incompatible scope can prevent a useful comparison; missing data is never treated as zero usage. A failed report attempt does not consume an unused scan. A completed report may contain limitations or no findings, and no minimum number of findings is guaranteed.

How are my credentials and data handled?

Source credentials are encrypted in server-side storage and access is scoped to your workspace. You authorize read-only collection and can revoke a connection. REVORY does not need access to prompts or model responses for the supported usage/cost comparison. Our Security, Privacy, Subprocessor and Data Processing pages describe the current controls and limits.

Can I cancel Monitor?

Yes. Cancel through the subscription portal to stop the next renewal; access normally continues through the paid period. Pausing data reads does not cancel your subscription. Monitor has no free trial. The cancellation and refund policy explains eligibility and applicable rights.

A focused first step

Start with one period.
Keep what you learn.

Bring your internal usage, review the source evidence and leave with a clearer view of the differences worth investigating.

Start with a US$99 scanSee the report first

The public example uses fictional data. Your own data requires a separate paid purchase.