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The Opportunity Scale Review (OSR) is VibeScale’s market validation pipeline. The platform automatically analyzes your GitHub repository, identifies what your app solves, who it solves it for, and how it positions against the competition — and turns all of this into an actionable strategic report. No lengthy forms, no pitch decks to fill out. VibeScale reads your code and infers the product context. You confirm what’s right, correct what isn’t, and receive an opportunity analysis calibrated to your app’s reality.

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The three steps

Discovery

The platform analyzes your repository and displays a panel with more than 8 automatically inferred fields: category, target audience, differentiator, competitors, and more.

Alignment

You review and confirm the inferred data. The final report is built from your answers — not the platform’s assumptions.

Report

Visual report with scores per dimension, positive signals, identified risks, and up to three priority actions to scale your app.

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Track progress on the panel

The panel displays a progress bar with the three steps and each one’s status:
StatusMeaning
✓ CompletedStep finished successfully
⏳ In ProgressAnalysis running
○ PendingWaiting for previous steps
✗ FailedAn error occurred — try again
The steps are sequential: Alignment is only unlocked after Discovery, and the Report is only generated after Alignment is confirmed.