Find, prove, and ship the right vision stack.
Enter your app URL — get a starting stack in minutes, proven on your data when it matters.
Free · No image upload required · Vendor-neutral
The free App Scan
Your starting vision stack, in five short modules.
What your product needs to see, the stack to try first, why it fits, what could change it, and how to prove it. See an example report.
The problem
Knowing what your app needs is not knowing how to build it.
Four plausible builds, one right answer — and the choice decides your data, failures, and cost.
The solution
Start with the product you already built.
The free scan turns your public site into a recommendation. Paid tiers turn it into proof.
How it works
URL in. Starting stack out. Proof when you need it.
Five steps from paste to production — walk the full flow on How it works.
Deliverables
Free clarity. Paid depth. Evidence when it matters.
Compare the free App Scan, Use-Case Blueprint, and Stack Proof on Plans.
Differentiation
Generic tools start with models. VisionRoute starts with your product.
Vendor-neutral. Assumptions shown. Tested against your definition of correct.
Use cases
Built for narrow visual decisions.
- Product-image compliance
- Image classification and routing
- Visual policy enforcement
- Packaging and label checks
- Structured attribute extraction
- Defined defect detection
- Content moderation
- Catalog quality control
Evidence
Trust the recommendation because you can inspect the test.
Every verdict shows its evidence, assumptions, and uncertainty.
Go deeper
Have a specific visual job?
Describe the exact decision for a build-ready blueprint, or add representative examples for measured proof.
Planning a paid engagement? Contact us.
Questions
Answers before you paste a URL.
Privacy, pricing, what the scan reads, when to trust a verdict — all fifteen answered on the FAQ. Deeper detail on Free App Scan, Plans, and the guides.
Find the route in minutes. Prove it before you ship.
Start free with your public app URL.