AI Launch Intelligence for AI Builders

Built with AI? Now make it discoverable.

Lumora scans your product site and shows whether AI assistants and buyers can understand what you built, who it is for, and why it should be trusted.

Evidence-basedPublic pages onlyNo AI ranking promises

The core question

Will AI understand, trust, and discover my product?

Lumora simulates how AI assistants and buyers may interpret your public-facing presence so you can launch with clarity.

What Lumora checks

Launch-critical product signals, not vanity metrics.

01

Product clarity

Can the site say what the product is in concrete terms?

02

Buyer-question coverage

Does the site answer what buyers ask before trying it?

03

AI perception readiness

Can a deterministic buyer scenario find enough evidence?

04

Trust evidence

Are proof, security, and documentation signals visible?

05

Machine-readable structure

Are metadata, schema, and AI-readable assets present?

06

Launch readiness

Are pricing, onboarding, use cases, and comparison context clear?

How it works

A URL-first launch check in four steps.

1

Enter your URL

Use example.com, www.example.com, or a full HTTPS URL.

2

Lumora scans public pages

The scanner respects safety boundaries and avoids private content.

3

Get a free snapshot

See scores, top blockers, and limited evidence before creating an account.

4

Unlock the full report

Review buyer-question gaps, priority fixes, and implementation assets.

Why builders need this

Most AI-built products are shipped before they are explainable.

A product can exist, but if the website does not clearly state category, buyer, use case, proof, and next step, AI assistants and buyers may struggle to understand it.

Who it is for

Made for builders shipping before they have a marketing team.

AI buildersVibe codersIndie hackersMicro SaaS foundersSolo foundersSmall startup teams

What a report preview

Evidence-based insights from AI's point of view.

Lumora evaluates your messaging, positioning, evidence, and trust signals, then gives you a clear plan to improve.

View Full Sample Report

Simple, transparent pricing

Start free. Upgrade when you're ready to go deeper.

Get a bounded snapshot first. Unlock only when the report is useful.

FAQ

Common questions, quick answers.

  • How does Lumora simulate AI perception?
  • Do you access private pages or data?
  • How is scoring calculated?
View all FAQs