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&Pixels Labs project · How we built a website audit for AI search and launched it in ten days

Revlr.ai project

We reveal what your site is hiding.

The project

A website audit that reads your site the way AI search does.

Revlr is the first product from &Pixels Labs. Paste a URL and it scores the site from 0 to 100 across ten categories, two of them for AI search, and writes a prioritized plan in plain language.

Visit revlr.ai
Client
Revlr
Role
Branding to MVP, a 0-to-1 product build
Type
SaaS product
Year
2026
Timeline
First commit to public launch in 10 days
Team
&Pixels Labs, design through build
Platforms
  • Web app
  • Partner API
  • MCP server
Status
Early access
The question

Can a website audit tell you how AI search sees your site, not just Google?

01Overview

Revlr crawls up to 25 pages of a site, scores ten categories from performance to compliance, and has Claude write the findings: what is wrong, why it matters, and how much effort the fix takes. Every re-audit shows what moved.

02Problem

Audit tools stop at speed and SEO. Answer engines and generative search now decide whether a business gets cited, and almost nothing checks for it. A report that only lists faults is also harder to act on than a plan.

03Solution

Two new categories, AEO and GEO, scored beside the classic eight. Strengths named before faults. Findings ranked by severity and effort, so the low-effort, high-impact fixes come first, and a delta on every re-audit so progress is visible.

See it work

Don't take our word for it. Audit your own site.

This is the same Revlr audit that runs on revlr.ai and powers the free audit on this site. Watch the loop, or take over and run it on your own site.

Paste a URL and it reads the site the way search engines and AI assistants do. The reel is sped up; a live scan takes longer, and times vary by site.

That was the real audit. Run the free version on revlr.ai, and upgrade to Premium for all ten categories.

Journey map

From a pasted URL to a re-audit.

Seven moments in a first audit, plotted by how each one feels. The checked marks are where the product pays off on purpose.

  • How it feels, low to high
  • Celebrates on purpose
  • The dip
  1. ArrivePaste a URLHomepage audit formNo card, no account
  2. ArriveProve humanTurnstile and rate limitInvisible when it works
  3. WaitThe scanCrawl, score, writeTimes vary by site
  4. First valueEmail lands8-digit sign-in codeNo password, ever
  5. First valueRead the reportEight categories scoredStrengths first
  6. Go deeperSee what is lockedUX and Content categoriesThe upgrade nudge
  7. Come backRe-auditDelta summaryWhat moved, cleared, new
Information architecture

Four zones, one audit underneath.

revlr.ai
  • Marketing
    /
    • Home
    • How it works
    • Pricing
    • Sample report
    • For agencies
    • Blog and guides
    • llms.txt
  • Sign-in
    /auth
    • 8-digit code by email
    • Welcome after checkout
  • Reports
    /report
    • Free audit report
    • Premium report
    • Shareable report link
    • Delta summary
  • Dashboard
    /dashboard
    • Domains and schedules
    • New audit
    • Report editor
    • Account and billing
    • Admin and canaries

Needs sign-in. Sign-in is an 8-digit code by email, never a password, and a shared report opens for anyone with the link.

Tech stack

What it runs on.

Framework

  • Next.js 16
  • React 19
  • TypeScript
  • Tailwind 4

Data

  • Supabase Postgres
  • Row-level security
  • Upstash Redis

AI

  • Claude Haiku 4.5
  • Claude Sonnet 4.6
  • MCP server

Scanning

  • Firecrawl
  • PageSpeed Insights
  • Moz Links API

Billing and email

  • Stripe
  • MailerSend
  • MailerLite

Ship and test

  • Vercel and cron
  • Vitest
  • Turnstile
  • GA4

Same team, same process, your product.

The result

Revlr went from first commit to public launch in ten days, then kept shipping: 292 commits, ten scored categories and a partner API that now powers the audit on this site.

10
Audit categories, two for AI search
src/lib/audit-category-display.ts
39
Pages shipped
src/app page routes
27
Email templates
Docs/brand-library/emails
34
Database migrations
supabase/migrations

Revlr's in early access, so these numbers measure what we built. We'll add usage numbers once they mean something.

First commit to public launch in 10 days. What's yours?

We take products from idea to launch: UX, branding, Next.js and AI. You'll talk to the people doing the work.

Add-on

The brand library behind it.

The logo set, palette and type, launch and social graphics, and all 27 emails Revlr sends, each one with the code we wrote beside the design.

Open the brand library
FAQ

Short answers.

What is Revlr?

Revlr is a website audit from &Pixels Labs. Paste a URL and it scores the site from 0 to 100 across ten categories, writes each finding in plain language with an effort rating, and shows what changed on every re-audit.

What are AEO and GEO?

Answer Engine Optimization (AEO) is how well a site can be quoted as a direct answer by assistants like ChatGPT and Perplexity. Generative Engine Optimization (GEO) is how likely AI-generated results are to cite the brand at all. Revlr scores both beside performance, SEO, accessibility, security, best practices and compliance.

What does the free audit include?

Eight scored categories, AEO and GEO included, a summary of what the site already does well, and the report by email. Paid plans add User Experience and Content for the full ten.

How do people sign in to Revlr?

With an 8-digit code sent by email. Revlr has no passwords.

Is the audit on this page real?

Yes. It is the same Revlr scan that runs on revlr.ai and powers the free audit on andpixels.com, reached through Revlr’s partner API. Scan times vary from site to site.

Work with &Pixels

Have something like this to build?

Tell us what you're trying to ship and what's in the way. We'll tell you straight if we're the right team.

Use Revlr

We reveal what your site is hiding.

The free audit scores eight categories, including AEO and GEO for AI search. Premium covers all ten.

Run a free audit (opens in a new tab)
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