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We Just Shipped AI-Ready Fix Prompts — Paste Our Audit Results Into Cursor, Claude, or Bolt

Every website audit I've ever used hands you a list of problems. Slow mobile, missing alt text, no schema, weak cache headers. Then it leaves you staring at that list wondering: okay, now what do I actually do?

That gap between diagnosis and execution is where most fixes die.

So we closed it.

What the prompts actually look like

Here's a real example generated by the engine for a self-audit of our own tool's homepage at outboundautonomy.com. The full audit scored Visual UX: 53/100, Conversion: 43/100, Technical SEO: 57/100 — an honest grade F at 58/100 composite.

Our engine found 3 competitors (by name — SeoPros, BestSeo, SeoServices), detected our tech stack (Next.js), and generated this:

## Fix: 3 images missing alt text

### Problem
3 of 12 images lack descriptive alt text. This hurts accessibility
and SEO — screen readers can't describe the images, and search
engines lose image-ranking context.

### Current State
- Page: https://outboundautonomy.com/
- Score Impact: +10 points
- Revenue Impact: ~$540/mo estimated recovery
- Tech Stack: Next.js
- Difficulty: easy
- Category: Visual & UX

### Fix Instructions
1. In your Next.js app, locate each <Image> or <img> tag
   that renders without an `alt` prop or with alt="".
2. Pass a descriptive `alt` prop (e.g. alt="Dashboard showing
   audit score card with 7 category gauges").
3. Tip: use next/image for automatic optimization — pass alt
   on every <Image> component.
4. Re-test on mobile (375px) and desktop (1280px).

### Acceptance Criteria
- [ ] Every <img> and <next-image> has a non-empty alt attribute
- [ ] `npm run build` succeeds with no type errors
- [ ] Screen reader announces the alt text correctly
Enter fullscreen mode Exit fullscreen mode

That's the entire prompt. You copy it, paste it into Cursor or Claude, and say \"fix this.\" The AI has everything: the page URL, the score impact, the revenue figure, the framework-specific instructions (Next.js in this case), and exact acceptance criteria to confirm the fix worked.

Why this matters for \"vibe coders\"

If you're building with Cursor, Bolt, v0, or Claude — and a huge portion of our early users are — you don't want a report. You want a command.

The old workflow:

  1. Run an audit → get a PDF with 47 bullet points
  2. Read the whole thing → figure out which issues matter
  3. Open your editor → try to remember what the report said
  4. Write a prompt by hand → \"hey Claude, fix my meta description\"
  5. Guess whether it actually worked

The new workflow:

  1. Run our audit → get pasteable fix prompts
  2. Select one → Cmd+C, Cmd+V into your AI editor
  3. \"Fix this\" → done

That's it. From 5 steps to 2 steps. From \"I need to understand SEO\" to \"I just need to paste.\"

What the engine checks (all 7 dimensions)

The full deep audit (free, 3-day trial, card required, $0 today) scores your site across:

Dimension What It Measures
Visual & UX Design era, image quality, alt text coverage, viewport, mobile responsiveness
Conversion & Flow Form count, phone visibility, CTAs, email capture, booking widgets, social proof
Technical SEO SSL, meta tags, schema markup, canonical URLs, header hierarchy
Content Quality Readability (Flesch-Kincaid), freshness signals, typos/grammar, blog presence
Competitor Intelligence Side-by-side scoring vs 3-5 discovered competitors across all dimensions
Domain & SEO Value TLD quality, estimated domain authority, traffic estimates
Page Signals & Speed Real-measured TTFB, cache headers, broken images, favicon, color contrast, render-blocking resources, page weight

Each issue detected in any of those dimensions generates a pasteable fix prompt. Top 10 issues per audit, each with its own structured prompt.

The tech-stack awareness is the secret sauce

Generic prompts are useless. \"Add a viewport meta tag\" is fine for raw HTML, but if you're on Next.js, the fix path is export const metadata in app/layout.tsx. If you're on WordPress, it's in header.php. If you're on Shopify, it's in theme.liquid.

Our engine detects your stack (Framework: Next/React/Vue/WordPress/Shopify/Wix/Squarespace/Webflow) and generates prompts with the exact file paths and naming conventions for your platform:

  • Next.js prompts say \"use the Metadata API in app/layout.tsx\" + \"add a tip about next/image for automatic optimization\"
  • WordPress prompts say \"install Yoast or RankMath and set the title per page\" + \"a caching plugin handles Cache-Control\"
  • Shopify prompts say \"add a contact form via the Shopify form element\" + \"surface the phone number in section settings\"

One engine, seven platforms, zero generic advice.

What changed from \"basic audit\" to \"AI-ready\"

Three things:

  1. Structured prompt generation. Every fix prompt follows a template: Problem → Current State (with real data) → Fix Instructions (numbered, executable steps) → Acceptance Criteria (checkboxes) → Tech stack hook. This is the same format Claude/Cursor understand.

  2. Revenue context per issue. Each issue carries an industry-benchmarked revenue range with a plain-English basis explaining WHY that figure applies. \"No lead capture form: 0 forms found — form-equipped sites convert 3-5× more visitors than phone-only.\" The prompt carries the revenue figure so you prioritize correctly.

  3. Competitor comparison integration. When we score your site, we also score 3-5 of your actual competitors (we discover them automatically via search or accept your list). The fix prompts reference what your competitors do better — so you're not just checking boxes, you're catching up to your real competition.

Try it free (3 days, card required, $0 today)

The trial is live right now at outboundautonomy.com/trial. $0 for 3 days, then $49/mo. Card required to prevent abuse.

Your free scan takes ~30 seconds. It scores your site across all 7 dimensions, gives you preview scores, and tells you exactly what the deep audit contains. If you want the full report with AI-ready fix prompts and competitor comparison, activate the trial.

What you get in the trial:

  • Full deep audit with all 7 dimension scores
  • AI-ready fix prompts for the top 10 issues
  • Competitor comparison table (3-5 discoverable competitors scored against you)
  • Before/after projections showing score improvement
  • Revenue impact analysis with per-issue breakdown

No commitment. Try it, paste a fix prompt into your editor, see if it works. If the tool doesn't save you time, cancel before day 3 and pay $0.


Built by us, verified by our auditor, dogfooded on our own site every deploy. Every fix prompt in the article above came from a real audit on our own production URL.

outboundautonomy.com/trial

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