AI visibility audit for SaaS and indie tools

See what keeps AI engines from recommending your website.

RankFortune checks whether your website is discoverable, understandable, and citeable for ChatGPT, Perplexity, Gemini, AI Overviews, and answer engines. Start with a free snapshot, then upgrade to a full report when the gaps are worth fixing.

15
readiness signals
3
score layers
7 day
fix roadmap
60s
first snapshot

Inspired by the strongest GEO tools: first diagnose your site readiness, then add prompt monitoring and competitor visibility once the baseline is credible.

Free audit

Run a RankFortune scan

Ready
CrawlHTML
CheckAEO
ReportJSON

Free scan runs immediately. Add an email if you want the full report, export, and weekly monitoring offer after the score is ready.

Example report

sample-saas.com

AI visibility score

72/100

Technical Discoverability

92

Sitemap, robots, canonical, and indexability are healthy.

Brand Clarity

78

The homepage explains the core job, but the category could be sharper.

AI Answer Readiness

46

Missing FAQ, comparison, and use-case pages limit answer-engine coverage.

Sample gaps

High
Create an FAQ block with buyer-intent questions

Add short answers for pricing, use cases, security, alternatives, and setup so AI answers have citeable content.

Medium
Publish one alternatives page

Comparison-style pages help AI systems recommend your product for high-intent prompts.

Medium
Add use-case pages for the top customer jobs

Separate pages for concrete workflows improve entity coverage and retrieval quality.

Copy-ready fixes

Preview
Suggested title
Sample SaaS - AI workflow automation for small teams
Suggested FAQ
What does Sample SaaS do, who is it for, and how is it different from alternatives?

Prompt visibility preview

Full report
ChatGPTNot cited

Best AI workflow automation tools for small teams

Create a comparison page with clear category positioning.

PerplexityCompetitors cited

Sample SaaS alternatives for founders

Publish alternatives and use-case pages with answer-first copy.

GeminiWeak evidence

Is Sample SaaS good for secure team workflows?

Add security, pricing, FAQ, and proof sections to the homepage.

Methodology

Built around audit, evidence, and execution.

Competitors win trust by showing exactly what they measure. RankFortune makes the scoring model visible: technical access, entity clarity, answer-ready content, and the roadmap to improve.

Technical discovery

Checks sitemap, robots, canonical tags, indexability, internal links, and whether crawlers can reach the important parts of the site.

Entity clarity

Reviews title, meta description, H1, schema, pricing signals, and whether an AI model can explain what the product does.

Answer readiness

Looks for FAQ, use-case, alternatives, comparison, and structured answer content that AI engines can cite directly.

Fix roadmap

Turns the audit into prioritized actions for founders, marketers, and developers instead of stopping at a raw score.

Workflow

More than a score.

The first version is a fast readiness audit. The product path is clear: save reports, compare competitors, and monitor AI prompts over time.

01

Scan

Drop in a public URL and RankFortune crawls the page, robots.txt, sitemap, metadata, and structured data.

02

Score

The report separates technical discoverability, brand clarity, and answer-engine readiness so the weakness is obvious.

03

Fix

You get copy-ready titles, FAQ ideas, schema recommendations, and the next pages to publish.

04

Verify

The next layer will store audit history so you can rerun and prove whether visibility readiness improved.

Compare tools

Not every AI visibility tool solves the same problem.

Some products are built for a first audit. Others are built for continuous monitoring and wider authority workflows. Use the comparison guide to choose the right next step for your team.

Audit-first tools

Best when you need the first roadmap before paying for a bigger monitoring platform.

Prompt trackers

Useful when you already know your category and want repeated mention checks across AI engines.

Authority suites

Worth it when your team also needs citation, backlink, and wider brand-signal workflows.

Compare AI visibility audit tools

Visibility preview

Show the missing recommendation path.

RankFortune starts with the reasons your site is not ready to be cited, then turns that into the prompts, pages, and proof assets to build next.

Prompt coverage

Buyer-intent prompts where the brand should appear but does not.

Citation readiness

Pages with direct answers, clear entities, and structured proof that AI engines can quote.

Competitor gap

The pages competitors have that make them easier to recommend.

Tracking path

A repeatable baseline for future weekly monitoring and share-of-voice checks.

Pricing path

Start free, charge for proof.

Start with a free scan, then upgrade when you need the deeper report, export, and monitoring workflow.

Free Snapshot

$0

One-page audit with score, blockers, and top fixes.

  • No login for first scan
  • 15 readiness signals
  • Sample copy suggestions
Run free scan

Full Report

$19

A founder-ready report for one website.

  • Full AI narrative report
  • PDF/Markdown export
  • 7-day execution checklist
Run scan first

Monitor

$39/mo

Weekly reruns and competitor tracking.

  • Audit history
  • Competitor comparison
  • Email alerts for score drops
Run scan first

FAQ

Answer the questions AI engines and buyers both ask.

The homepage now includes direct answers that can be quoted in AI results, comparison prompts, and buyer research flows.

What does RankFortune check in the free audit?

The free audit reviews crawl access, metadata clarity, structured data, internal linking, and whether your homepage gives AI engines enough evidence to explain and recommend the product.

Who is RankFortune for?

RankFortune is built for indie SaaS founders, SEO teams, and agencies that need a fast way to spot why ChatGPT, Perplexity, Gemini, and AI search results are not citing a site yet.

What do I get after the first scan?

You get a visibility score, the biggest technical and content gaps, copy-ready title and description ideas, and the next pages or proof assets that are most worth publishing.

How is RankFortune different from a normal SEO audit?

A normal SEO audit often stops at crawlability and rankings. RankFortune adds answer-engine readiness, competitor citation gaps, and fixes designed for AI discovery and recommendation prompts.

Buyer fit

Built for people who need an answer this week.

Get a fast, credible audit that shows what to fix before you invest in heavier AI visibility monitoring.

Indie SaaS

Find the pages and proof AI engines need before recommending your tool.

SEO teams

Turn technical crawl checks into answer-engine content priorities.

Agencies

Use a quick audit as a lead magnet before selling deeper GEO work.

Full report

Know exactly what the full report includes.

The free scan gives you the first diagnosis. The full report turns that diagnosis into exportable recommendations and a fix plan.

What the $19 report includes

  • Visibility score with technical, clarity, and answer-readiness layers
  • Prompt gap examples for ChatGPT, Perplexity, Gemini, and AI Overviews
  • Competitor page gaps and the next pages to publish
  • Copy-ready title, description, FAQ, and schema recommendations
  • 7-day fix roadmap that a founder or marketer can execute
Run scan first