Technical discovery
Checks sitemap, robots, canonical tags, indexability, internal links, and whether crawlers can reach the important parts of the site.
RF
RankFortuneAI 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
92Sitemap, robots, canonical, and indexability are healthy.
Brand Clarity
78The homepage explains the core job, but the category could be sharper.
AI Answer Readiness
46Missing 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 reportChatGPTNot 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.
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.
Tool category
What competitors emphasize
Where teams get stuck
RankFortune angle
Profound-style platforms
Full-stack AI search workflows with agents, prompt demand, and crawler analytics.
Strong after a team already has enough pages, proof, and budget to operate a program.
RankFortune starts earlier: it finds the missing crawl, entity, FAQ, comparison, and proof signals before weekly monitoring.
Peec-style trackers
Visibility, position, and sentiment tracking across AI search prompts and markets.
Useful for trend reporting, but the first blocker is often missing answer-ready content.
RankFortune turns that blocker into a 7-day fix plan with copy-ready title, FAQ, schema, and page recommendations.
SEO authority suites
Broad brand, search, and authority workflows that sit beside traditional SEO operations.
Too heavy when an indie SaaS or agency lead only needs to decide what to publish next.
RankFortune keeps the first step small: scan a public URL, explain the gaps, then upgrade only when the report is useful.
AI search pages
Start with the audit page that matches the buyer question.
These focused pages cover the main search intents around AI visibility, answer engine optimization, GEO, and model-specific readiness checks.
AI visibility audit
Audit whether AI engines can understand and recommend your website.
Run an AI visibility audit to see whether ChatGPT, Perplexity, Gemini, and AI search engines can understand, cite, and recommend your website.
AI search visibility checker
Check if your website is ready for AI search results.
Check whether your website is ready to appear in AI search results, AI Overviews, Perplexity answers, and ChatGPT-style recommendations.
ChatGPT visibility checker
Find out why ChatGPT may not recommend your product.
Check whether your website gives ChatGPT enough public information to understand, explain, and recommend your product.
Perplexity visibility checker
Check if Perplexity can cite and explain your website.
Check whether your website has the crawl, citation, and answer-ready signals needed to appear in Perplexity-style AI search results.
Reddit AI visibility checker
See whether AI engines find enough Reddit and community proof to cite your brand.
Check whether your brand has the Reddit, forum, and community signals that AI engines often cite for buyer-intent recommendations.
Agent readiness checker
Check whether your website is ready for AI agents.
Check whether your website is ready for AI agents to crawl, understand, and act on with clear metadata, schema, robots rules, and answer-ready pages.
AI agent observability audit
Audit whether buyers and AI engines understand your agent observability story.
Audit whether your AI agent product site explains observability, tracing, integrations, and outcome metrics clearly enough for buyers and answer engines.
Agentic engineering visibility audit
Audit whether AI engines understand your agentic engineering product.
Audit whether an agentic engineering, coding agent, or AI developer tool site has the public proof AI answer engines need to recommend it.
Answer engine optimization audit
Turn answer engine optimization from a buzzword into a fix list.
Run an answer engine optimization audit to find the technical and content gaps that keep AI answer engines from citing your website.
LLM visibility audit
Audit whether LLMs have enough evidence to recommend your product.
Run an LLM visibility audit to understand whether large language models can identify, explain, and recommend your website.
AI Overviews visibility checker
Check whether your pages are ready for AI Overviews-style answers.
Check whether your website has the answer-ready structure and crawl signals needed for Google AI Overviews-style visibility.
GEO audit tool
Find the GEO gaps that keep generative engines from citing you.
Use RankFortune as a GEO audit tool to find generative engine optimization gaps across crawlability, entity clarity, and answer-ready content.
AI marketing audit
Turn a website URL into an AI marketing fix list.
Run an AI marketing audit that checks SEO foundations, answer-engine readiness, competitor page gaps, and the next fixes to publish.
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
Full Report
$19
A founder-ready report for one website.
- ✓ Full AI narrative report
- ✓ PDF/Markdown export
- ✓ 7-day execution checklist
Monitor
$39/mo
Weekly reruns and competitor tracking.
- ✓ Audit history
- ✓ Competitor comparison
- ✓ Email alerts for score drops
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.
Should I use RankFortune before an AI visibility monitoring platform?
Yes, if you do not yet know what to fix. Monitoring platforms are more useful after the site has clear crawl signals, comparison pages, FAQ answers, pricing context, and proof content that AI systems can cite.
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