AI visibility report

findmymoat

findmymoat.com · Last audited May 3, 2026

AIO score

Strong

81 / 100

Ghost Test

Gaps found

2 / 4

key questions AI crawlers couldn't answer

Summary

findmymoat.com is in good shape for AI crawlers (AIO 81/100). The most room to improve is Renderability & JS (6/20). AI crawlers could not find the main features and a description of what the company does without running JavaScript, so AI assistants may guess or leave it out.

Top fixes

Score breakdown

What's working

  • Technical & crawlability: 25/25
  • Structure & readability: 26/30
  • Metadata & consistency: 24/25
  • Structured data (JSON-LD) on all 10 sampled pages
  • Every sampled page has an H1 heading

How the score is calculated

Ghost Test: can AI crawlers answer buyer questions?

We ask an AI model each question twice: once using only the HTML a crawler like GPTBot receives, and once using the page as visitors see it after JavaScript runs. A question is flagged when only the visitor version can answer it.

What is the pricing? OK

Page: https://findmymoat.com/pricing

Both versions could answer: AI crawlers get the same information visitors do.

Answer from what the AI crawler sees

01  not found

Answer from what visitors see

01  not found
What are the main features? Gap

Page: https://findmymoat.com/product

Only the visitor version could answer: AI crawlers miss this information.

Answer from what the AI crawler sees

01  not found

Answer from what visitors see

01  The main features include:
02  
03  - A curated index of investing tools and product moats, ranked by community sentiment.
04  - Comparison of platforms by workflow and exploration of alternatives.
05  - Tracking of long-term investor trust.
06  - Categories such as Investing Tools, Investing Books, Live Analytics, Wide Moat Stock List, Expansion-Stage Stocks, Short Squeeze Stocks, and Low Float Stocks.
07  - Stock comparisons and global rankings.
08  - Access modes including Web, API, Mobile, and Desktop.
09  - Audience targeting for various investor types.
10  - Curated lists and top picks for investing resources.
What integrations are listed? OK

Page: https://findmymoat.com/integrations

Both versions could answer: AI crawlers get the same information visitors do.

Answer from what the AI crawler sees

01  not found

Answer from what visitors see

01  not found
What security or compliance claims are present? Gap

Page: https://findmymoat.com/trust

Only the visitor version could answer: AI crawlers miss this information.

Answer from what the AI crawler sees

01  not found

Answer from what visitors see

01  Compliance Advantage

Page-by-page breakdown

Each sampled page, scored on what an AI crawler receives before any JavaScript runs.

Audit scope

Pages sampled
10
How pages were found
XML sitemap and homepage links
Coverage · certainty
complete · high

No crawl warnings: every sampled page loaded.

Compare to peers

Can AI assistants open this site?

This report shows what AI crawlers read. It doesn’t test whether ChatGPT, Claude and Perplexity get past the site’s firewall when a person asks them about a page. If this is your company, the Threshold Test checks each assistant against your key pages and tells you what to change. It’s free once you’ve claimed this profile.

Request a Threshold Test

Report FAQ

What is the Ghost Test?

The Ghost Test checks whether an AI crawler can answer the questions buyers ask, such as pricing and main features. We ask an AI model each question twice about the page most likely to answer it: once using only the HTML the server sends (what crawlers like GPTBot read, since they don't run JavaScript), and once using the page as visitors see it. A question is flagged as a gap when only the visitor version can answer it.

Does a gap mean an AI hallucinated about this company?

No. A gap means the information exists on the site but AI crawlers can't read it without running JavaScript. That raises the risk that an AI assistant guesses or leaves the fact out, but it is not a record of a specific wrong answer.

How is the AIO score calculated?

The AIO score adds up four pillars: technical & crawlability (25 points), renderability (20), structure (30) and metadata (25). Each is scored on the HTML AI crawlers receive. The methodology page lists every check.

What do coverage and certainty mean?

Coverage describes how many of the site's important pages the audit managed to sample; certainty describes how consistent the evidence was. Lower values mean the report is directional and worth re-running.

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