AI visibility report

softwaresuggest

softwaresuggest.com · Last audited May 3, 2026

AIO score

Strong

70 / 100

Ghost Test

No gaps

0 / 1

key questions AI crawlers couldn't answer

Summary

softwaresuggest.com is in good shape for AI crawlers (AIO 70/100). The most room to improve is Renderability & JS (6/20). AI crawlers can find a description of what the company does in the HTML your server sends.

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Top fixes

Score breakdown

What's working

  • Technical & crawlability: 20/25
  • Metadata & consistency: 22/25

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.

Homepage only: some of the pages the targeted questions need were not found, so we asked one broad question about the homepage instead.

What is this, and how does it make my life better? OK

Page: https://softwaresuggest.com/

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

Answer from what the AI crawler sees 

01  This is SoftwareSuggest, a platform that provides reviews and recommendations for over 50,000 business software options. It makes your life better by helping you discover the right tools for your business through expert reviews, feature comparisons, and free recommendations, allowing you to make informed decisions and streamline your software selection process.

Answer from what visitors see 

01  not found

Page-by-page breakdown

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

Audit scope

Pages sampled
8
How pages were found
Homepage links only (no usable sitemap)
Coverage · certainty
partial · high

Crawl warnings

  • Couldn't load https://softwaresuggest.com/integrations
  • Couldn't load https://www.softwaresuggest.com/
  • Couldn't load https://www.softwaresuggest.com/us/
  • Couldn't load https://softwaresuggest.com/security

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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