AI Visibility Scorecard
The Catalyst
thecatalyst.dev · Technology
Borderline visible. AI bots can crawl The Catalyst, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 4 times
Meta AI · Claude
#1,684,715 of 2,707,789 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About The Catalyst
from our crawl and measurement
"We partner with industry experts to turn high-conviction ideas into scalable software businesses." That is how The Catalyst introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2021.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.3/10, The Catalyst is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why The Catalyst?
There are agencies. There are freelancers. There are dev shops.
Is This a Fit?
We don't work with everyone. Partnership slots are limited. Here's who we work best with.Great FitYou have 5+ years of deep expertise in a specific industryYou can identify problems your market has that software could solveYou have access to customers, distribution, or credibility in your nicheYou want a partner, not a vendor — shared ownership, shared outcomesYou're willing to invest time and capital into building.
Is this your brand?
The exact fixes for The Catalyst
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for The Catalyst.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thecatalyst-dev
Cite this score: Engagemii (2026). "AEO Score for The Catalyst." Retrieved from https://engagemii.com/aeo/brands/thecatalyst-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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