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AI Visibility Scorecard
Cat DB
catdb.app · Technology
Somewhat visible. AI bots can read Cat DB, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#154,172 of 2,626,560 in Technology for AI visibility
6.2
/10
AEO Score
About Cat DB
from our crawl and measurement
Cat DB describes itself simply: "The Ultimate Catalytic Converter Pricing App - Largest American Cat Database - Search by VIN or Year, Make, Model - Best app of it's kind!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 6.2/10, Cat DB has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Are the catalytic converter prices guaranteed?
Yes! All “buyer-backed” prices are paid by the American recyclers showcased on the app. Selling to these buyers isn’t required, but if you’d like to sell to them, visit the buyer map to find a buyer near you. You also have the option of using “ Live Market ” prices similar to how you would use “spot” or commodity prices to negotiate the sale of other metals like gold or copper. With Cat DB, you get the best of both worlds: a high-tech app and a buyer focused on purchasing. We manage the platform, converter da
How is Cat DB different from other apps?
Unlike apps run by recyclers, we’re a tech company focused solely on building the most accurate and complete cat database. We’ve aggregated data from multiple smelters and recyclers, corrected thousands of errors, and added even more details to create the largest USA dataset ever. With buyers on the app ready to purchase, we handle the tech—complete photos, 3D models, specs, and codes—so they can focus on buying while you get the most reliable, up-to-date information available.
Is the app free?
Yes! You get 3 free code searches daily—no login, credit card, or commitment needed. Just download and start searching. After 30 days, create a free account to keep using it forever. Need more searches? Activate a 7-day free trial of UNLIMITED lookups or explore our paid plans for higher volume. We only make money from subscriptions—no fees on transactions—so you get 100% value from your cats! See Subscription Plans →
What tools are included in the app?
All 3 subscription tiers (Level 1-3) include ALL our tools. On the “free forever” plan, you’ll have everything except the “profit margin” tool. To use the advanced cart, just make sure you’re logged in. Included tools: • VIN & Vehicle search • Market price switcher • Accurate cart count & totals (including partials) • 3,000+ unknown code listings • Interactive 3D view • Profit margin adjustment • High resolution photos (with and without shields) • 28 filter options for searching • Advanced metals market graph • Send cart to buyer option See All Tools → See Subscriptio
Is this your brand?
The exact fixes for Cat DB
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/catdb-app
Cite this score: Engagemii (2026). "AEO Score for Cat DB." Retrieved from https://engagemii.com/aeo/brands/catdb-app
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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