#464,801 OF 2,698,581 IN TECHNOLOGY
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AI Visibility Scorecard
ModelRiver
modelriver.com · Technology
Somewhat visible. AI bots can read ModelRiver, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#464,801 of 2,698,581 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
17
AI Adoption
iBasic · 17/100
About ModelRiver
from our crawl and measurement
ModelRiver Build AI-powered products with your backend in control is a business whose own site puts it this way: "One connection to every major AI model. Build AI-powered products with backend pipelines and AI orchestration while your backend controls what information is shared with AI." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (SoftwareApplication, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
5
Forum and community discussion.
Social Mentions
0
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 5.5/10, ModelRiver has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ModelRiver
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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.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modelriver
Cite this score: Engagemii (2026). "AEO Score for ModelRiver." Retrieved from https://engagemii.com/aeo/brands/modelriver
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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