AI Visibility Scorecard
tinyvision.ai · Technology
Borderline visible. AI bots can crawl tinyVision.ai, 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 18 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#566,305 of 2,705,593 in Technology for AI visibility
6
5
AEO Visibility
iBorderline · 4.7/10
65
Muse Index Score
iAI agent readiness
Transactable · 65/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
tinyVision.ai is a Carlsbad, CA business whose own site puts it this way: "tinyVision.ai designs and manufactures the tinyCLUNX33 MIPI-to-USB System on Module and open-source FPGA development boards including pico2-ice and UPduino." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a few credibility markers and partial sitemap and link coverage.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI. The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2018.
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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.
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 4.7/10, tinyVision.ai is crawlable but under-signaled - fixable, and the signals above are where to start.
Building a product or teaching engineers?
Choose your path — tinyVision has hardware and expertise for both. MIPI-to-USB Hardware for Product Teams The tinyCLUNX33 SoM integrates any MIPI camera into a USB3 UVC stream — no FPGA, PHY, or clock design required. Evaluated in a day with the Developer Kit, production-ready in weeks.
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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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tinyVision.ai lists 7 products, 7 in stock, priced 25.00 to 250.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tinyvision-ai
Cite this score: Engagemii (2026). "AEO Score for tinyVision.ai." Retrieved from https://engagemii.com/aeo/brands/tinyvision-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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