▼ 1.1 since Jul 2026
#2,248,481 OF 2,696,386 IN TECHNOLOGY
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AI Visibility Scorecard
8bit4bit — Quantized Model Registry
8bit4bit.com · Technology
At 2.9/10, 8bit4bit — Quantized Model Registry is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#2,248,481 of 2,696,386 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 2.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About 8bit4bit — Quantized Model Registry
from our crawl and measurement
8bit4bit Quantized Model Registry describes itself simply: "Every format.GGUF · GPTQ · AWQ · ONNX · TFLite · CoreML BROWSE MODELSHOW IT WORKS → 8bit4bit.com, model registry $ 8b4b pull llama-3.1-8b-instruct --format gguf-q4 # Fetching quantized." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
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 2.9/10, 8bit4bit — Quantized Model Registry is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 8bit4bit — Quantized Model Registry
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/8bit4bit
Cite this score: Engagemii (2026). "AEO Score for 8bit4bit — Quantized Model Registry." Retrieved from https://engagemii.com/aeo/brands/8bit4bit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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