AI Visibility Scorecard
sochdb.dev · Technology
Somewhat visible. AI bots can read SochDB - AI Agent Database, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · Meta AI · Apple Intelligence · Perplexity
#846,409 of 2,707,790 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
17
AI Adoption
iBasic · 17/100
from our crawl and measurement
SochDB describes itself simply: "AI agent memory database with vector search, semantic cache, graph memory, and ACID transactions. Built for LLM applications, autonomous agents, chatbots, and RAG systems." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
The site does the on-page work well, with structured data on the page (SoftwareApplication), an llms.txt file for AI models, a sitemap.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
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.
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 5.1/10, SochDB - AI Agent Database has a working base to build on - fixable, and the signals above are where to start.
Who is SochDB for — and what problem does it solve?
Who is this for?AI / LLM application developersAutonomous agent buildersRAG system buildersIndie hackers building local-first AI appsPlatform engineers tired of glue codeWhat problem it solvesToo many databases to manage (SQL + Vector + Cache + Memory)Context assembly is manual, fragile, and duplicatedVector + SQL split creates sync and reasoning issuesInfra cost and operational complexity keep growingHard to reason.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sochdb-dev
Cite this score: Engagemii (2026). "AEO Score for SochDB - AI Agent Database." Retrieved from https://engagemii.com/aeo/brands/sochdb-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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