#1,882,845 OF 2,695,901 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-07-18
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AI Visibility Scorecard
frogwebp · Data Engineering
frogwebp.com · Technology
Borderline visible. AI bots can crawl frogwebp · Data Engineering, 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 1 times
Claude
#1,882,845 of 2,695,901 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About frogwebp · Data Engineering
from our crawl and measurement
frogwebp · Data Engineering describes itself simply: "Self-hosted data systems, documented in the open. PostgreSQL analytics warehouses, streaming observability for AI agents, semantic search pipelines. Built and published by...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, 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
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 3.8/10, frogwebp · Data Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for frogwebp · Data Engineering
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frogwebp
Cite this score: Engagemii (2026). "AEO Score for frogwebp · Data Engineering." Retrieved from https://engagemii.com/aeo/brands/frogwebp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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