▼ 0.9 since Jun 2026
#757,666 OF 2,701,012 IN TECHNOLOGY
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AI Visibility Scorecard
sniffer.dev · Technology
Somewhat visible. AI bots can read Sniffer, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Apple Intelligence · Meta AI · Claude
#757,666 of 2,701,012 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
12
AI Adoption
iBasic · 12/100
from our crawl and measurement
Sniffer is a business whose own site puts it this way: "Sniffer is an AI agent for QA that captures the full context of every defect, identifies the root cause, suggests a fix, and writes a regression test, across your full stack." 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.
Our crawl found structured data on the page (Organization, WebSite, VideoObject), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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, Sniffer has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Sniffer
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sniffer-dev
Cite this score: Engagemii (2026). "AEO Score for Sniffer." Retrieved from https://engagemii.com/aeo/brands/sniffer-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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