AI Visibility Scorecard
FastLog
fastlogviewer.com · Technology
Borderline visible. AI bots can crawl FastLog, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,864,446 of 2,705,965 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
8
AI Adoption
iBasic · 8/100
About FastLog
from our crawl and measurement
"FastLog is a free, fast log viewer for developers. Search massive log files instantly with indexed search, JSON/NDJSON support, regex filtering, and date-range filters, 100% local, no." That is how FastLog The Free, Fast Log Viewer for Developers introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (SoftwareApplication), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 4/10, FastLog is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for FastLog
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for FastLog.
Source & Attribution
Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fastlogviewer
Cite this score: Engagemii (2026). "AEO Score for FastLog." Retrieved from https://engagemii.com/aeo/brands/fastlogviewer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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