AI Visibility Scorecard
Friendly Bit
friendlybit.com · Media & Entertainment
Borderline visible. AI engines can read Friendly Bit, but Structured Data, E-E-A-T Signals and News & Press are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 11 times
Claude · Apple Intelligence · Perplexity · Amazon Alexa
Top 5% in Media & Entertainment for AI visibility
79
AI Naming Predictability
iNamed occasionally · 79/100
Media & Entertainment average 17
Top 2% of Media & Entertainment
See what's behind this score →5.08
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Media & Entertainment average 15
See what's behind this score →0
About Friendly Bit
from our crawl and measurement
Friendly Bit describes itself simply: "Friendly Bit is a blog by Emil Stenström, a Swedish web developer that occasionally gets ideas of how to improve the internet." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.08 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have read this profile 11 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and PerplexityBot.
- Company ·
- Friendly Bit
- Website ·
- friendlybit.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 read your site and name it in answers. At 5.08/10, Friendly Bit is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/friendlybit
Cite this score: Engagemii (2026). "AEO Score for Friendly Bit." Retrieved from https://engagemii.com/aeo/brands/friendlybit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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