AI Visibility Scorecard
Formation Labs
formationlabs.com · Technology
Borderline visible. AI bots can crawl Formation Labs, 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 5 times
Claude · Apple Intelligence · Meta AI
#1,309,242 of 2,704,755 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
-
Network Authority
iNot connected yet
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Formation Labs
from our crawl and measurement
Formation Labs describes itself simply: "A container for formation, spiritual, personal, and relational. A practice-centered community where people slow down, reflect, and integrate." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Formation Labs
- Website ·
- formationlabs.com
- Industry ·
- Technology
- Location ·
- San Francisco, California
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 2, 2026
- Verified connections ·
- None yet
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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, Formation Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Begin?
Getting involved doesn't require a decision right now. It usually looks like this:1ExploreLook at what's coming — a retreat, a workshop, a conversation — and notice what draws your attention.2Stay ConnectedJoin our email list to receive reflections and updates at a pace that respects your time.3Choose Your SeasonWhen something resonates, step in. There's no wrong time to begin.
Is this your brand?
The exact fixes for Formation Labs
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 Formation Labs.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/formationlabs
Cite this score: Engagemii (2026). "AEO Score for Formation Labs." Retrieved from https://engagemii.com/aeo/brands/formationlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform