AI Visibility Scorecard
Map and Fire
mapandfire.com · Professional Services
Borderline visible. AI bots can crawl Map and Fire, 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 8 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#12,964 of 528,952 in Professional Services for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Professional Services average 8
Top 4% of Professional Services
See what's behind this score →5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Professional Services average 18
See what's behind this score →0
About Map and Fire
from our crawl and measurement
Map and Fire is one of the businesses we track in the Professional Services space. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite, ImageObject, WebPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
- Company ·
- Map and Fire
- Website ·
- mapandfire.com
- Industry ·
- Professional Services
- Location ·
- Los Angeles, California
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 2, 2026
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
Strong
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 read your site and name it in answers. At 4.6/10, Map and Fire is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to use differentiation to gain a competitive edge (and survive) in 2026?
How to use differentiation to gain a competitive edge (and survive) in 2026 Differentiation has always been a cornerstone of brand and marketing. But the deeper we go into this new era of tech and AI the more your ability to differentiate becomes a true survival skill. Read More
Is this your brand?
The exact fixes for Map and Fire
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Map and Fire.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mapandfire
Cite this score: Engagemii (2026). "AEO Score for Map and Fire." Retrieved from https://engagemii.com/aeo/brands/mapandfire
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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