AI Visibility Scorecard
FireFly
get-firefly.com · E-commerce
At 2.33/10, FireFly is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 25% in E-commerce for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
E-commerce average 18
Top 35% of E-commerce
See what's behind this score →2.33
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Transactable · 40/100
E-commerce average 27
See what's behind this score →0
About FireFly
from our crawl and measurement
FireFly describes itself simply: "Want to be safer on the roads? The FireFly™ is a unique, revolutionary brake light for; bikes, maximising your visibility on the roads." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.33 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- FireFly
- Website ·
- get-firefly.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 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
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 2.33/10, FireFly is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
How long does delivery take?
Pre-orders will be dispatched on the 12th of December, so you can expect to receive your order within one working week from this date.
I missed pre-order, when will I be able to purchase FireFly™ again?
If you missed pre-order, don't worry, we will be officially launching the product in January 2021 when we will be offering next day delivery.
How do I install it?
FireFly™ is supplied as standard with two different mounting options. A saddle mount which is installed onto the seat rails using cables ties (provided) or, our seat post mount which wraps around the seat post with a rubber strap.
How long does FireFly™ take to charge?
FireFly™ takes 90 mins to fully charge. Once fully charged, a green light will display to identify that the battery is at full capacity.
What's the difference between manual and automatic mode?
Automatic mode takes the hassle out of using your light. You won't need to turn on/off your light again as the on-board accelerometer will detect when the light is moving (or not) and will switch on/off accordingly.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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FireFly lists 1 product, 1 in stock, priced 41.00.
Show all 1 product
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/get-firefly
Cite this score: Engagemii (2026). "AEO Score for FireFly." Retrieved from https://engagemii.com/aeo/brands/get-firefly
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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