AI Visibility Scorecard
Fix MFG
fixmfg.com · Manufacturing & Industrial
At 2.40/10, Fix MFG 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 3 times
Claude
Top 25% in Manufacturing & Industrial for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Manufacturing & Industrial average 14
Top 31% of Manufacturing & Industrial
See what's behind this score →2.40
AEO Visibility
iNear-invisible · 2.40/10
Manufacturing & Industrial average 1.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Transactable · 20/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Fix MFG
from our crawl and measurement
Fix MFG is a business whose own site puts it this way: "Fix Manufacturing makes precision, field-tested tools for surf, skate, snow, and mountain bike. Wearable, packable multi-tools built to ride with you, not sit in the truck." When AI engines look at it, they find little to work with. It scores 2.40 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 3 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Fix MFG
- Website ·
- fixmfg.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 8, 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
Good
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
Fair
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 2.40/10, Fix MFG is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Fix MFG.
Fix MFG lists 58 products, 53 in stock, priced 5.95 to 599.95.
Show all 58 products
- Eflator™ Max Digital Tire Pump · 129.95
- Eflator™ + Eflator™ Mini Bundle · 149.95
- Pocket Pouch · 14.95
- Flat Out Rubber™ Utility Straps · 14.95 · out of stock
- Eflator™ Mini Replacement Valve · 5.95
- Dynaplug® Add-On for Wheelie Wrench™ Pro · 27.95
- Dynaplug® Tubeless Bicycle Tire Repair Plugs · 12.95
- Laguna Canyon Riders Team Jersey · 95.00 · out of stock
- Bosche® PowerMore X Payload Platform™ Tool Bundle · 599.95
- Sea Shackle™ Foil Tool · 29.95
- Bike Belt + Tool · 60.13
- Skateboard Belt + Tool · 44.03
- Snowboard Belt + Tool · 52.43
- Eflator™ Replacement Hose with Valve Chuck · 19.95
- Troy Lee Special Edition 224 Torque Wrench · 149.95 · out of stock
- FIX Gift Card · 10.00
- Snow Field Kit™ · 39.95
- Wax Wallet · 15.95
- Satanic Mechanic Tee · 23.96
- Surf Spare Parts Wallet · 24.95
- Mini Tool Roll · 18.95
- Eflator™ Battery Replacement · 29.95
- Surf Field Kit · 39.95
- Bamboo Wax Comb · 8.95
- Tube Terminal™ Frame Strap · 27.95
- Payload Pocket™ Strap Carry · 24.95
- Payload Platform™ E-Bike Tool Carry · 49.95
- 224 Torque Wrench Set · 119.95
- Payload Pocket™ 64mm Tool Carry · 32.95
- Flat Out Hat · 29.95 · out of stock
- Eflator™ Valve Chuck Upgrade · 10.47
- Cedrus Foil Tool · 54.95
- MTB Field Guide™ · 5.95
- Roundhouse Belt™ · 34.97
- Workbench Wrench · 19.95
- Nut Jobs™ Tubeless Valve Stems · 31.95
- All Time Belt™ · 49.95
- Wheelie Whip™ · 45.95
- Dynaplug® / Wheelie Wrench™ Pro / Hans Rey Edition · 79.95
- The Kraken · 34.95 · out of stock
- Metal Tools Tee · 20.76
- Logo Tee · 21.56
- Wheelie Wrench™ · 35.95
- Powder Pliers™ · 39.95
- Snow Sheath Keychain · 14.95
- Driver No 1 · 59.95
- MTB Field Kit™ · 84.95
- Roundhouse Tool™ · 19.95
- Only Fools Tee · 21.56
- Surf Cloak Keychain · 14.95
- Strap On Tool Holster · 24.95
- Board Sword™ Pro · 27.95
- Beer Bike Keychain · 14.95
- All Out Belt™ · 24.47
- Wheelie Wrench X Dynaplug® · 49.95
- Wheelie Wrench™ Pro · 54.95
- Eflator™ Mini Digital Tire Pump · 99.95
- Eflator™ Digital Tire Pump · 79.95
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fixmfg
Cite this score: Engagemii (2026). "AEO Score for Fix MFG." Retrieved from https://engagemii.com/aeo/brands/fixmfg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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