AI Visibility Scorecard
The Layer Laboratory
thelayerlaboratory.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl The Layer Laboratory, 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 1 times
Claude
#168,890 of 268,060 in Manufacturing & Industrial for AI visibility
60
AI Naming Predictability
iLikely to be named · 60/100
4
AEO Visibility
iBorderline · 4.3/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About The Layer Laboratory
from our crawl and measurement
"The Layer Laboratory: A dynamic additive manufacturing enterprise. Providing practical solutions to real problems with unique & innovative products. UK stock. Free UK Delivery." That is how The Layer Laboratory introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 4.3/10, The Layer Laboratory is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Layer Laboratory
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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 The Layer Laboratory.
The Layer Laboratory lists 142 products, 76 in stock, priced 6.00 to 149.00.
Show all 142 products
- Protective Sleeve Hard Shell Case for XMAX V4 Pro · 13.00
- KT-LCD8SU Colour LCD Display Meter Panel for KT Series Controllers 24/36/48V USB · 81.00
- Protective Sleeve Hard Shell Case for XMAX V3 Pro · 13.00
- DC Step Down Buck Converter 12V 24V 36V 48V (11-60V) to 5V 3A USB C Adapter · 18.00 · out of stock
- Rugged Smell Proof Case for XMAX V4 Pro - Heavy Duty Odour Proof · 19.00
- Universal Double-Sided Electric Bike Battery Pin Cover for Bosch eBikes (1pc) · 8.00
- Smell Proof Case for XMAX V3/V4 Pro Dosing Capsules Odour Proof · 10.00
- XMAX V3 Nano Packing & Scoop Tool (4pcs) · 7.00
- XMAX V3/V4 Pro Packing & Scoop Tool (4pcs) · 8.00
- Threaded Panel Mount Housing for EC5 Connector Male & Female · 13.00
- Threaded Panel Mount Housing for XT90 & XT90-S Connector Male & Female · 13.00
- Minirig 1/2/3/4 Cup Holder Mount Stand Adapter · 20.00
- Minirig MINI 1/2 Cup Holder Mount Stand Adapter · 19.00
- Minirig MINI 1/2 Adhesive Car Dashboard Mount Holder Stand · 19.00
- Minirig 1/2/3/4 Adhesive Car Dashboard Mount Holder Stand · 20.00
- Protective Sleeve Hard Shell Case for XMAX V3 Nano · 10.00
- 130cm Julet 9Pin Waterproof Extension Cable for Brushless Hub Motor to KT Controller · 19.00
- E-Bike 3 Pole Motor Controller Wire Connection Junction Box Insulation Connector · 9.00 · out of stock
- Speaker Stand for 2x Minirig (full-size & Mini) & Minirig Subwoofer 2.1 Channel · 22.00
- Universal Mount for Minirig Subwoofer Speaker Compatible with GoPro Mounts & Clamps · 21.00
- Solid 3-Position Speaker Stand for Minirig MINI 1/2 - HEAVY DUTY · 22.00
- Solid 3-Position Speaker Stand for Minirig 1/2/3/4 (full-size) - HEAVY DUTY · 26.00
- Minirig MINI 1/2 Speaker Bungee & Belt Clip Mount Holder · 18.00
- Minirig 1/2/3/4 Speaker Bungee, Belt Clip & Screw Mount Holder · 19.00
- Low-Profile 3-Position Speaker Stand for Anker Soundcore Mini 3 Holder Mount · 11.00
- Low-Profile 3-Position Speaker Stand for Sony SRS-XB13 / SRS-XB100 Holder Mount · 11.00
- Solid GOLD EDITION 3-Position Speaker Stand for Minirig MINI 1/2 · 34.00
- Solid GOLD EDITION 3-Position Speaker Stand for Minirig 1/2/3/4 (full-size) · 41.00
- 4-Way Threaded Panel Mount Housing for Anderson Powerpole Connector PP15 PP30 PP45 · 18.00
- Threaded Panel Mount Housing for XT60 Connector Male & Female · 10.00
- Threaded Panel Mount Housing for Anderson Powerpole Connector PP15 PP30 PP45 · 10.00
- 2-Way Threaded Panel Mount Housing for Anderson Powerpole Connector PP15 PP30 PP45 · 13.00
- XMAX V3 Nano Accessory Pack · 27.00
- XMAX V3 Nano Herb Filling Funnel · 8.00
- Charging Dock for XMAX V3 Nano USB C · 14.00
- Rugged Smell Proof Case for XMAX V3 Nano Heavy Duty Odour Proof · 15.00
- Hanger Wall Mount Stand for Minirig MINI 1/2 Speaker · 17.00
- Hanger Wall Mount Stand for Minirig 1/2/3/4 Speaker · 18.00
- Glass Shower Multi Hook Single / Double Non-Marking Towel Robe Hanger · 9.00
- Glass Shower Long Double Hook Heavy-Duty Non-Marking Towel Robe Dressing Gown Hanger · 8.00
- XMAX V3 Pro Accessory Pack · 34.00
- XMAX V3/V4 Pro Herb Filling Funnel · 9.00
- Low Profile Minirig 1/2/3/4 3-Position Speaker Stand Holder Mount · 11.00
- Low Profile Minirig MINI 1/2 3-Position Speaker Stand Holder Mount · 10.00
- Speaker Stand for Minirig (full-size & Mini) & Minirig Subwoofer 1.1 Channel · 19.00
- Battery Pin Cover for HAILONG Receiver Cradle Terminals 4 5 6 Pins Electric Bike · 7.00
- 3-Position Speaker Stand for Anker Soundcore Mini 3 Holder Mount · 13.00
- Electric Bike Battery Pin Cover for Bosch eBike Smart System 3 (BES3) Bikes · 7.00
- Universal Mount for Minirig MINI 1/2 Speaker Compatible with GoPro Mounts & Clamps · 24.00
- 3-Position Speaker Stand for Minirig MINI 1/2 · 13.00
- Rugged Smell Proof Case for XMAX V3 Pro - Heavy Duty Odour Proof · 19.00
- Universal Mount for Minirig 1/2/3/4 (full-size) Speaker Compatible with GoPro Mounts & Clamps · 25.00
- Charging Dock for XMAX V3 Pro USB C · 14.00
- 3-Position Speaker Stand for Sony SRS-XB13 / SRS-XB100 Holder Mount · 14.00
- 3-Position Speaker Stand for Minirig 1/2/3/4 (full-size) · 14.00
- Brushless DC Motor Cable 500-600W (3*2.0mm motor phase + 5pcs hall sensor wire) · 21.00
- Plastic Cover for Bafang Mid-Drive BBS01B BBS02B Motor Secondary Gear Reduction · 31.00 · out of stock
- Hub Motor Axle Hardware Set 12mm Lock Nut + Cap + Anti-Rotation Washer + Washer · 11.00
- Retention Clips for Anderson Powerpole Connectors PP15/30/45 10pcs · 6.00
- DC 48V-120V to 12V 15A 180W Weatherproof Voltage Step Down Buck Converter · 19.00
- Bosch Electric Bike Removable LCD Display Mount Cover for Nyon Gen 2 E-Bike · 10.00
- KT-LCD8HU Colour LCD Display Meter Panel for KT Series Controllers 24/36/48V USB · 130.00 · out of stock
- Wuxing DK11 Light & Horn Handlebar Switch for KT Controllers · 13.00
- Waterproof 5-pin Julet to JST-SM KT LCD Display Adapter Converter Cable Ebike · 18.00 · out of stock
- PAS Circuit Board Replacement for Bafang 8FUN BBS01 / BBS02 / BBSHD Mid-Drive · 40.00 · out of stock
- Brushless DC Motor Cable 500-800W (3*2.5mm motor phase +5pcs hall sensor wire) · 23.00 · out of stock
- Electric Bike Battery Pin Cover Cover for Bosch Active / Performance Bikes · 7.00
- KT-LCD Display Replacement Button Assembly Mounting Bracket Repair · 7.00
- Electric Bike BZ-10C 10 Magnet PAS Pedal Assist Sensor for Hollowtech Crankset · 19.00
- KT-LCD4 LCD Display Meter Panel for KT Series Controllers 24/36/48V · 57.00 · out of stock
- Sensored Brushless Motor Controller 36V/48V 1000W 9-FET 25A KT Sine Wave · 88.00 · out of stock
- Sensored Brushless Motor Controller 48V 1500/2000W 18-FET 45A KT Sine Wave · 149.00 · out of stock
- Sensored Brushless Motor Controller 48V 1000/1500W 12-FET 30A KT Sine Wave · 115.00 · out of stock
- 60/130/160cm Julet 9 Pin Waterproof Extension Cable Connector for Brushless Motor · 17.00 · out of stock
- 50cm Julet 9Pin Waterproof Extension Cable for Brushless Hub Motor to KT Controller · 13.00
- Threaded Panel Mount Housing & Cover for MT60 Connector Male & Female · 10.00
- Speed Sensor Extension Wire Cable 40cm Bafang 8fun BBS01 BBS02 BBSHD Mid Drive · 21.00 · out of stock
- Bosch Electric Bike Removable LCD Display Mount Cover for Intuvia Nyon Gen 1 E-Bike · 7.00
- Extended Bafang BBS Speed Sensor Mounting Bracket Extension · 6.00
- 24x Bafang Brake Sensor Wire / Cable Clips · 6.00
- Electric Bike KT-V6 Easy Fitting PAS Pedal Assist Sensor Cadence Speed Ebike · 17.00 · out of stock
- Sensored Brushless Motor Controller DC 24V/36V 250W 6-FET 15A KT Sine Wave · 65.00 · out of stock
- Sensorless Brushless Motor Controller DC 24V/36V 250W 6-FET 15A KT Square · 67.00 · out of stock
- Sensorless Brushless Motor Controller DC 36V/48V 500W 9-FET 20A KT Square · 72.00 · out of stock
- Sensorless Brushless Motor Controller DC 36V/48V 1000-1500W 12-FET 35A KT Square · 95.00 · out of stock
- KT-LCD5 LCD Display Meter Panel for KT Series Controllers 24/36/48V · 45.00 · out of stock
- 2x Drop Bars Racing Handlebar Adapter Bracket for Throttle / Button / Switch · 11.00
- Brushless DC Motor Cable 1000-1500W (3*3.0mm motor phase +5pcs hall sensor wire) · 29.00 · out of stock
- Sensored Brushless Motor Controller DC 36V/48V 500W 6-FET 20A KT Sine Wave · 75.00 · out of stock
- KT-LCD3 LCD Display Meter Panel for KT Series Controllers 24/36/48V · 68.00 · out of stock
- Universal 14mm Torque Arm Set For E-Bike Electric Bike Front or Rear Wheel · 22.00 · out of stock
- Left Thumb Throttle for Bafang BBS01 BBS02 BBSHD Mid Drive Electric Bike Ebike · 26.00 · out of stock
- Bafang 8fun 100cm 3-Pin Throttle Brake Gear Sensor Higo Extension Cable for BBS01 BBS02 BBSHD · 13.00 · out of stock
- Hydraulic / Mechanical Brake NC Sensor Switch Cable for Electric Bike 2-Wire · 12.00
- Low Profile Half Twist Throttle for Bafang BBS01 BBS02 BBSHD Right Hand · 27.00 · out of stock
- Bafang 8Fun Programming USB to TTL Cable Lead for BBS01 BBS02 BBSHD · 22.00 · out of stock
- Y-Splitter 1T2 3-Pin Cable for Gear Sensor Brake Bafang 8Fun BBS01 BBS02B BBSHD Higo · 13.00
- Wuxing Thumb Throttle Both Ways Right or Left Hand Electric Bike Ebike Scooter · 13.00 · out of stock
- Wuxing 108x Right Thumb Throttle Electric Bike Ebike Scooter · 17.00 · out of stock
- Wuxing 108x Left Thumb Throttle Electric Bike Ebike Scooter · 17.00
- Wuxing 49PDD Electric Bike E-bike Mechanical Brake Short Lever Pair Cutout · 31.00 · out of stock
- Wuxing 47PDD Electric Bike E-bike Mechanical Brake Lever Pair Cutout · 23.00
- Thumb Throttle for Bafang BBS01 BBS02 BBSHD Mid Drive Kits Right or Left Hand · 26.00 · out of stock
- Speed Sensor for Bafang 8Fun BBS01 BBS02 BBSHD Mid Drive Motor Electric Bike · 26.00 · out of stock
- Hidden Wire Brake Sensor Inline Switch HWBS for Electric Bike Ebike · 22.00 · out of stock
- Handlebar Light Horn On/Off Signal Indicator Switch Electric Bike Motorcycle · 13.00 · out of stock
- Electric Bike Right Hand Half Twist Throttle w/ Momentary Button Switch Ebike · 25.00 · out of stock
- Electric Bike Right Hand Half Twist Throttle Ebike Scooter · 19.00 · out of stock
- Electric Bike Left Hand Half Twist Throttle Ebike Scooter · 19.00 · out of stock
- Electric Bike Hall Effect Wheel Speed Sensor Pickup Ebike 3-Pin · 16.00 · out of stock
- Electric Bike 12 Magnet PAS Pedal Assist Sensor Cadence Speed Ebike V12-50 · 20.00 · out of stock
- Electric Bike 12 Magnet Easy Fitting Split PAS Pedal Assist Sensor Cadence Speed · 27.00 · out of stock
- Electric Bike 12 Magnet / Signal Easy Fitting PAS Pedal Assist Sensor Cadence · 17.00 · out of stock
- DC 36V 48V 60V 72V - 12V 10A Weatherproof Voltage Converter Electric Vehicle · 18.00 · out of stock
- Brushless DC Motor Cable 250-350W (3*1.5mm motor phase + 5pcs hall sensor wire) · 19.00
- Black AMASS MT60 3-Pole 3.5mm Brushless Motor RC Pair Connector Plug Socket 60A · 7.00
- Bafang BBS Tool for Mid Drive Installation 8fun BBS01 BBS02 BBSHD Lockrings · 19.00 · out of stock
- Bafang 8fun 100cm 5-Pin LCD Display Higo Extension Cable for BBS01 BBS02 BBSHD · 13.00
- Bafang 1T4 Wiring Harness Cable for BBS01 BBS02 BBSHD mid-drive motor kits Higo · 26.00 · out of stock
- AMASS MT60 3-Pole 3.5mm Brushless Motor ESC RC Pair Connector Plug Socket 60A · 7.00 · out of stock
- 9 Pin Julet Waterproof Cable Male/Female Connector Pair for DC Brushless Motor · 33.00 · out of stock
- 80A DC Circuit Breaker MCB Solar Fuse 250v Single Pole 1P Ebike TOB1Z-125 C80 · 22.00 · out of stock
- 7/8" 22mm Handlebar Momentary Switch Button Horn Regen Cruise for Electric Bike · 15.00
- 6x Bipolar Hall Effect Sensor 41F SS41 SH41 SS41F Electric Bike Motor Repair · 7.00 · out of stock
- 6A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C6 · 11.00 · out of stock
- 63A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C63 · 11.00 · out of stock
- 5x Hall Effect Sensor Linear Ratiometric 49E SS49E Electric Bike Throttle Repair · 6.00 · out of stock
- 40A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C40 · 11.00 · out of stock
- 3A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C3 · 11.00 · out of stock
- 32A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C32 · 11.00 · out of stock
- 2x Hydraulic Mechanical Brake Cut Off Sensor for Bafang 8fun BBS01 BBS02 BBSHD · 26.00 · out of stock
- 2x Hidden Wire Brake Sensor Inline HWBS for Bafang 8fun BBS01 BBS02 BBSHD Higo · 34.00 · out of stock
- 2x Electric Bike Hub Motor Axle Torque Anti-Rotation Washer 10x14mm (4mm thick) · 8.00 · out of stock
- 25A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C25 · 11.00 · out of stock
- 20A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C20 · 11.00 · out of stock
- 20 Pairs 4mm Gold Bullet Connectors Banana Plugs 20 Male + 20 Female RC 20x · 13.00 · out of stock
- 16A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C16 · 11.00 · out of stock
- 125A DC Circuit Breaker MCB Solar Fuse 250v Single Pole 1P Ebike TOB1Z-125 C125 · 22.00 · out of stock
- 10x Sets HXT 4mm Gold Bullet Connectors Banana Plugs Red Housing RC Car Plane · 18.00 · out of stock
- 10A DC Circuit Breaker MCB Solar Fuse 125v Single Pole 1P Ebike TOB1Z-63 C10 · 11.00 · out of stock
- 100A DC Circuit Breaker MCB Solar Fuse 250v Single Pole 1P Ebike TOB1Z-125 C100 · 22.00 · out of stock
- 1 Pair Amass XT90-S Anti-Spark Male Female Bullet Connectors Plugs 90A RC Lipo · 9.00 · out of stock
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thelayerlaboratory
Cite this score: Engagemii (2026). "AEO Score for The Layer Laboratory." Retrieved from https://engagemii.com/aeo/brands/thelayerlaboratory
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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