AI Visibility Scorecard
Derby Dust
Unclaimed
derbydust.com · E-commerce
Borderline visible. AI bots can crawl Derby Dust, 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 6 times
Claude · Perplexity · Meta AI
#25,570 of 739,197 in E-commerce for AI visibility
12
5
AEO Visibility
iBorderline · 4.7/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About Derby Dust
from our crawl and measurement
Derby Dust is a business whose own site puts it this way: "Explore Derby Dust for top-quality pinewood derby car kits, parts, and tips. We offer custom-built cars, weights, wheels, and speed supplies to help you race to victory." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), PerplexityBot and Meta AI.
Industry · E-commerce
Last scored · Oct 25, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
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
Fair
Established authority for your domain.
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 4.7/10, Derby Dust is crawlable but under-signaled - fixable, and the signals above are where to start.
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Picked for Derby Dust: How-To
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 Derby Dust.
Derby Dust lists 253 products, 233 in stock, priced 0.35 to 190.00.
Show all 253 products
- Pinewood derby slab block - Rough Cut · 0.35
- Pinewood Axle Drill Guide 2.0 · 39.95
- 3D Printable Vigilante Wing Car Body STL – Digital Download for Pinewood Blocks · 5.95
- 3D Printed Tank Destroyer Body Kit Digital STL File Download (No Physical Item) · 5.95
- Derby Dust 3D-Printed Vigilante Wing Pinewood Body Kit · 20.95
- 3D-Printed Pinewood Tank Destroyer Body Kit · 20.95
- Pine Wood Car Weight Brick – Mini Figure Style Block · 5.95
- Build-On Brick Plate for Pinewood Racer Base – 3D Printed Compatible Mount · 2.95
- 3D Printed Pine wood Spoilers – STL Digital Download · 1.95
- 3D Printed Spoilers – Pinewood Car Aesthetic Add-Ons · 1.49
- Pinewood Derby® 3D-Printed Fenders – Aerodynamic with Spoiler (Digital STL File) · 1.95
- Pinewood Derby® 3D-Printed Fenders – Aerodynamic with Spoiler · 5.95
- Pinewood Derby Car Body – 3D Print STL FILE Drag Dragster Funny Car · 5.95
- Pinewood Derby Drag Dragster Funny Car - 3D Printed · 15.95
- Micro Applicator Wheel Bore Brushes · 2.95
- Pinewood League Car Kit – Stinger · 47.95
- Pinewood Derby 3D Printed Fenders – Full Skirt · 4.95
- Pinewood Derby 3D Printed Fenders – Dual Fenders STL File · 1.95
- Pinewood Derby 3D Printed Fenders – Dual Fenders · 4.95
- Pinewood Derby 3D Printed Fenders – Stinger STL File · 1.95
- Pinewood Derby 3D Printed Fenders – Stinger · 4.95
- Pinewood Derby Car Body – 3D Print STL FILE Mini Van · 5.95
- Pinewood Derby Race Car Body – 3D Print Body Mini-Van · 15.95
- TEST · 1.99
- Pinewood Derby Car Body – 3D Print STL FILE Formula One (F1) · 5.95
- Pinewood Derby Race Car Body – 3D Print Body F1 · 15.95
- Pinewood Derby 3D Printed Panel Kit STL FILE ONLY · 1.95
- Pinewood Derby Car Panel Body Kit – 3D Print · 7.95
- Pinewood Derby Car Body – 3D Print STL FILE Mad Max Interceptor · 5.95
- Pinewood Derby Car Body Kit – 3D Print Mad Max Interceptor · 20.95
- Pinewood Derby Pinewood Derby Car Body – 3D Print STL FILE Body Cyber Truck · 5.95
- Pinewood Derby Car Body – 3D Print Body Cyber Truck · 15.95
- Pinewood Derby Car Body – 3D Print STL FILE Step Side Truck · 5.95
- Pinewood Derby Car Body Kit – 3D Print Step Side Truck · 20.95
- Pinewood Derby Hyper Super Car Body – 3D Print STL FILE · 5.95
- Pinewood Derby Hyper Super Car Body – 3D Print Body MK10 · 15.95
- Pinewood Derby 3D Printed Full Skirt Fenders – STL File Download · 1.95
- Back to Basics Pinewood Car Body – Buggy by Derby Dust® · 13.95
- Back to Basics Pinewood Car Body – Truck by Derby Dust® · 13.95
- Back to Basics Pinewood Car Body – Wedge by Derby Dust® · 11.95
- Pinewood Car Inspection Box – Official Dimension Gauge · 9.95 · Pinewood Derby Tools
- Pinewood Derby 3D Printed Body Kit STL FILE ONLY · 1.95
- Pinewood Derby Speed Wheels - Lightly Machined · 19.95 · Pinewood Derby Fast Speed Wheels
- Pinewood Derby Speed Wheels - 1.180" Factory Select Mold Match · 5.59 · out of stock
- Venner Top for Pinewood Derby Car · 1.65
- Pinewood Derby 3D Printed Fenders STL FILE ONLY · 1.95
- Pinewood Derby 3D Printed Fenders · 4.95
- Pinewood Derby Canopy STL File ONLY · 1.95
- Pinewood Derby Car Body – 3D Print STL Body Hot Rod · 5.95
- Pinewood Derby Car Body – 3D Print Body Hot Rod · 20.95
- Pinewood Derby Car Axle Guard · 3.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Car Body – 3D Print Body Rainbow Bug Buggy · 15.95
- Pinewood Derby Car Body – 3D Print STL Body Rainbow Bug Buggy · 5.95
- Pinewood Derby Car Body – 3D Print Body FORD GT · 15.95
- Pinewood Derby Car Body – 3D Print STL Body FORD GT · 5.95
- Pinewood Derby Car Pinewood Derby Trophy Truck Off-Road 3D PARTS · 7.95
- Pinewood Derby Car Pinewood Derby Trophy Truck Off-Road PARTS - STL FILE ONLY · 1.95
- Pinewood Derby Complete Car Kits --- Trophy Truck Off-Road · 50.95
- Pinewood Derby Body Trophy Truck Off-Road · 14.95
- Pinewood Derby Center Gravity Mass Test Stand · 8.95
- Pinewood Derby Car Body – 3D Print Body Pink Girl Powder Puff Racer · 20.95
- Pinewood Derby Car Body – 3D Print STL Body Pink Girl Powder Puff Racer · 5.95
- Stealth Sleeper Pinewood Derby Car · 24.95
- Perfect Pinewood Derby Speed Wheels (x4 wheels) · 79.95 · out of stock · Pinewood Derby Fast Speed Wheels
- Pinewood Derby Car Body – 3D Print STL Body Fire Truck · 5.95
- Pinewood Derby Car Body – 3D Print Body Fire Truck · 20.95
- Pinewood Derby Car Body – 3D Print Body Porsche · 15.95
- Pinewood Derby Car Body – 3D Print Body Corvette · 15.95
- Pinewood Derby Car Body – 3D Print STL Body Porsche · 5.95
- Pinewood Derby Car Body – 3D Print STL Body Corvette · 5.95
- Pinewood Derby Scale Caddy - Help measure pinewood derby Car · 4.95
- Pinewood Derby Canopy · 4.95
- Pinewood Derby Wheel Wobble Test Stand Tool · 4.95
- Pinewood Derby Axle Install and Wheel Remover · 1.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Mini Center Gravity Mass Test Stand · 1.95
- Pinewood Builder's Tool Pack · 25.95
- Pinewood Derby Center Gravity Mass Test Stand · 9.95
- Pinewood Axle Drill Guide - H03S · 14.95
- Pinewood Slot Drill Guide · 3.95
- Pinewood Wheel Shaver Mini With Measuring Gauge · 21.95
- B2B Pinewood Car Kit · 39.95
- Pinewood League Car Kit - Model B · 50.95
- Pinewood Pro-Body Jig · 47.95
- Pinewood Pro Body Slotter · 16.95
- Pinewood Under Glow Lights · 9.95 · out of stock
- Pinewood Headlight Tail Light · 9.95
- Pinewood Wheel Fenders Flares Fins · 16.95
- Pinewood 1/4" Wafer Block · 2.99
- Pinewood League Car Kit - Model A · 50.95
- Pinewood Weight Drill Guide · 15.95
- Pinewood Master Tool Pack · 190.00
- Pinewood Wheel Bore Sealant · 7.95
- Pinewood Derby Wheel Inspection Gauge Go / No-Go · 10.95
- Pinewood Derby Tool Pack · 75.95
- Pinewood Axle Polishing Kit · 20.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Axle Sand Paper · 9.95
- Pinewood Derby Wheel Pro Bore Wax · 5.95
- 1 GRAM BSA Pinewood Wheels Derby Racing Speed · 31.95 · Pinewood Derby Fast Speed Wheels
- Pinewood Derby Car Kit - Plank · 93.95
- Pinewood Derby Car Kit - Flat Head · 93.95
- Pinewood Derby Car Kit - Heart Breaker · 43.95
- Pinewood Derby Car Kit - Bullet · 93.95
- Pinewood Derby Car Kit - Speedster · 93.95
- Pinewood Derby Car Kit - 5 Slot Wedge · 43.95
- Pinewood Derby Car Kit - Razor Wedge · 43.95
- Pinewood Derby Ultra Lite Car Body - Heart Breaker · 9.95
- Pinewood Derby Wafer Car - MaxDD · 13.95
- Pinewood Derby Wafer Car - Speedster · 13.95
- Pinewood Derby Wafer Car - Bullet · 13.95
- Pinewood Derby Complete Car Kits --- Canopy #8 · 43.95
- Pinewood Derby Complete Car Kits --- Ghost · 43.95
- Pinewood Derby Car Weight - Heart · 8.49
- Pinewood Derby Weights - Flat Weight Stick On · 5.95
- Pinewood Derby Pin Stripe Pinstriping - Big Number · 5.95
- Pinewood Derby B-Frame Car Body · 9.95
- Pinewood Derby Xframe Car Body · 9.95
- Pinewood Derby Ladder Car Body - Flathead · 9.95
- Pinewood Derby Ladder Car Body - Plank · 9.95
- Pinewood Derby Car Body Only | Light Weight --- "Canopy #8" · 9.95
- Pinewood Derby Body Ultra Lite Canopy Car - The Ghost · 9.95
- Wheel Mandrel Pinewood Derby Tool for Drill or lathe · 8.95
- Pinewood Derby Ladder Car Body - XL · 9.95
- Pinewood Derby Weight Flat Canopy - LEAD · 8.95
- Pinewood Derby Speed Wheels - ProStock With Coned Hub · 24.95
- Pinewood Derby Complete Car Kits --- Tornado · 93.95
- Pinewood Derby Body Ultra Lite Tornado · 13.95
- Pinewood Derby Ultra Lite Car Body --- "Canopy #7" · 9.95
- Pinewood Derby Complete Car Kits — "Fastest" Youtube Car with Weight · 93.95
- Pinewood Derby Speed Wheels - Derby Worx RSX RS · 31.95
- EZ Pinewood Derby Car Body - Slim Wedge · 16.95
- Pinewood Derby Complete Car Kits --- "Canopy #7" · 43.95
- Pinewood Derby Weight Block Square Rectangle- LEAD · 8.49
- Pinewood Axle Pin Vise Drill Accurate Holes Derby Car Body · 5.95
- Pinewood Derby XLITE Speed Wheels 1.5g - Derby Dust · 29.95
- Pinewood Derby Weight Canopy - LEAD Custom 20-60 grams · 7.49
- Pinewood Derby Weight Skull Canopy - LEAD · 8.49
- AWANA® Pinewood Derby Car Kit · 69.95 · out of stock
- Pinewood Derby Tungsten Disc Slotted · 39.95 · out of stock
- Derby Worx Pro Body Tool Axle Jig · 15.95 · PINEWOOD DERBY SPEED AXLES
- Titanium 2 Groove Axles - Titan Pro Pinewood Derby · 34.95 · PINEWOOD DERBY SPEED AXLES
- VIPER Pro 2 Groove Pinewood Derby Axle (x4 axles) · 18.95 · PINEWOOD DERBY SPEED AXLES
- JAVELIN Pro Pinewood Derby Axle · 18.95 · PINEWOOD DERBY SPEED AXLES
- Pro Pinewood Axle Bender · 89.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Speed Wheel - 2.05g · 24.95
- Pinewood Derby Complete Car Kits --- "Canopy #5" · 43.95
- Pinewood Derby Complete Car Kits --- "Canopy #3" · 43.95
- Pinewood Derby Complete Car Kits --- "Canopy #4" · 43.95
- Pinewood Derby 4 Groove Speed Axle (x4) · 15.95 · out of stock · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Grooved Speed Axle (x4) - 2 Grooves · 15.95 · out of stock · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Body Ultra Lite "Fastest" YouTube Car · 9.95
- Pinewood Derby Body Ultra Lite Canopy Car 3 · 9.95
- Pinewood Derby Body Ultra Lite Canopy Car 4 · 9.95
- Pinewood Rail Rider™ Car Kit · 51.95
- Pinewood Derby Complete Car Kit Talon with Canopy · 43.95
- Pinewood Derby Speed Axles Rail Rider Riding Bent · 22.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Tungsten Canopy Weight · 39.95 · out of stock
- Pinewood Derby Speed Wheels - Charlie Bravo 1.180"+ · 29.95
- Pinewood Derby Body Ultra Lite Mongoose - Razer · 9.95
- Pinewood Derby Body Ultra Lite talon · 9.95
- Pinewood Derby Tungsten Weights - Cubes · 24.95
- Awana ® Grand Prix Pinewood Derby Wheels · 39.95 · out of stock
- Pinewood Derby Axle Polishing Compound · 10.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Wheel Hub Shaver · 8.95
- Pinewood Derby Wheel Shaver -Pro-Wheel Shaver XT2 · 47.95
- Derby Worx Pro Hub Tool · 11.95
- Pinewood Derby Car Body Razor Slim Wedge Rough Cut · 7.95
- Ultra Light Lite Pinewood Derby Car Body Razor Wedge · 9.95
- Pinewood Derby Car Body ONLY --- Low Rider Rough Cut · 7.95
- Pinewood Derby Car Body ONLY --- Slim Wedge Rough Cut · 7.95
- Pinewood Derby Car Body ONLY --- "Physics Lecture" Rough Cut · 7.95
- Pinewood Derby Body Ultra Lite 5 Slot Wedge · 9.95
- Pinewood Derby Speed Wheels - Black Ops · 29.95
- Pinewood Derby Body Ultra Lite 7 Slot Wedge · 9.95
- Pinewood Derby Complete Car Kits --- Speed Swoop · 93.95
- EZ Pinewood Derby Car Body - Physics Lecture · 16.95
- TP7™ Tungsten Putty · 12.95
- Pinewood Derby Tungsten Cubes 3/16" · 14.95 · out of stock
- Pinewood Derby Incremental Tungsten Cylinders · 24.95 · out of stock
- Pinewood Derby EZ Car Kit · 52.95
- Pinewood Derby Complete Car Kits Warped Physics · 45.95
- Pinewood Derby Complete Car Kits Low Rider · 43.95
- Pinewood Derby Complete Car Kits 4 Hole · 49.95
- Pinewood Derby Complete Car Kits Mongoose · 93.95
- Pinewood Derby Complete Car Kits --- Wonder Wiggle · 49.95
- Pinewood Derby Car Body - Harley · 19.95
- Pinewood Derby Car Body ONLY ---Mongoose · 13.95
- Pinewood Derby Car Body - Wonder Wiggle · 19.95
- Pinewood Derby Car Body - Warped Physics · 19.95
- Ultimate Speed Wheel and Axle Kit · 49.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Axle File · 3.95
- Pinewood Derby Weight Canopy - LEAD · 8.49
- Pinewood Derby Car Body - Hour Glass · 19.95
- Pinewood Derby Car Body ONLY ---Low Rider · 18.95
- Pinewood Derby Car Body - Wish Bone · 19.95
- Pinewood Derby Car Body ONLY- Key Hole · 19.95
- Pinewood Derby Car Body - Speed Swoop · 14.95
- Pinewood Derby Car Body - 4 Hole · 19.95
- Pinewood Derby Decals Mulitple Pinstripe · 5.95 · out of stock
- Grand Stand - Adjustable Pinewood Car Display System · 26.95 · out of stock
- BSA Offical Axles 2 dozen (24x) · 2.49 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Car Body - Sole Runner · 19.95
- Pitstop · 9.95 · out of stock
- Pinewood Derby Car Precision Block · 5.95
- Pinewood Derby Car Bent Steer Axle - (x1) BSA · 6.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Car AWANA ® CLUB CHURCH Axles ONLY · 14.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Car Speed Wheels Set — BSA Customize it all · 19.95
- Pinewood Derby Car Fast Speed Axles - BSA · 19.95 · PINEWOOD DERBY SPEED AXLES
- Tungsten Putty · 13.95
- Pinewood Derby Car AWANA ® Grand Prix Steering axle · 6.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Polishing - Bore Spears · 3.95
- Pinewood Wheel Polish Kit · 7.95
- Pinewood Derby Complete Car Kits --- "Physics Lecture" · 45.95
- Pinewood Derby Speed Wheels - Derby Dust Asset Wheels · 24.95
- Pro Rail Rider Tool ™ Axle Center Rail Riding Canter Camber Bending Attachment · 14.95
- Pinewood Derby Axle Press Straightening Tool · 18.95
- Pinewood Derby Complete Car Kits --- "Wing" · 49.95
- 3 Wheel Rider Pinewood Derby Car Kit "Slim Wedge" · 45.95
- 3 Wheel Rider Pinwood Derby Car Kit "Physics Lecture" · 45.95
- Pinewood Derby Pro Axle Guide Install tool tools · 11.95 · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Speed Wheels - Derby Worx Pro Ultra-Lites · 45.95 · out of stock
- Pinewood Tuning Extraction Pliers · 24.95
- Pinewood Derby Car Wheel Axle Install Tool with Gap Gauge Gage · 16.95 · out of stock
- Pinewood Derby Speed Wheels - Derby Worx Pro Inertia-Lites · 36.95
- Pinewood Derby Pin Stripe Pinstriping - Silver 1/2" · 1.99
- Pinewood Derby Pin Stripe Pinstriping - White 1/2" · 1.99
- Pinewood Derby Pin Stripe Pinstriping - Black 3/8" · 1.99
- Pinewood Derby Wing Dovetail Car Body · 11.95
- Awana® Pinewood Derby Wing Dovetail Car Body · 24.95
- Awana® Pinewood Derby Big Wedge Car Body · 10.95
- Awana® Pinewood Derby Slim Wedge Car Body · 11.95
- Pinewood Derby Car Body - Super Slim Wedge · 10.95
- Awana® Pinewood Derby Car Speed Wheel Axle Set · 49.95 · out of stock · PINEWOOD DERBY SPEED AXLES
- Pinewood Derby Car BSA Axle and Wheel Set — Customize It All · 31.95 · PINEWOOD DERBY SPEED AXLES
- Awana® Pinewood Derby Physics Car Body · 14.95
- Pinewood Derby Car Body - Physics Lecture · 14.95
- Pinewood Derby Car Body ONLY --- Big Wedge · 10.95
- Pinewood Derby Complete Car Kits — SUPER Slim Wedge · 43.95
- Ultra Fine Carnauba Wax Reloading Bullet Coating · 11.95
- Pinewood Derby Complete Car Kits --- Big Wedge · 39.95
- Pinewood Derby Complete Car Kits --- "Harley" · 43.95
- Pinewood Derby Car Performance Oil Lube -PROL · 11.95
- Reloading Tungsten Disulfide WS2 Powder · 9.95 · out of stock
- Reloading Molybdenum Disulfide · 9.95 · out of stock
- Reloading Hex-Boron Nitride (hBN) Powder · 9.95
- Pinewood Derby Pipe Cleaner - Cotton Applicators buff polish · 2.49
- Pinewood Derby Car Gap Gauge Perfect Gap™ Wheel Tool · 1.99
- Pinewood Derby Dry Lube BSA Axle and Wheel Set · 29.95 · PINEWOOD DERBY SPEED AXLES
- PInewood derby car axle wheel Drill Bit size #44 · 1.55
- Tungsten Disulfide WS2 Powder · 10.95 · out of stock
- Molybdenum Disulfide · 10.95
- Hex-Boron Nitride (hBN) Powder · 9.95
- Graphite -325 mesh Pinewood Derby Fishing Reels Lube Additive · 6.95
- Pinewood Derby Car Graphite Derby Dust ™ Dry Lube · 5.95
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/derbydust
Cite this score: Engagemii (2026). "AEO Score for Derby Dust." Retrieved from https://engagemii.com/aeo/brands/derbydust
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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