GEO AUDIT  ·  BRAND-ONLY

Motor Cores.

A look at how Motor Cores is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Sitemotorcores.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJuly 7, 2026  ·  by AUQ
AI Visibility Score
14
out of 100. Absent band. Motor Cores is cited in 0 of 33 AI answers. It is absent on Dc Gear Motors, Sensor Modules, Development Boards.
Verified AI Overview citations
0
Motor Cores's brand is cited in 0 of the 33 AI-answer queries we tested.
AI answer trigger rate
85%
Google's AI answer box fires on 33 of 39 tracked queries.
Citation rate when AI answers
0%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Motor Cores scores 14 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Motor Cores is cited in 0 of 33 AI answers. It is absent on Dc Gear Motors, Sensor Modules, Development Boards.

AI answers fire on 85% of tracked queries, yet Motor Cores is quoted in only 0% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
14
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear85 / 100
  • Inclusion in category answers30 / 100
  • Quality of placement when cited30 / 100
  • How AI describes the brand33 / 100
  • Topic coverage breadth0 / 100
  • Your pages being quoted0 / 100
Work with AUQ

We don't hand you a report and walk away. We execute it.

AUQ is an execution team, not a consultancy. We ship the fixes, content, and citations this audit calls for — and we work month-to-month, so we re-earn the engagement every 30 days.

Start with a month → No long-term contracts
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
Stepper MotorsPartialpositioning
Motor CoresPartialcomparison
Dc Gear MotorsInvisiblepositioning
Sensor ModulesInvisiblepositioning
Development BoardsInvisiblepositioning
Electronic ComponentsInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Motor Cores appears on 0 of 6 themes.

Solution Aware. Owned on few; absent on Dc Gear Motors, Sensor Modules, Development Boards.

Alternatives. 10 themes name the brand without citing it; 23 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
33
85% of tracked queries trigger an AI Overview.
Times brand cited
0
0% citation rate when AI answers.
Total brand mentions
10
Across all observed AI responses.
Case Studies

This playbook has already worked. Here's the proof.

Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

1,000+ Fraud.net AI citations earned in 6 months through GEO prompt research and content automation. Read the case study → +173% Microblink Organic traffic growth from technical SEO, content automation, and GEO-focused linkbuilding. Read the case study → +30,000 AKOOL Visits in 6 months via technical optimizations and content strategy we executed end-to-end. Read the case study → +200% DeepInfra Technical blog traffic growth from a blog redesign, author training, and SaaS linkbuilding. Read the case study →
Get results like these for Motor Cores → See all case studies
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means Motor Cores's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryTypeMotor Cores in the AI answerTop sources cited
best stepper motorsPositioningNamed, not citedreddit.com, youtube.com, forum.duet3d.com
stepper motors vendorsPositioningNo AI answer
stepper motors solutionsPositioningNamed, not citedelectrocraft.com, orientalmotor.com, youtube.com
stepper motors softwarePositioningNamed, not citedpololu.com, youtube.com, nanotec.com
stepper motors platformPositioningNamed, not citedpi-usa.us, learn.adafruit.com, youtube.com
top stepper motors providersPositioningNamed, not citedkollmorgen.com, vic-motor.com, faulhaber.com
stepper motors comparisonPositioningNamed, not citedreddit.com, orientalmotor.com, actuonix.com
best dc gear motorsPositioningAbsentbodine-electric.com, youtube.com, tsinglinmotor.com
dc gear motors vendorsPositioningAbsentprecisionmicrodrives.com, justdial.com, grainger.com
dc gear motors solutionsPositioningAbsentprecisionmicrodrives.com, electricmotor.company, youtube.com
dc gear motors softwarePositioningAbsentcommunity.robotshop.com, youtube.com, speedgoat.com
dc gear motors platformPositioningAbsentyoutube.com, amazon.com, surpluscenter.com
top dc gear motors providersPositioningAbsentreddit.com, motion.com, bodine-electric.com
dc gear motors comparisonPositioningAbsentus.sumitomodrive.com, islproducts.com, zddriver.com
best sensor modulesPositioningNo AI answer
sensor modules vendorsPositioningAbsentescaperoomsupplier.com, sunfounder.com, symmetryelectronics.com
sensor modules solutionsPositioningAbsentframos.com, store.rakwireless.com, teledynevisionsolutions.com
sensor modules softwarePositioningAbsentstore.rakwireless.com, framos.com, edge-ai-vision.com
sensor modules platformPositioningAbsentframos.com, store.rakwireless.com, hcie.csail.mit.edu
top sensor modules providersPositioningAbsentmeskernel.com, straitsresearch.com, simplybuyglobal.com
sensor modules comparisonPositioningAbsentcommunity.home-assistant.io, arduino.stackexchange.com, airgradient.com
best development boardsPositioningAbsentreddit.com, electromaker.io, youtube.com
development boards vendorsPositioningAbsentultralibrarian.com, riscv.org, sparkfun.com
development boards solutionsPositioningNo AI answer
development boards softwarePositioningAbsentmikroe.com, youtube.com, digikey.de
development boards platformPositioningAbsentsparkfun.com, sciencedirect.com, utmel.com
top development boards providersPositioningAbsentreddit.com, sparkfun.com, electromaker.io
development boards comparisonPositioningAbsentreddit.com, electromaker.io, sparkfun.com
best electronic componentsPositioningNo AI answer
electronic components vendorsPositioningNo AI answer
electronic components solutionsPositioningNo AI answer
electronic components softwarePositioningAbsentultralibrarian.com, reddit.com, forum.allaboutcircuits.com
electronic components platformPositioningAbsentdigikey.com, octopart.com, vyrian.com
top electronic components providersPositioningAbsentreddit.com, supplychainconnect.com, ultralibrarian.com
electronic components comparisonPositioningAbsentblog.thedigisource.com, erieit.edu, octopart.com
alternatives to Motor CoresComparisonNamed, not citedelectronics.stackexchange.com, reddit.com, diyelectriccar.com
Motor Cores vs SparkFunComparisonNamed, not citedcommunity.particle.io, learn.sparkfun.com, reddit.com
Motor Cores vs AdafruitComparisonNamed, not citedyoutube.com, core-electronics.com.au, forums.adafruit.com
Motor Cores vs DigiKeyComparisonNamed, not citeddigikey.com, lowpowerlab.com, connectorsupplier.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 100% of AI-answer queries

Motor Cores is cited in 0 of the 33 AI answers we triggered.

02

AI misreads the category

Motor Cores presents as stepper motors, DC gear motors, sensor modules, development boards, electronic components. AI Overviews cite it on few queries and it is absent on Dc Gear Motors, Sensor Modules, Development Boards.

TOP THREE MOVES
01

Win presence on Dc Gear Motors

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

Stepper Motors

Unique India Sales Up to 20% off on everyday Shop Now Delivery on next day from 08:00 AM to 08:00 PM en  English தமிழ் हिन्दी বাংলা English தமிழ் हिन्दी বাংলা en ta hi bn ₹ INR  INR (₹) USD ($) INR (₹) USD ($) INR USD Storemotorcores.com, 2026

Differentiators it leads with: Stepper Motors, Arduino Sensors, Stepper Motors, DC Gear Motors.

What Google's AI says

Limited AI Overview presence

Rarely cited as a source in AI answers.
Appears alongside youtube.com, reddit.com, google.com.
The core gap
Motor Cores presents as stepper motors, DC gear motors, sensor modules, development boards, electronic components. AI Overviews cite it on few queries and it is absent on Dc Gear Motors, Sensor Modules, Development Boards.
Words AI uses for the brand
none surfaced
The brand's own pillars that AI omits
Dc Gear MotorsSensor ModulesDevelopment BoardsCited source on vendor and comparison queries
WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com24Cited on 24 of the queries we tested.
reddit.com19Cited on 19 of the queries we tested.
google.com14Cited on 14 of the queries we tested.
sparkfun.com7Cited on 7 of the queries we tested.
amazon.com6Cited on 6 of the queries we tested.
facebook.com6Cited on 6 of the queries we tested.
electromaker.io6Cited on 6 of the queries we tested.
adafruit.com5Cited on 5 of the queries we tested.
digikey.com5Cited on 5 of the queries we tested.
utmel.com5Cited on 5 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Motor Cores is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of Motor Cores on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 24 of the tested queries.
reddit.comCited on 19 of the tested queries.
google.comCited on 14 of the tested queries.
sparkfun.comCited on 7 of the tested queries.
amazon.comCited on 6 of the tested queries.
facebook.comCited on 6 of the tested queries.
electromaker.ioCited on 6 of the tested queries.
adafruit.comCited on 5 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Motor Cores is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Dc Gear Motors, Sensor Modules, Development Boards.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.