GEO AUDIT  ·  BRAND-ONLY

RidgeRun.

A look at how RidgeRun 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.

Siteridgerun.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 7, 2026  ·  by AUQ
AI Visibility Score
26
out of 100. Low band. RidgeRun is cited in 8 of 39 AI answers. It shows up on Gstreamer Development, Ridgerun. It is absent on Embedded Linux Development, Embedded Computer Vision, Nvidia Jetson Development.
Verified AI Overview citations
8
RidgeRun's brand is cited in 8 of the 39 AI-answer queries we tested.
AI answer trigger rate
100%
Google's AI answer box fires on 39 of 39 tracked queries.
Citation rate when AI answers
21%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

RidgeRun scores 26 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

RidgeRun is cited in 8 of 39 AI answers. It shows up on Gstreamer Development, Ridgerun. It is absent on Embedded Linux Development, Embedded Computer Vision, Nvidia Jetson Development.

AI answers fire on 100% of tracked queries, yet RidgeRun is quoted in only 21% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
26
Low band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%21 / 100
  • Inclusion in category answers 25%21 / 100
  • How AI describes the brand 20%33 / 100
  • Topic coverage breadth 20%33 / 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
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Embedded Linux Development

--> Embedded Linux Software Development Services - RidgeRun top of page About Support Blog Careers Our Process Supported SoC & Platforms NVIDIA Xilinx NXP Texas Instruments Qualcomm Hailo Industries Medical and Healthcare Robotics Agricridgerun.com, 2026

Differentiators it leads with: Embedded Linux Development, GStreamer Development, Embedded Computer Vision, NVIDIA Jetson Development.

What Google's AI says

Recognized in AI answers for Gstreamer Development, Ridgerun

Cited as a provider on Gstreamer Development, Ridgerun queries.
Appears alongside youtube.com, reddit.com, google.com.
The core gap
RidgeRun presents as embedded Linux development, GStreamer development, embedded computer vision, NVIDIA Jetson development, embedded video streaming. AI Overviews cite it on Gstreamer Development, Ridgerun and it is absent on Embedded Linux Development, Embedded Computer Vision, Nvidia Jetson Development.
Words AI uses for the brand
Gstreamer DevelopmentRidgerun
The brand's own pillars that AI omits
Embedded Linux DevelopmentEmbedded Computer VisionNvidia Jetson DevelopmentCited source on vendor and comparison queries
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
Gstreamer DevelopmentOwnedpositioning
RidgerunOwnedcomparison
Embedded Linux DevelopmentInvisiblepositioning
Embedded Computer VisionInvisiblepositioning
Nvidia Jetson DevelopmentInvisiblepositioning
Embedded Video StreamingInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: RidgeRun appears on 2 of 6 themes.

Solution Aware. Owned on Gstreamer Development, Ridgerun; absent on Embedded Linux Development, Embedded Computer Vision, Nvidia Jetson Development.

Alternatives. 0 themes name the brand without citing it; 31 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
39
100% of tracked queries trigger an AI Overview.
Times brand cited
8
21% citation rate when AI answers.
Total brand mentions
8
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.

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Get results like these for RidgeRun → 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 RidgeRun'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.

QueryRidgeRun in the AI answerTop sources cited
best embedded linux developmentAbsentreddit.com, linuxfoundation.org, stackoverflow.com
embedded linux development vendorsAbsentwindriver.com, linuxlink.timesys.com, konsulko.com
embedded linux development solutionsAbsentkonsulko.com, mistralsolutions.com, windriver.com
embedded linux development softwareAbsentjaycarlson.net, yoctoproject.org, reddit.com
embedded linux development platformAbsentwindriver.com, yoctoproject.org, youtube.com
top embedded linux development providersAbsentlynx.com, konsulko.com, crunch-is.com
embedded linux development comparisonAbsentreddit.com, connecteddev.com, qualcomm.com
best gstreamer developmentAbsentdiscourse.gstreamer.org, crates.io, gstreamer.freedesktop.org
gstreamer development vendorsCitedfluendo.com, ridgerun.com, youtube.com
gstreamer development solutionsCitedbytesnap.com, ridgerun.com, gstreamer.freedesktop.org
gstreamer development softwareAbsentgstreamer.freedesktop.org, en.wikipedia.org, youtube.com
gstreamer development platformCitedfluendo.com, discourse.gstreamer.org, forums.developer.nvidia.com
top gstreamer development providersCitedcollabora.com, centricular.com, fluendo.com
gstreamer development comparisonAbsentyoutube.com, discourse.gstreamer.org, gstreamer.freedesktop.org
best embedded computer visionAbsentlinkedin.com, embeddedcomputing.com, tenupsoft.com
embedded computer vision vendorsAbsentquora.com, versich.com, theimagingsource.com
embedded computer vision solutionsAbsentultralytics.com, embedcrest.com, clearview-imaging.com
embedded computer vision softwareAbsentreddit.com, nxp.com, coursera.org
embedded computer vision platformAbsentieeexplore.ieee.org, forums.developer.nvidia.com, linkedin.com
top embedded computer vision providersAbsentensun.io, quora.com, ventureradar.com
embedded computer vision comparisonAbsentyoutube.com, promwad.com, automate.org
best nvidia jetson developmentAbsentyoutube.com, jetson-ai-lab.com, wezom.com
nvidia jetson development vendorsAbsentseeedstudio.com, forums.developer.nvidia.com, openzeka.com
nvidia jetson development solutionsAbsentyoutube.com, embien.com, docs.nvidia.com
nvidia jetson development softwareAbsenten.wikipedia.org, developer.ridgerun.com, developer.nvidia.com
nvidia jetson development platformAbsentdeveloper.nvidia.com, en.wikipedia.org, instagram.com
top nvidia jetson development providersAbsentperidio.com, adlinktech.com, nvidia.com
nvidia jetson development comparisonAbsentsocketxp.com, medium.com, linkedin.com
best embedded video streamingAbsentreddit.com, youtube.com, learn.g2.com
embedded video streaming vendorsAbsentscalevista.com, inkryptvideos.com, apphitect.ae
embedded video streaming solutionsAbsentguidde.com, bitmovin.com, youtube.com
embedded video streaming softwareAbsentreddit.com, github.com, onestream.live
embedded video streaming platformAbsentyoutube.com, whatmore.ai, dacast.com
top embedded video streaming providersAbsentreddit.com, medium.datadriveninvestor.com, quora.com
embedded video streaming comparisonAbsentboxcast.com, trustradius.com, ibm.com
alternatives to RidgeRunCitedlinkedin.com, collabora.com, fluendo.com
RidgeRun vs CollaboraCiteddeveloper.ridgerun.com, collabora.com, reddit.com
RidgeRun vs BootlinCitedbootlin.com, ridgerun.com, shop.ridgerun.com
RidgeRun vs TimesysCitedridgerun.com, timesys.com, nxp.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 79% of AI-answer queries

RidgeRun is cited in 8 of the 39 AI answers we triggered.

02

AI misreads the category

RidgeRun presents as embedded Linux development, GStreamer development, embedded computer vision, NVIDIA Jetson development, embedded video streaming. AI Overviews cite it on Gstreamer Development, Ridgerun and it is absent on Embedded Linux Development, Embedded Computer Vision, Nvidia Jetson Development.

TOP THREE MOVES
01

Win presence on Embedded Linux Development

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

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.com25Cited on 25 of the queries we tested.
reddit.com14Cited on 14 of the queries we tested.
google.com11Cited on 11 of the queries we tested.
quora.com8Cited on 8 of the queries we tested.
linkedin.com8Cited on 8 of the queries we tested.
nvidia.com8Cited on 8 of the queries we tested.
stackoverflow.com6Cited on 6 of the queries we tested.
windriver.com6Cited on 6 of the queries we tested.
en.wikipedia.org6Cited on 6 of the queries we tested.
developer.nvidia.com6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations RidgeRun 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 RidgeRun on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 25 of the tested queries.
reddit.comCited on 14 of the tested queries.
google.comCited on 11 of the tested queries.
quora.comCited on 8 of the tested queries.
linkedin.comCited on 8 of the tested queries.
nvidia.comCited on 8 of the tested queries.
stackoverflow.comCited on 6 of the tested queries.
windriver.comCited on 6 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries RidgeRun 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 Embedded Linux Development, Embedded Computer Vision, Nvidia Jetson Development.
  • 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.