GEO AUDIT  ·  BRAND-ONLY

Edgeless Systems.

A look at how Edgeless Systems 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.

Siteedgeless.systems
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 28, 2026  ·  by AUQ
AI Visibility Score
56
out of 100. Competitive band. Edgeless Systems is cited in 17 of 39 AI answers. It shows up on Confidential Ai, Confidential Kubernetes, Edgeless Systems. It is absent on Confidential Computing, Remote Attestation, Encrypted Ai Inference.
Verified AI Overview citations
17
Edgeless Systems's brand is cited in 17 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
44%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Edgeless Systems scores 56 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Edgeless Systems is cited in 17 of 39 AI answers. It shows up on Confidential Ai, Confidential Kubernetes, Edgeless Systems. It is absent on Confidential Computing, Remote Attestation, Encrypted Ai Inference.

AI answers fire on 100% of tracked queries, yet Edgeless Systems is quoted in only 44% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
56
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%44 / 100
  • Inclusion in category answers 25%54 / 100
  • How AI describes the brand 20%83 / 100
  • Topic coverage breadth 20%50 / 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

Confidential Computing

Edgeless Systems to Confidential Computing & Runtime Encryption for Sensitive Workloads Try Privatemode AI - the most advanced Confidential AI service. Products Confidential AI Privatemode AI Always encrypted AI - Use AI without the secuedgeless.systems, 2026

Differentiators it leads with: Confidential Computing, Confidential AI, Confidential Kubernetes, Remote Attestation.

What Google's AI says

Recognized in AI answers for Confidential Ai, Confidential Kubernetes, Edgeless Systems

Cited as a provider on Confidential Ai, Confidential Kubernetes, Edgeless Systems queries.
Appears alongside youtube.com, reddit.com, redhat.com.
The core gap
Edgeless Systems presents as confidential computing, confidential AI, confidential Kubernetes, remote attestation, encrypted AI inference. AI Overviews cite it on Confidential Ai, Confidential Kubernetes, Edgeless Systems and it is absent on Confidential Computing, Remote Attestation, Encrypted Ai Inference.
Words AI uses for the brand
Confidential AiConfidential KubernetesEdgeless Systems
The brand's own pillars that AI omits
Confidential ComputingRemote AttestationEncrypted Ai InferenceCited 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
Confidential AiOwnedpositioning
Confidential KubernetesOwnedpositioning
Edgeless SystemsOwnedcomparison
Confidential ComputingInvisiblepositioning
Remote AttestationInvisiblepositioning
Encrypted Ai InferenceInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: Edgeless Systems appears on 3 of 6 themes.

Solution Aware. Owned on Confidential Ai, Confidential Kubernetes, Edgeless Systems; absent on Confidential Computing, Remote Attestation, Encrypted Ai Inference.

Alternatives. 4 themes name the brand without citing it; 18 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
17
44% citation rate when AI answers.
Total brand mentions
21
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 Edgeless Systems → 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 Edgeless Systems'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.

QueryEdgeless Systems in the AI answerTop sources cited
best confidential computingNamed, not citedhpe.com, fortanix.com, stefano-tempesta.medium.com
confidential computing vendorsNamed, not citedcomputerworld.com, forbes.com, techtarget.com
confidential computing solutionsAbsentintel.com, ibm.com, azure.microsoft.com
confidential computing softwareAbsentfortanix.com, fortinet.com, confidentialcomputing.io
confidential computing platformAbsentfortanix.com, redhat.com, cloud.google.com
top confidential computing providersCitedanjuna.io, marketsandmarkets.com, ensun.io
confidential computing comparisonAbsentblogs.oracle.com, cloudsecurityalliance.org, dev.to
best confidential aiAbsentreddit.com, zdnet.com, tomsguide.com
confidential ai vendorsCitedfortanix.com, nvidia.com, linkedin.com
confidential ai solutionsCitedfortanix.com, learn.microsoft.com, opaque.co
confidential ai softwareCitedhpe.com, businesswire.com, youtube.com
confidential ai platformCitedopaque.co, fortanix.com, enclaive.io
top confidential ai providersNamed, not citedteyzsec.com, youtube.com, reddit.com
confidential ai comparisonAbsentfortanix.com, slashdot.org, vellum.ai
best confidential kubernetesNamed, not citedprogramm.froscon.org, youtube.com, virtualizationreview.com
confidential kubernetes vendorsCitedarxiv.org, liquidreply.net, confidentialcontainers.org
confidential kubernetes solutionsCitedcareers.amd.com, youtube.com, learn.microsoft.com
confidential kubernetes softwareCitededgeless.systems, kubernetes.io, stackit.com
confidential kubernetes platformCitedkubermatic.com, stackit.com, liquidreply.net
top confidential kubernetes providersCitedyoutube.com, kubernetes.io, docs.edgeless.systems
confidential kubernetes comparisonCiteddocs.edgeless.systems, kubernetes.io, edgeless.systems
best remote attestationAbsentconfidentialcomputing.io, mitre.org, docs.trustauthority.intel.com
remote attestation vendorsCitedcncf.io, youtube.com, docs.trustauthority.intel.com
remote attestation solutionsAbsentlearn.microsoft.com, docs.cloud.google.com, youtube.com
remote attestation softwareCitedintel.com, keylime.dev, mithrilsecurity.io
remote attestation platformAbsenttrustedcomputinggroup.org, redhat.com, learn.microsoft.com
top remote attestation providersAbsentlearn.microsoft.com, github.com, arxiv.org
remote attestation comparisonAbsentedera.dev, trustedcomputinggroup.org, mitre.org
best encrypted ai inferenceAbsentreddit.com, chutes.ai, youtube.com
encrypted ai inference vendorsAbsentchutes.ai, next.redhat.com, aws.amazon.com
encrypted ai inference solutionsAbsentaws.amazon.com, cypherai.ai, privatemode.ai
encrypted ai inference softwareAbsentaws.amazon.com, chutes.ai, blog.google
encrypted ai inference platformAbsentchutes.ai, aws.amazon.com, privatemode.ai
top encrypted ai inference providersAbsentchutes.ai, confidentialinference.net, privatemode.ai
encrypted ai inference comparisonAbsentcybersectools.com, blog.traversaal.ai, taiwannews.com.tw
alternatives to Edgeless SystemsCitedcybersectools.com, cbinsights.com, edgeless.systems
Edgeless Systems vs FortanixCitedcybersectools.com, fortanix.com, cbinsights.com
Edgeless Systems vs AnjunaCitedcybersectools.com, cbinsights.com, featuredcustomers.com
Edgeless Systems vs OpaqueCitedqueue.acm.org, cacm.acm.org, cbinsights.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 56% of AI-answer queries

Edgeless Systems is cited in 17 of the 39 AI answers we triggered.

02

AI misreads the category

Edgeless Systems presents as confidential computing, confidential AI, confidential Kubernetes, remote attestation, encrypted AI inference. AI Overviews cite it on Confidential Ai, Confidential Kubernetes, Edgeless Systems and it is absent on Confidential Computing, Remote Attestation, Encrypted Ai Inference.

TOP THREE MOVES
01

Win presence on Confidential Computing

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.com21Cited on 21 of the queries we tested.
reddit.com15Cited on 15 of the queries we tested.
redhat.com9Cited on 9 of the queries we tested.
fortanix.com8Cited on 8 of the queries we tested.
cloud.google.com6Cited on 6 of the queries we tested.
confidentialcomputing.io6Cited on 6 of the queries we tested.
aws.amazon.com6Cited on 6 of the queries we tested.
edera.dev6Cited on 6 of the queries we tested.
chutes.ai6Cited on 6 of the queries we tested.
docs.cloud.google.com5Cited on 5 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Edgeless Systems 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 Edgeless Systems on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 21 of the tested queries.
reddit.comCited on 15 of the tested queries.
redhat.comCited on 9 of the tested queries.
fortanix.comCited on 8 of the tested queries.
cloud.google.comCited on 6 of the tested queries.
confidentialcomputing.ioCited on 6 of the tested queries.
aws.amazon.comCited on 6 of the tested queries.
edera.devCited on 6 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Edgeless Systems 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 Confidential Computing, Remote Attestation, Encrypted Ai Inference.
  • 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.