GEO AUDIT  ·  BRAND-ONLY

KubeSense.

A look at how KubeSense 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.

Sitekubesense.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 21, 2026  ·  by AUQ
AI Visibility Score
17
out of 100. Absent band. KubeSense is cited in 3 of 39 AI answers. It shows up on Kubesense. It is absent on Ebpf Observability, Kubernetes Monitoring, Ai Sre.
Verified AI Overview citations
3
KubeSense's brand is cited in 3 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
8%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

KubeSense scores 17 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

KubeSense is cited in 3 of 39 AI answers. It shows up on Kubesense. It is absent on Ebpf Observability, Kubernetes Monitoring, Ai Sre.

AI answers fire on 100% of tracked queries, yet KubeSense is quoted in only 8% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
17
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%8 / 100
  • Inclusion in category answers 25%15 / 100
  • How AI describes the brand 20%33 / 100
  • Topic coverage breadth 20%17 / 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

EBPF Observability

KubeSense: Next-Gen Observability with AgentSRE Check out our latest blog: "eBPF Decoded: Use Cases, Concepts, and Architecture" Learn More Product Resources Pricing About Book a Demo AI, LLM, and eBPF-Powered. Transforming Observkubesense.ai, 2026

Differentiators it leads with: EBPF Observability, Kubernetes Monitoring, AI SRE, Root Cause Analysis.

What Google's AI says

Recognized in AI answers for Kubesense

Cited as a provider on Kubesense queries.
Appears alongside youtube.com, reddit.com, grafana.com.
The core gap
KubeSense presents as eBPF observability, Kubernetes monitoring, AI SRE, root cause analysis, agentless observability. AI Overviews cite it on Kubesense and it is absent on Ebpf Observability, Kubernetes Monitoring, Ai Sre.
Words AI uses for the brand
Kubesense
The brand's own pillars that AI omits
Ebpf ObservabilityKubernetes MonitoringAi SreCited 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
KubesenseOwnedcomparison
Ebpf ObservabilityInvisiblepositioning
Kubernetes MonitoringInvisiblepositioning
Ai SreInvisiblepositioning
Root Cause AnalysisInvisiblepositioning
Agentless ObservabilityInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: KubeSense appears on 1 of 6 themes.

Solution Aware. Owned on Kubesense; absent on Ebpf Observability, Kubernetes Monitoring, Ai Sre.

Alternatives. 3 themes name the brand without citing it; 33 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
3
8% citation rate when AI answers.
Total brand mentions
6
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 KubeSense → 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 KubeSense'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.

QueryKubeSense in the AI answerTop sources cited
best ebpf observabilityAbsentyoutube.com, thenewstack.io, reddit.com
ebpf observability vendorsAbsentebpf.io, youtube.com, linkedin.com
ebpf observability solutionsAbsentgrafana.com, odigos.io, ebpf.io
ebpf observability softwareAbsentmotadata.com, oneuptime.com, youtube.com
ebpf observability platformAbsentcloudnativenow.com, elastic.co, clickhouse.com
top ebpf observability providersAbsentiqinfinite.com, exafol.com, meegle.com
ebpf observability comparisonAbsentmedium.com, f5.com, dash0.com
best kubernetes monitoringAbsentlogz.io, stackstate.com, mogenius.com
kubernetes monitoring vendorsAbsentmyblockchainexperts.org, cyberpanel.net, logixbuilt.com
kubernetes monitoring solutionsAbsentkubernetes.io, splunk.com, logz.io
kubernetes monitoring softwareAbsentcyberpanel.net, linkedin.com, reddit.com
kubernetes monitoring platformAbsentsplunk.com, fivenines.io, netdata.cloud
top kubernetes monitoring providersAbsentreddit.com, logz.io, plural.sh
kubernetes monitoring comparisonAbsentfacebook.com, metoro.io, kubegrade.com
best ai sreAbsentrootly.com, github.com, hyperprobe.co
ai sre vendorsAbsentmedium.com, harness.io, onpage.com
ai sre solutionsAbsentazure.microsoft.com, resolve.ai, aurorasre.ai
ai sre softwareAbsentazure.microsoft.com, incident.io, last9.io
ai sre platformAbsentreddit.com, azure.microsoft.com, rootly.com
top ai sre providersAbsentslashdot.org, sourceforge.net, peterindia.net
ai sre comparisonAbsentincident.io, reddit.com, augmentcode.com
best root cause analysisAbsentaaa-accreditation.org, youtube.com, reliamag.com
root cause analysis vendorsAbsentthinkreliability.com, causelink.com, infomsp.com
root cause analysis solutionsAbsentyoutube.com, ihi.org, reddit.com
root cause analysis softwareAbsentelastic.co, realitycharting.com, reddit.com
root cause analysis platformAbsenttaproot.com, elastic.co, mitti.com
top root cause analysis providersAbsenttaproot.com, abs-group.com, featuredcustomers.com
root cause analysis comparisonAbsentextapps.ksc.nasa.gov, taproot.com, youtube.com
best agentless observabilityAbsentorca.security, websentra.com, networkmanagementsoftware.com
agentless observability vendorsNamed, not citedlogicmonitor.com, sciencelogic.com, actiac.org
agentless observability solutionsAbsentlogicmonitor.com, solarwinds.com, eginnovations.com
agentless observability softwareAbsentreddit.com, paloaltonetworks.com, docs.datadoghq.com
agentless observability platformAbsentkloudle.com, linkeye.ai, softwareadvice.com
top agentless observability providersAbsenteginnovations.com, manageengine.com, solarwinds.com
agentless observability comparisonNamed, not citedorca.security, logicmonitor.com, motadata.com
alternatives to KubeSenseNamed, not citedpeerspot.com, cubeapm.com, cbinsights.com
KubeSense vs DatadogCiteddocs.kubesense.ai, cubeapm.com, groundcover.com
KubeSense vs GroundcoverCiteddevhunt.org, youtube.com, docs.kubesense.ai
KubeSense vs CorootCitednetdata.cloud, coroot.com, docs.kubesense.ai
THREE FINDINGS THAT MATTER
01

The brand is missing from 92% of AI-answer queries

KubeSense is cited in 3 of the 39 AI answers we triggered.

02

AI misreads the category

KubeSense presents as eBPF observability, Kubernetes monitoring, AI SRE, root cause analysis, agentless observability. AI Overviews cite it on Kubesense and it is absent on Ebpf Observability, Kubernetes Monitoring, Ai Sre.

TOP THREE MOVES
01

Win presence on Ebpf Observability

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.com20Cited on 20 of the queries we tested.
reddit.com17Cited on 17 of the queries we tested.
grafana.com10Cited on 10 of the queries we tested.
eginnovations.com8Cited on 8 of the queries we tested.
github.com7Cited on 7 of the queries we tested.
netdata.cloud6Cited on 6 of the queries we tested.
linkedin.com6Cited on 6 of the queries we tested.
newrelic.com6Cited on 6 of the queries we tested.
datadoghq.com6Cited on 6 of the queries we tested.
elastic.co6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations KubeSense 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 KubeSense on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 20 of the tested queries.
reddit.comCited on 17 of the tested queries.
grafana.comCited on 10 of the tested queries.
eginnovations.comCited on 8 of the tested queries.
github.comCited on 7 of the tested queries.
netdata.cloudCited on 6 of the tested queries.
linkedin.comCited on 6 of the tested queries.
newrelic.comCited on 6 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries KubeSense 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 Ebpf Observability, Kubernetes Monitoring, Ai Sre.
  • 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.