GEO AUDIT  ·  BRAND-ONLY

Kamiwaza.

A look at how Kamiwaza 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.

Sitekamiwaza.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 7, 2026  ·  by AUQ
AI Visibility Score
13
out of 100. Absent band. Kamiwaza is cited in 4 of 39 AI answers. It shows up on Kamiwaza. It is absent on Enterprise Ai Orchestration, On-Premises Ai, Distributed Ai Inference.
Verified AI Overview citations
4
Kamiwaza's brand is cited in 4 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
10%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Kamiwaza scores 13 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Kamiwaza is cited in 4 of 39 AI answers. It shows up on Kamiwaza. It is absent on Enterprise Ai Orchestration, On-Premises Ai, Distributed Ai Inference.

AI answers fire on 100% of tracked queries, yet Kamiwaza is quoted in only 10% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
13
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%10 / 100
  • Inclusion in category answers 25%10 / 100
  • How AI describes the brand 20%17 / 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

Enterprise AI Orchestration

Kamiwaza: Enterprise AI Orchestration Platform for Distributed Data Product & Features Product Overview Distributed Data Engine Inference Mesh AI Security and Compliance Context Manager & Ontology Workrooms AI Orchestration Tools AIkamiwaza.ai, 2026

Differentiators it leads with: Enterprise AI Orchestration, On-Premises AI, Distributed AI Inference, Private AI.

What Google's AI says

Recognized in AI answers for Kamiwaza

Cited as a provider on Kamiwaza queries.
Appears alongside youtube.com, reddit.com, linkedin.com.
The core gap
Kamiwaza presents as enterprise AI orchestration, on-premises AI, distributed AI inference, private AI, AI for government. AI Overviews cite it on Kamiwaza and it is absent on Enterprise Ai Orchestration, On-Premises Ai, Distributed Ai Inference.
Words AI uses for the brand
Kamiwaza
The brand's own pillars that AI omits
Enterprise Ai OrchestrationOn-Premises AiDistributed 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
KamiwazaOwnedcomparison
Enterprise Ai OrchestrationInvisiblepositioning
On-Premises AiInvisiblepositioning
Distributed Ai InferenceInvisiblepositioning
Private AiInvisiblepositioning
Ai For GovernmentInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on Kamiwaza; absent on Enterprise Ai Orchestration, On-Premises Ai, Distributed Ai Inference.

Alternatives. 0 themes name the brand without citing it; 35 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
4
10% citation rate when AI answers.
Total brand mentions
4
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 Kamiwaza → 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 Kamiwaza'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.

QueryKamiwaza in the AI answerTop sources cited
best enterprise ai orchestrationAbsentreddit.com, truefoundry.com, domo.com
enterprise ai orchestration vendorsAbsenttruefoundry.com, aws.amazon.com, ruh.ai
enterprise ai orchestration solutionsAbsentaws.amazon.com, linkedin.com, tcgprocess.com
enterprise ai orchestration softwareAbsentaws.amazon.com, research.isg-one.com, reddit.com
enterprise ai orchestration platformAbsentyoutube.com, tredence.com, facebook.com
top enterprise ai orchestration providersAbsentreddit.com, truefoundry.com, elementum.ai
enterprise ai orchestration comparisonAbsenttruefoundry.com, elementum.ai, glean.com
best on-premises aiAbsentreddit.com, vdf.ai, aiveda.io
on-premises ai vendorsAbsenttruefoundry.com, iguazio.com, onprem.ai
on-premises ai solutionsAbsentreddit.com, onprem.ai, cloudian.com
on-premises ai softwareAbsentreddit.com, truefoundry.com, iguazio.com
on-premises ai platformAbsenttdwi.org, linkedin.com, blog.tensoropera.ai
top on-premises ai providersAbsentatlassystems.com, hyperframeresearch.com, linkedin.com
on-premises ai comparisonAbsentirisagent.com, bluip.com, llmconfigurator.com
best distributed ai inferenceAbsentyoutube.com, reddit.com, ventureradar.com
distributed ai inference vendorsAbsenttfir.io, engineering.com, storagereview.com
distributed ai inference solutionsAbsenthpcwire.com, daily.dev, reddit.com
distributed ai inference softwareAbsentyoutube.com, daily.dev, nvidia.com
distributed ai inference platformAbsentredhat.com, ray.io, akamai.com
top distributed ai inference providersAbsentai-infra-summit.com, docs.nvidia.com, wickey.substack.com
distributed ai inference comparisonAbsentdevelopers.redhat.com, vllm.ai, akamai.com
best private aiAbsentreddit.com, youtube.com, privacytools.io
private ai vendorsAbsentreddit.com, youtube.com, vendr.com
private ai solutionsAbsentsuse.com, hpe.com, coresite.com
private ai softwareAbsentreddit.com, vmware.com, youtube.com
private ai platformAbsentvmware.com, suse.com, confer.to
top private ai providersAbsentlinkedin.com, reddit.com, opsily.com
private ai comparisonAbsentpromptster.dev, blog.incogni.com, elephas.app
best ai for governmentAbsentcodeforamerica.org, gsa.gov, reddit.com
ai for government vendorsAbsentgovdash.com, parkerpoe.com, technomile.com
ai for government solutionsAbsentcarahsoft.com, ncsl.org, microsoft.com
ai for government softwareAbsentmicrosoft.com, gao.gov, sap.com
ai for government platformAbsentgao.gov, t-systems.com, linkedin.com
top ai for government providersAbsentfedreadyai.com, slashdot.org, sourceforge.net
ai for government comparisonAbsentabout.bgov.com, statescoop.com, govsignals.ai
alternatives to KamiwazaCitedlinkedin.com, ziprecruiter.com, builtin.com
Kamiwaza vs Red Hat OpenShift AICitedredhat.com, developers.redhat.com, youtube.com
Kamiwaza vs DataikuCitedcommunity.hpe.com, globalplayer.com, lensa.com
Kamiwaza vs H2O.aiCitedkamiwaza.ai, h2o.ai, linkedin.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 90% of AI-answer queries

Kamiwaza is cited in 4 of the 39 AI answers we triggered.

02

AI misreads the category

Kamiwaza presents as enterprise AI orchestration, on-premises AI, distributed AI inference, private AI, AI for government. AI Overviews cite it on Kamiwaza and it is absent on Enterprise Ai Orchestration, On-Premises Ai, Distributed Ai Inference.

TOP THREE MOVES
01

Win presence on Enterprise Ai Orchestration

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.com24Cited on 24 of the queries we tested.
reddit.com21Cited on 21 of the queries we tested.
linkedin.com14Cited on 14 of the queries we tested.
truefoundry.com9Cited on 9 of the queries we tested.
cloud.google.com5Cited on 5 of the queries we tested.
aws.amazon.com5Cited on 5 of the queries we tested.
redhat.com5Cited on 5 of the queries we tested.
salesforce.com4Cited on 4 of the queries we tested.
onprem.ai4Cited on 4 of the queries we tested.
ai21.com4Cited on 4 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Kamiwaza 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 Kamiwaza 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 21 of the tested queries.
linkedin.comCited on 14 of the tested queries.
truefoundry.comCited on 9 of the tested queries.
cloud.google.comCited on 5 of the tested queries.
aws.amazon.comCited on 5 of the tested queries.
redhat.comCited on 5 of the tested queries.
salesforce.comCited on 4 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Kamiwaza 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 Enterprise Ai Orchestration, On-Premises Ai, Distributed 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.