GEO AUDIT  ·  BRAND-ONLY

Steadybit.

A look at how Steadybit 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.

Sitesteadybit.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 28, 2026  ·  by AUQ
AI Visibility Score
36
out of 100. Low band. Steadybit is cited in 5 of 39 AI answers. It shows up on Steadybit. It is absent on Reliability Testing, Fault Injection, Resilience Testing.
Verified AI Overview citations
5
Steadybit's brand is cited in 5 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
13%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Steadybit scores 36 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Steadybit is cited in 5 of 39 AI answers. It shows up on Steadybit. It is absent on Reliability Testing, Fault Injection, Resilience Testing.

AI answers fire on 100% of tracked queries, yet Steadybit is quoted in only 13% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
36
Low band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%13 / 100
  • Inclusion in category answers 25%33 / 100
  • How AI describes the brand 20%100 / 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

Chaos Engineering

Steadybit | Chaos Engineering Tool for Reliability Testing Join Steadybit Labs to explore what’s next in reliability testing before everyone else. Product Reliability Advice Detect reliability risks automatically with ongoing checks asteadybit.com, 2026

Differentiators it leads with: Chaos Engineering, Reliability Testing, Fault Injection, Resilience Testing.

What Google's AI says

Recognized in AI answers for Steadybit

Cited as a provider on Steadybit queries.
Appears alongside youtube.com, gremlin.com, harness.io.
The core gap
Steadybit presents as chaos engineering, reliability testing, fault injection, resilience testing, Kubernetes chaos testing. AI Overviews cite it on Steadybit and it is absent on Reliability Testing, Fault Injection, Resilience Testing.
Words AI uses for the brand
Steadybit
The brand's own pillars that AI omits
Reliability TestingFault InjectionResilience TestingCited 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
SteadybitOwnedcomparison
Chaos EngineeringPartialpositioning
Reliability TestingInvisiblepositioning
Fault InjectionInvisiblepositioning
Resilience TestingInvisiblepositioning
Kubernetes Chaos TestingInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on Steadybit; absent on Reliability Testing, Fault Injection, Resilience Testing.

Alternatives. 8 themes name the brand without citing it; 26 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
5
13% citation rate when AI answers.
Total brand mentions
13
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.

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 Steadybit'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.

QuerySteadybit in the AI answerTop sources cited
best chaos engineeringAbsentharness.io, gartner.com, ibm.com
chaos engineering vendorsNamed, not citedhcltech.com, itechguides.com, aws.amazon.com
chaos engineering solutionsAbsentopentext.com, ibm.com, cloud.google.com
chaos engineering softwareNamed, not citedibm.com, gartner.com, github.com
chaos engineering platformNamed, not citedyoutube.com, blog.consol.de, chaos-mesh.org
top chaos engineering providersNamed, not citedharness.io, avekshaa.com, marketsandmarkets.com
chaos engineering comparisonNamed, not citeddiscuss.google.dev, learn.microsoft.com, nagarro.com
best reliability testingAbsentinstrumental.com, clutch.co, testmuai.com
reliability testing vendorsAbsentrelteck.com, ansys.synopsys.com, atslab.com
reliability testing solutionsAbsentreliability-testing.com, atslab.com, relteck.com
reliability testing softwareAbsentgeeksforgeeks.org, hbkworld.com, tricentis.com
reliability testing platformNamed, not citedgremlin.com, tricentis.com, testmuai.com
top reliability testing providersAbsentclutch.co, goodfirms.co, superbcompanies.com
reliability testing comparisonAbsentpmc.ncbi.nlm.nih.gov, accendoreliability.com, testsigma.com
best fault injectionAbsentkeysight.com, hnsecurity.it, politesi.polimi.it
fault injection vendorsAbsentaws.amazon.com, avekshaa.com, keysight.com
fault injection solutionsAbsenttutorialsdojo.com, aws.amazon.com, research.birmingham.ac.uk
fault injection softwareAbsentmicrosoft.github.io, geeksforgeeks.org, embitel.com
fault injection platformAbsentdl.acm.org, github.com, reddit.com
top fault injection providersNamed, not citedgartner.com, keysight.com, reddit.com
fault injection comparisonAbsentieeexplore.ieee.org, cse.chalmers.se, dl.acm.org
best resilience testingAbsentharness.io, psychologytoday.com, nagarro.com
resilience testing vendorsAbsentrapidscale.com, developer.harness.io, harness.io
resilience testing solutionsAbsentnagarro.com, harness.io, gremlin.com
resilience testing softwareAbsentharness.io, tricentis.com, youtube.com
resilience testing platformNamed, not citedlinkedin.com, devops.stackexchange.com, commvault.com
top resilience testing providersAbsentfinance.yahoo.com, commvault.com, veeam.com
resilience testing comparisonAbsentharness.io, gremlin.com, youtube.com
best kubernetes chaos testingAbsentchaos-mesh.org, harness.io, testkube.io
kubernetes chaos testing vendorsCiteddeveloper.harness.io, cncf.io, testmuai.com
kubernetes chaos testing solutionsAbsentdeveloper.harness.io, prnewswire.com, linkedin.com
kubernetes chaos testing softwareAbsentchaos-mesh.org, reddit.com, litmuschaos.io
kubernetes chaos testing platformAbsentchaos-mesh.org, github.com, litmuschaos.io
top kubernetes chaos testing providersAbsentgremlin.com, testkube.io, vcluster.com
kubernetes chaos testing comparisonAbsentmedium.com, libhunt.com, faun.dev
alternatives to SteadybitCitedgartner.com, vioscale.ai, sourceforge.net
Steadybit vs GremlinCitedsteadybit.com, gremlin.com, medium.com
Steadybit vs Harness Chaos EngineeringCitedsteadybit.com, harness.io, reddit.com
Steadybit vs LitmusChaosCitedsteadybit.com, gremlin.com, parse.gl
THREE FINDINGS THAT MATTER
01

The brand is missing from 87% of AI-answer queries

Steadybit is cited in 5 of the 39 AI answers we triggered.

02

AI misreads the category

Steadybit presents as chaos engineering, reliability testing, fault injection, resilience testing, Kubernetes chaos testing. AI Overviews cite it on Steadybit and it is absent on Reliability Testing, Fault Injection, Resilience Testing.

TOP THREE MOVES
01

Win presence on Reliability Testing

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.com29Cited on 29 of the queries we tested.
gremlin.com24Cited on 24 of the queries we tested.
harness.io15Cited on 15 of the queries we tested.
github.com13Cited on 13 of the queries we tested.
reddit.com11Cited on 11 of the queries we tested.
chaos-mesh.org10Cited on 10 of the queries we tested.
medium.com9Cited on 9 of the queries we tested.
gartner.com8Cited on 8 of the queries we tested.
aws.amazon.com8Cited on 8 of the queries we tested.
litmuschaos.io8Cited on 8 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Steadybit 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 Steadybit on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 29 of the tested queries.
gremlin.comCited on 24 of the tested queries.
harness.ioCited on 15 of the tested queries.
github.comCited on 13 of the tested queries.
reddit.comCited on 11 of the tested queries.
chaos-mesh.orgCited on 10 of the tested queries.
medium.comCited on 9 of the tested queries.
gartner.comCited on 8 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Steadybit 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 Reliability Testing, Fault Injection, Resilience Testing.
  • 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.