Chaos engineering platforms: AI search visibility ranking (2026)
How AI search engines rank chaos engineering platforms by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Chaos engineering platforms used to test resilience, inject controlled failures, and harden cloud-native systems before incidents happen. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about Chaos engineering platforms, AI engines consistently highlight Gremlin as the industry leader. Gremlin holds a significant visibility rating of 50 percent and is mentioned in 75 percent of citations. Other noteworthy brands like Steadybit and Harness Chaos Engineering also frequently appear in AI recommendations.
The current rankings are shaped by the sources AI engines cite most often, which include steadybit.com, medium.com, and harness.io. Gremlin.com and gartner.com hold notable influence as well. The prevalence of aggregator and review sites in these sources might indicate a collective consensus or trusted expert opinions guiding AI responses.
For buyers reviewing this list, one key consideration is the importance AI engines place on recent reviews and third-party validation. Verified insights from domains with topical authority, such as those cited frequently, may provide additional confidence in selecting a Chaos engineering platform.
At a glance
What we observed in this category
Gremlin holds the top composite score at 57.5, with visibility of 50.0% against a category average of just 6.9%. That gap is substantial: the next closest brand, Steadybit, sits at a composite of 52.5 with 37.5% visibility. However, Gremlin's visibility has fallen 12.5 points from 62.5% to 50.0% in the latest period, signalling that its dominance is softening even as it retains first place in overall presence.
The most striking divergence between visibility and citation sits with Harness Chaos Engineering, which has only 12.5% visibility yet a citation rate of 87.5%, matching Steadybit's citation rate despite far lower named appearances. LitmusChaos shows the inverse pattern: 37.5% visibility but only 12.5% citation, meaning it is mentioned frequently but rarely trusted as a cited source. This named-versus-trusted split suggests AI Mode distinguishes between brands it surfaces and brands it actually references as evidence.
Google AI Mode is the top engine for every brand in the dataset, confirming it is the dominant AI surface for this category. The top cited sources list includes steadybit.com, harness.io, and gremlin.com alongside medium.com, dev.to, and gartner.com, indicating that AI Mode anchors on a mix of vendor documentation and third-party editorial or analyst content. Community platforms like medium.com and dev.to appearing alongside gartner.com suggests the AI draws on practitioner-written content as much as formal analyst coverage.
Movers & shakers since last refresh
Biggest visibility risers
-
Steadybit 25% → 38% · rank #2 → #2+12pp
-
Harness Chaos Engineering 0% → 12% · rank #4 → #3+12pp
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LitmusChaos 25% → 38% · rank #3 → #4+12pp
Biggest visibility fallers
-
Gremlin 62% → 50% · rank #1 → #1-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
gremlin.com
|
50% | 75% | Google AI Mode |
Gremlin leads with a composite score of 57.5 and 50.0% visibility, more than seven times the category average of 6.9%, though visibility has dropped 12.5 points this period. |
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| 2 |
steadybit.com
|
38% | 88% | Google AI Mode |
Steadybit holds the highest citation rate in the dataset at 87.5% while visibility rose 12.5 points to 37.5%, making it the strongest momentum brand this period. |
||||
| 3 |
harness.io
|
12% | 88% | Google AI Mode |
Harness Chaos Engineering matches Steadybit's 87.5% citation rate but trails sharply on visibility at 12.5%, rising from 0.0% last period after a 37.5-point citation gain. |
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| 4 |
litmuschaos.io
|
38% | 12% | Google AI Mode |
LitmusChaos has 37.5% visibility comparable to Steadybit, but its citation rate of 12.5% is the lowest among the top four, signalling low trust relative to mention frequency. |
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| 5 |
chaos-mesh.org
|
0% | 25% | Google AI Mode |
ChaosMesh records 0.0% visibility yet a 25.0% citation rate, meaning AI Mode references it as a source without surfacing it as a named brand in responses. |
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| 6 |
cloud.google.com
|
0% | 12% | Google AI Mode |
| 7 |
up9.com
|
0% | 0% | Google AI Mode |
| 8 |
azure.microsoft.com
|
0% | 0% | Google AI Mode |
| 9 |
powerfulseal.github.io
|
0% | 0% | Google AI Mode |
| 10 |
netflix.github.io
|
0% | 0% | Google AI Mode |
| 11 |
chaostoolkit.org
|
0% | 0% | Google AI Mode |
| 12 |
reliably.com
|
0% | 0% | Google AI Mode |
| 13 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
| 14 |
komodor.com
|
0% | 0% | Google AI Mode |
| 15 |
goshaker.com
|
0% | 0% | Google AI Mode |
| 16 |
stormforge.io
|
0% | 0% | Google AI Mode |
| 17 |
getturbine.com
|
0% | 0% | Google AI Mode |
| 18 |
grafana.com
|
0% | 0% | Google AI Mode |
| 19 |
loadmill.com
|
0% | 0% | Google AI Mode |
| 20 |
speedscale.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on chaos engineering platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically. How AI search ranking works →
Get your own chaos engineering platforms brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about chaos engineering platforms AI visibility
Who leads AI visibility in chaos engineering platforms?
Gremlin leads with a composite score of 57.5 and 50.0% visibility, well above the category average of 6.9%. Steadybit ranks second with a composite of 52.5.
Which chaos engineering brand has the highest citation rate in AI Mode?
Both Steadybit and Harness Chaos Engineering share the highest citation rate at 87.5%, though Harness achieves this with only 12.5% visibility compared to Steadybit's 37.5%.
What sources does AI Mode cite most for chaos engineering research?
The top cited sources include steadybit.com, harness.io, and gremlin.com alongside medium.com, dev.to, gartner.com, vcluster.com, and youtube.com, combining vendor, community, and analyst content.
Which brands are growing fastest in AI visibility for this category?
Steadybit, Harness Chaos Engineering, and LitmusChaos are the biggest risers, each gaining 12.5 visibility points, with Steadybit and Harness also gaining 37.5 citation points each.
Are any major cloud providers visible in AI Mode for chaos engineering?
Google Cloud Fault Injection ranks sixth with a composite score of just 3.8 and 0.0% visibility, while Azure Chaos Studio sits at rank eight with a composite score of 0.0.
How concentrated is AI visibility across the 20 brands in this category?
Visibility is highly concentrated: the category average is just 6.9%, and only two brands (Gremlin and Steadybit) exceed 37.5% visibility, while ten brands score 0.0% visibility.