Identity threat detection and response software: AI search visibility ranking (2026)
How AI search engines rank identity threat detection and response software 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. Security platforms used to detect identity-based attacks, risky authentication patterns, privilege abuse, and lateral movement. 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 AI engines are consulted about Identity threat detection and response software, Huntress is the name that frequently comes up as the leader. Okta and SentinelOne are also notable brands in this space. Huntress has a citation rate of 75.0%, making it a definitive frontrunner according to artificial intelligence evaluations.
The rankings provided by AI engines are largely informed by sources like huntress.com, gartner.com, and google.com. Review and aggregator sites contribute significantly to the rankings, suggesting that these brands have widespread endorsement and citation across reliable sources. This importance of mentions in such domains highlights the brands' recognized authority and established credibility.
For a buyer, this means taking into account the broad third-party validation and current reviews that influence AI-engine-driven rankings. Consider how recent the reviews are and whether the brands are recognized across reputable sites. Evaluating these factors ensures you're making an informed decision that aligns with trusted opinions in the field of Identity threat detection and response software.
At a glance
What we observed in this category
Huntress leads the category with a composite score of 22.5, despite recording zero visibility. Its 75% citation rate is the highest of any brand in the dataset and more than double that of the second-ranked Okta (0% citation). This gap matters because Huntress is the only brand whose own domain appears in the top cited sources list, meaning Google AI Mode is actively pulling from huntress.com as a reference point rather than simply naming the brand in generated responses.
The data reveals a consistent divergence between being named and being cited. Okta has 25% visibility but 0% citation, while Microsoft Defender has 0% visibility but 37.5% citation. SentinelOne and CrowdStrike both fell in visibility by 12.5 points each compared to the previous period, yet both gained 12.5 points in citation. This pattern suggests AI Mode is shifting toward trusting certain brands as sources without surfacing them prominently in direct answers.
Google AI Mode is the top engine for every brand in this dataset without exception, indicating the audit data reflects a single-engine landscape. The top cited sources include gartner.com, microsoft.com, and huntress.com alongside smaller specialist domains like guardz.com, netwrix.com, and cynet.com. The presence of youtube.com and google.com in the source list suggests AI Mode is pulling from a diverse content mix, not exclusively from vendor or analyst documentation.
Movers & shakers since last refresh
Biggest visibility risers
-
Okta 0% → 25% · rank #10 → #2+25pp
Biggest visibility fallers
-
SentinelOne 25% → 12% · rank #1 → #3-12pp
-
CrowdStrike 25% → 12% · rank #2 → #4-12pp
-
Microsoft Defender 12% → 0% · rank #3 → #5-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
huntress.com
|
0% | 75% | Google AI Mode |
Huntress holds the top composite score at 22.5 on citation alone (75%), with zero named visibility, making it the category's most-cited but least-surfaced brand. |
||||
| 2 |
okta.com
|
25% | 0% | Google AI Mode |
Okta jumped eight rank positions with a 25-point visibility gain, but its 0% citation rate means AI Mode names it without linking to or drawing from its content. |
||||
| 3 |
sentinelone.com
|
12% | 25% | Google AI Mode |
SentinelOne fell from rank 1 to rank 3 with a 12.5-point visibility drop, though a 12.5-point citation gain suggests a shift toward source trust over named prominence. |
||||
| 4 |
crowdstrike.com
|
12% | 12% | Google AI Mode |
CrowdStrike mirrors SentinelOne's pattern exactly, dropping two rank positions while gaining 12.5 citation points, landing at 12.5% on both visibility and citation metrics. |
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| 5 |
microsoft.com
|
0% | 38% | Google AI Mode |
Microsoft Defender lost all visibility (down to 0%) yet holds 37.5% citation, the second highest in the category, anchored by microsoft.com appearing in the top cited sources list. |
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| 6 |
rapid7.com
|
0% | 25% | Google AI Mode |
| 7 |
permiso.io
|
0% | 25% | Google AI Mode |
| 8 |
silverfort.com
|
0% | 25% | Google AI Mode |
| 9 |
beyondtrust.com
|
0% | 12% | Google AI Mode |
| 10 |
exabeam.com
|
0% | 12% | Google AI Mode |
| 11 |
semperis.com
|
0% | 12% | Google AI Mode |
| 12 |
trellix.com
|
0% | 0% | Google AI Mode |
| 13 |
secureauth.com
|
0% | 0% | Google AI Mode |
| 14 |
securonix.com
|
0% | 0% | Google AI Mode |
| 15 |
reveal.security
|
0% | 0% | Google AI Mode |
| 16 |
pingidentity.com
|
0% | 0% | Google AI Mode |
| 17 |
proofpoint.com
|
0% | 0% | Google AI Mode |
| 18 |
cyberark.com
|
0% | 0% | Google AI Mode |
| 19 |
varonis.com
|
0% | 0% | Google AI Mode |
| 20 |
duo.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on identity threat detection and response software, 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 identity threat detection and response software 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 identity threat detection and response software AI visibility
Who leads AI visibility in identity threat detection and response software?
Huntress leads with a composite score of 22.5, driven entirely by a 75% citation rate. It holds zero named visibility, meaning AI Mode references its content without surfacing it in direct answers.
Which brands are named most often by Google AI Mode in this category?
Okta has the highest named visibility at 25%, followed by SentinelOne and CrowdStrike each at 12.5%. The category average visibility is only 2.5%, so all three sit well above the norm.
What sources does Google AI Mode cite most for identity threat detection and response research?
The top cited sources include huntress.com, gartner.com, google.com, microsoft.com, and specialist domains such as guardz.com, netwrix.com, and cynet.com. YouTube also appears, indicating AI Mode draws from video content in this category.
Are there brands that are trusted as sources but not named in AI responses?
Yes. Microsoft Defender has 37.5% citation but 0% visibility, and Huntress has 75% citation but 0% visibility. Both are used as reference sources by AI Mode without being prominently named in generated answers.
Which brand showed the biggest movement in this category recently?
Okta was the biggest riser, gaining 25 visibility points and climbing from rank 10 to rank 2. SentinelOne, CrowdStrike, and Microsoft Defender were all fallers, each dropping two rank positions.
Is AI visibility in this category dominated by a single engine?
Yes. Google AI Mode is listed as the top engine for all 10 ranked brands in the dataset, with no other engine recorded as a leading source for any brand in the category.