Managed detection and response services: AI search visibility ranking (2026)
How AI search engines rank managed detection and response services 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. Managed detection and response providers used to deliver continuous threat monitoring, triage, investigation, and guided response for security teams that need always-on coverage. 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 like ChatGPT, Claude, and Perplexity answer questions about managed detection and response (MDR) services, Huntress comes up most consistently, earning citations in 50% of relevant AI responses across the engines tracked here. Arctic Wolf and Sophos MDR round out the top three, appearing regularly but trailing Huntress in how often AI engines treat them as authoritative sources.
The rankings reflect where AI engines go for information. Gartner.com dominates citations, meaning analyst-grade evaluations and Magic Quadrant placements carry heavy weight. Huntress.com itself ranks as a top cited domain, suggesting strong topical content on the vendor's own site. YouTube also surfaces frequently, indicating that video reviews and demos factor into how AI engines build their answers, not just written third-party coverage.
For a buyer using this page, the practical takeaway is that AI-visible brands tend to have strong third-party validation, particularly from analyst firms and review aggregators. Before shortlisting a vendor, check whether they appear in recent Gartner or peer review platforms like G2 or Capterra, since that is the same evidence AI engines weight most. A brand absent from those sources may still be strong operationally but will be harder to independently verify through AI-assisted research.
At a glance
What we observed in this category
Huntress holds the top composite score (15.0) despite recording zero visibility, because its 50% citation rate is the highest in the category by a wide margin. Arctic Wolf and Sophos MDR are tied at 12.5 composite, both sitting at 12.5% visibility and 12.5% citation. The gap between Huntress and the brands ranked 6 through 10 is stark: every brand from rank 6 downward scores 7.5 or below, meaning the top four brands account for the majority of meaningful AI engagement across the category.
A clear divergence exists between being named in AI responses and being trusted as a cited source. CrowdStrike Falcon Complete has 12.5% visibility but zero citation, meaning AI mentions it without linking to it. Huntress and UnderDefense show the opposite pattern: both have zero visibility yet citation rates of 50% and 37.5% respectively. This split indicates AI is pulling some brands as reference links without featuring them in direct answer text, while naming others without treating their own domains as authoritative sources.
Google AI Mode is the top engine for every brand in this dataset, making the category entirely dependent on a single engine for AI visibility. The top cited external sources are gartner.com and youtube.com, suggesting AI anchors its MDR responses on analyst and video content rather than vendor sites. Huntress.com and underdefense.com appear in the cited sources list directly, which aligns with their high citation rates. Competitor domains such as paloaltonetworks.com and sangfor.com appearing in this list signals AI is drawing on adjacent vendor content to frame MDR category responses.
Movers & shakers since last refresh
Biggest visibility risers
-
Sophos MDR 0% → 12% · rank #8 → #3+12pp
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CrowdStrike Falcon Complete 0% → 12% · rank #14 → #5+12pp
Biggest visibility fallers
-
Huntress 25% → 0% · rank #1 → #1-25pp
-
Red Canary 25% → 0% · rank #4 → #11-25pp
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Arctic Wolf 25% → 12% · rank #2 → #2-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
huntress.com
|
0% | 50% | Google AI Mode |
Huntress leads with a 15.0 composite score driven entirely by a 50% citation rate, yet its visibility has fallen from 25% to zero, signalling a shift from featured answers to reference-only appearances. |
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| 2 |
arcticwolf.com
|
12% | 12% | Google AI Mode |
Arctic Wolf sits tied with Sophos MDR at 12.5 composite but has declined from 25% visibility previously, placing it above the 1.9% category average while on a downward trajectory. |
||||
| 3 |
sophos.com
|
12% | 12% | Google AI Mode |
Sophos MDR is the biggest visibility riser, jumping from rank 8 to rank 3 with a 12.5 percentage point visibility gain, though its citation rate fell by 12.5 points in the same period. |
||||
| 4 |
underdefense.com
|
0% | 38% | Google AI Mode |
UnderDefense has zero visibility yet a 37.5% citation rate, the second highest in the category, indicating AI uses its domain as a source reference without naming it in direct answer text. |
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| 5 |
crowdstrike.com
|
12% | 0% | Google AI Mode |
CrowdStrike Falcon Complete rose nine places to rank 5 with 12.5% visibility but holds zero citation, making it the only top-five brand mentioned in answers without a single source link. |
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| 6 |
sentinelone.com
|
0% | 25% | Google AI Mode |
| 7 |
esentire.com
|
0% | 12% | Google AI Mode |
| 8 |
expel.com
|
0% | 12% | Google AI Mode |
| 9 |
reliaquest.com
|
0% | 12% | Google AI Mode |
| 10 |
bluevoyant.com
|
0% | 12% | Google AI Mode |
| 11 |
redcanary.com
|
0% | 0% | Google AI Mode |
| 12 |
criticalstart.com
|
0% | 0% | Google AI Mode |
| 13 |
rapid7.com
|
0% | 0% | Google AI Mode |
| 14 |
cybereason.com
|
0% | 0% | Google AI Mode |
| 15 |
deepwatch.com
|
0% | 0% | Google AI Mode |
| 16 |
secureworks.com
|
0% | 0% | Google AI Mode |
| 17 |
netsurion.com
|
0% | 0% | Google AI Mode |
| 18 |
adlumin.com
|
0% | 0% | Google AI Mode |
| 19 |
trustwave.com
|
0% | 0% | Google AI Mode |
| 20 |
blackpointcyber.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on managed detection and response services, 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 managed detection and response services 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 managed detection and response services AI visibility
Who leads AI visibility in managed detection and response services?
Huntress ranks first with a composite score of 15.0, driven by a 50% citation rate. Arctic Wolf and Sophos MDR follow in joint second place, each with a 12.5 composite score.
What sources does Google AI Mode cite most for MDR category research?
The top cited sources are gartner.com and youtube.com, followed by vendor domains including huntress.com and underdefense.com, plus adjacent security vendor sites such as paloaltonetworks.com and sangfor.com.
Which MDR brands are cited by AI but not featured in answer text?
Huntress and UnderDefense both have zero visibility yet citation rates of 50% and 37.5% respectively, meaning AI links to their domains without naming them in generated answers.
Which MDR brands appear in AI answers without being cited as sources?
CrowdStrike Falcon Complete has 12.5% visibility but a 0% citation rate, making it the clearest example of a brand named in AI responses without its domain being referenced.
How competitive is the AI visibility landscape in managed detection and response?
The category average visibility is just 1.9% and average citation is 9.4%, with only four brands scoring above 8.0 composite, indicating a heavily concentrated top tier and low visibility overall.
Which brands have seen the largest recent shifts in MDR AI visibility?
Sophos MDR and CrowdStrike Falcon Complete are the biggest risers, each gaining 12.5 percentage points in visibility. Huntress and Red Canary are the biggest fallers, each losing 25 percentage points.