Deception technology platforms: AI search visibility ranking (2026)
How AI search engines rank deception technology 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. Deception technology platforms used to plant decoys, detect lateral movement, and surface attacker behavior earlier in the kill chain. 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 ask AI engines about Deception technology platforms, Acalvio consistently emerges as the leader. It appears in 37.5% of AI responses, making it highly visible in discussions. Other frequently mentioned brands include Smokescreen and CounterCraft. This ranking is dominated by Acalvio, as it is cited in 75% of AI mentions within the industry.
The leader's position is bolstered by sources such as acalvio.com and guideflow.com, repeatedly tapped by AI engines for information. Zscaler, techtarget.com, and peerspot.com are also common references, often functioning as review sites or aggregators. This suggests that AI rankings are influenced by both dedicated brand sites and external validation from industry reviews.
For buyers evaluating these platforms, the page's rankings highlight the importance of recent reviews and third-party validation. AI engines prioritize these aspects, focusing on topical authority and credibility. When selecting from this list, consider not only brand reputation but also how frequently and positively a brand is discussed in expert-driven sources.
At a glance
What we observed in this category
Acalvio leads the deception technology platforms category with a composite score of 48.8, visibility of 37.5%, and a citation rate of 75.0%. The next closest brand, Smokescreen, scores 21.2 composite with only 25.0% visibility and 12.5% citation. That gap between rank one and rank two is substantial, suggesting Acalvio has established a dominant position in how Google AI Mode frames this category. All other brands sit at composite scores of 20.0 or below, making this a heavily top-concentrated landscape.
A notable divergence exists between being named and being cited. Check Point and Fortinet FortiDeceptor both carry 0.0% visibility yet hold 25.0% citation rates each, placing them in the category of brands the AI trusts as sources but does not actively surface in responses. CounterCraft and Fidelis Deception show the inverse pattern to Smokescreen, with citation rates of 37.5% against visibility of only 12.5%, indicating their content is referenced but they are not consistently named as recommended platforms.
Google AI Mode is the sole engine driving all rankings in this audit, meaning no cross-engine triangulation is possible from this data. The top cited sources include acalvio.com, techtarget.com, peerspot.com, csoonline.com, and fidelissecurity.com, pointing to a mix of vendor-owned content and third-party analyst or review sites. Guideflow.com and devopsschool.com also appear in the cited source list, which suggests the AI is pulling from a broader instructional and workflow-documentation layer alongside traditional security media.
Movers & shakers since last refresh
Biggest visibility risers
-
Acalvio 0% → 38% · rank #1 → #1+38pp
-
Smokescreen 0% → 25% · rank #15 → #2+25pp
-
CounterCraft 0% → 12% · rank #10 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
acalvio.com
|
38% | 75% | Google AI Mode |
Acalvio holds a 37.5% visibility score and 75.0% citation rate, both the highest in the category and far above the category averages of 5.0% and 13.1% respectively. |
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| 2 |
smokescreen.io
|
25% | 12% | Google AI Mode |
Smokescreen reached 25.0% visibility after rising 13 places from rank 15, but its 12.5% citation rate matches the category average and lags Acalvio by 62.5 percentage points. |
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| 3 |
countercraftsec.com
|
12% | 38% | Google AI Mode |
CounterCraft has a citation rate of 37.5%, nearly three times its visibility score of 12.5%, indicating its content is referenced by AI but the brand is not consistently surfaced as a top recommendation. |
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| 4 |
fidelissecurity.com
|
12% | 38% | Google AI Mode |
Fidelis Deception mirrors CounterCraft exactly with 12.5% visibility and 37.5% citation, sharing rank four and a composite score of 20.0, suggesting similar AI treatment of both brands. |
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| 5 |
sentinelone.com
|
12% | 12% | Google AI Mode |
SentinelOne sits at rank five with matching visibility and citation rates of 12.5% each, producing a composite score of 12.5 that places it well below the citation-heavy brands ranked three and four. |
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| 6 |
checkpoint.com
|
0% | 25% | Google AI Mode |
| 7 |
fortinet.com
|
0% | 25% | Google AI Mode |
| 8 |
canary.tools
|
0% | 12% | Google AI Mode |
| 9 |
rapid7.com
|
0% | 12% | Google AI Mode |
| 10 |
sentinelone.com
|
0% | 12% | Google AI Mode |
| 11 |
illusive.com
|
0% | 0% | Google AI Mode |
| 12 |
vmware.com
|
0% | 0% | Google AI Mode |
| 13 |
trellix.com
|
0% | 0% | Google AI Mode |
| 14 |
bitdefender.com
|
0% | 0% | Google AI Mode |
| 15 |
trapx.com
|
0% | 0% | Google AI Mode |
| 16 |
cymmetria.com
|
0% | 0% | Google AI Mode |
| 17 |
topia.io
|
0% | 0% | Google AI Mode |
| 18 |
crowdstrike.com
|
0% | 0% | Google AI Mode |
| 19 |
microsoft.com
|
0% | 0% | Google AI Mode |
| 20 |
akamai.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on deception technology 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 deception technology 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 deception technology platforms AI visibility
Who leads AI visibility in deception technology platforms?
Acalvio leads with a visibility score of 37.5% and a citation rate of 75.0%, giving it a composite score of 48.8 that is more than double the next ranked brand, Smokescreen at 21.2.
What sources does AI cite most for deception technology platform research?
The top cited sources in this category are acalvio.com, guideflow.com, zscaler.com, techtarget.com, peerspot.com, devopsschool.com, fidelissecurity.com, and csoonline.com, covering vendor sites, review platforms, and security media.
Which brands are cited but not prominently named in AI responses?
Check Point and Fortinet FortiDeceptor both have 0.0% visibility despite citation rates of 25.0%, meaning AI pulls from their content but does not surface them as named platform recommendations.
How concentrated is AI visibility in this category?
The category average visibility is just 5.0%, and only three brands exceed that figure, with Acalvio at 37.5%, Smokescreen at 25.0%, and CounterCraft and Fidelis Deception tied at 12.5%.
Which brand made the biggest rank jump in deception technology platforms?
Smokescreen rose 13 places from rank 15 to rank 2, gaining 25.0 percentage points of visibility and 12.5 percentage points of citation in the most recent audit period.
Which engine dominates AI visibility data for this category?
Google AI Mode is the sole engine recorded across all brands in this audit, meaning all visibility and citation figures reflect Google AI Mode performance exclusively.