Deception technology for small business buyers
Asked as “deception technology platform”, and as “honeypot and decoy tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
53%
Clear leader
53Thinkst Canary13OpenCanary09Canarytokens25others
53% of first choices, clear leader.
Since October 2026▲+23Since October 2026: 30% → 53%, +23 points. Past the 11-point floor: movement.Thinkst Canary held the lead, +23 points on 30%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Thinkst Canary53%Clear leader▲+23Since October 2026: 30% → 53%, +23 points. Past the 11-point floor: movement.This pageMid-marketThinkst Canary56%Clear leader▲+20Since October 2026: 36% → 56%, +20 points. Past the 11-point floor: movement.Standing →Enterprise
Acalvio ShadowPlex61%Clear leader▲+14Since October 2026: 47% → 61%, +14 points. Past the 11-point floor: movement.Standing →
Thinkst Canary53%Clear leader▲+23Since October 2026: 30% → 53%, +23 points. Past the 11-point floor: movement.This pageMid-marketThinkst Canary56%Clear leader▲+20Since October 2026: 36% → 56%, +20 points. Past the 11-point floor: movement.Standing →EnterpriseAcalvio ShadowPlex61%Clear leader▲+14Since October 2026: 47% → 61%, +14 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Thinkst Canary53%8%49endorsed leader▲+23Since October 2026: 30% → 53%, +23 points. Past the 11-point floor: movement.30% → 53%
Thinkst Canary53%8%49endorsed leader▲+23Since October 2026: 30% → 53%, +23 points. Past the 11-point floor: movement.30% → 53%02OpenCanary13%8%39accepted challenger▼−5Since October 2026: 18% → 13%, −5 points. Inside the 11-point floor: within noise.18% → 13%
03
Canarytokens9%0%19accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%
Canarytokens9%0%19accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%04
HoneyWire2%0%16accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%
HoneyWire2%0%16accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%05
SentinelOne Singularity2%35%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
SentinelOne Singularity2%35%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the ten products at 0%, ordered by negative rate
14Illusive Networks0%92%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
15Acalvio ShadowPlex0%70%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Acalvio ShadowPlex0%70%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11T-Pot0%64%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13CounterCraft0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12
Zscaler Deception0%58%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Zscaler Deception0%58%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08FortiDeceptor0%35%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09Cowrie0%31%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10
Fortinet FortiDeceptor0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fortinet FortiDeceptor0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07Rapid7 InsightIDR Deception0%27%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
06
Tracebit0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Tracebit0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Thinkst Canary vs Acalvio ShadowPlexThinkst Canary vs TracebitThinkst Canary vs CounterCraftThinkst Canary vs Fidelis DeceptionCanarytokens vs OpenCanaryCanarytokens vs HoneyWireCanarytokens vs Acalvio ShadowPlexCanarytokens vs TracebitCanarytokens vs CounterCraftCanarytokens vs Fidelis DeceptionOpenCanary vs HoneyWireOpenCanary vs Acalvio ShadowPlexOpenCanary vs TracebitOpenCanary vs CounterCraftOpenCanary vs Fidelis DeceptionHoneyWire vs Acalvio ShadowPlexHoneyWire vs TracebitHoneyWire vs CounterCraftHoneyWire vs Fidelis DeceptionAcalvio ShadowPlex vs TracebitAcalvio ShadowPlex vs CounterCraftAcalvio ShadowPlex vs Fidelis DeceptionTracebit vs CounterCraftTracebit vs Fidelis DeceptionCounterCraft vs Fidelis Deception
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01O02
03040506R07
F08
C09
10T11
12C13
I14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Thinkst Canary53%
Thinkst Canary53%02OpenCanary13%
03Canarytokens9%
Canarytokens9%04HoneyWire2%
HoneyWire2%05SentinelOne Singularity2%
SentinelOne Singularity2%06Tracebit0%
Tracebit0%07Rapid7 InsightIDR Deception0%
08FortiDeceptor0%
09Cowrie0%
10Fortinet FortiDeceptor0%
Fortinet FortiDeceptor0%11T-Pot0%
12Zscaler Deception0%
Zscaler Deception0%13CounterCraft0%
14Illusive Networks0%
15Acalvio ShadowPlex0%
Acalvio ShadowPlex0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Acalvio ShadowPlex70%
23 of 33 labels negative · 11 of 14 models · 10 hard negative
“Designed for enterprise scale with autonomous deployment; 61% negative rating from AI recommendations for small businesses; enterprise pricing model” Kimi K2, negative prompt
Illusive Networks
92%
12 of 13 labels negative · 8 of 14 models · 5 hard negative
“Avoid or be highly cautious about: Enterprise-focused platforms (Attivo/SentinelOne, Acalvio, Illusive, Fidelis, TrapX, Zscaler Deception)” DeepSeek V4 Flash, negative prompt
SentinelOne Singularity35%
7 of 20 labels negative · 6 of 14 models · 4 hard negative
“Heavy enterprise-grade platform; overkill for small businesses without dedicated security staff” Kimi K2, negative prompt
Fidelis Deception78%
7 of 9 labels negative · 6 of 14 models · 2 hard negative
“Avoid or be highly cautious about: Enterprise-focused platforms (Attivo/SentinelOne, Acalvio, Illusive, Fidelis, TrapX, Zscaler Deception)” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 873 links across 188 sites, every framing counted. Ranked by the number of answers carrying the site or page. 79 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · SourceForge38 answers · 59 citations · 11 models
35 answers · 35 citations · 10 models
vendor site · Guideflow32 answers · 32 citations · 11 models
publisher (Gane)28 answers · 30 citations · 10 models
27 answers · 27 citations · 12 models
vendor site · G219 answers · 29 citations · 10 models
vendor site · Acalvio18 answers · 30 citations · 8 models
18 answers · 19 citations · 7 models
17 answers · 22 citations · 8 models
vendor site · GitHub15 answers · 33 citations · 7 models
14 answers · 22 citations · 8 models
vendor site · Fidelis Security14 answers · 19 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
35 answers · 10 models
28 answers · 10 models
27 answers · 12 models
26 answers · 9 models
21 answers · 9 models
20 answers · 10 models
18 answers · 7 models
16 answers · 8 models
13 answers · 7 models
12 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best deception technology platform”, “deception technology platform”, “deception technology platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Thinkst Canary thinkst.com | 53% | 131 | 590 | 8 | 189 | |||
| OpenCanary | 13% | 210 | 2 | |||||
| Canarytokens canarytokens.org | 9% | 27 | 720 | 8 | 778 | |||
| HoneyWire honeywire.dev | 2% | 28 | 20 | 0 | ||||
| Trapster trapster.cloud | 2% | 9 | 880 | 43 | 216 | |||
| Labyrinth Cyber Deception Platform labyrinth.tech | 2% | 4 | ||||||
| Cynet cynet.com | 2% | 46 | 2,400 | 147 | 13,782 | 43 | ||
| CyberTrap cybertrap.com | 2% | 9 | 20 | 0 | 1 | |||
| SentinelOne sentinelone.com SentinelOne Singularity 2% | 2% | 499 | 33,100 | 1,675 | 446,702 company | $780 | 22 | 5 |
| Thinkst Canarytokens | 2% |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (acalvio.com, fidelissecurity.com, g2.com, sourceforge.net). The first result for “best deception technology platform” is cybertrap.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best deception technology platform for a small B2B company?”Paraphrase“Which honeypot and decoy tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top deception technology platforms for a small team and how do they differ?”Budget-constrained“What is the best deception technology platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a deception technology platform. What should we look at?”Negative“Which deception technology platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Thinkst CanaryThinkst CanaryHeldThinkst CanaryThinkst Canary, Trapsterno first choiceagainst: SentinelOne Singularity, Tracebit
Four alternatives
Deceptive Bytes, FortiDeceptor, Lupovis, Rapid7 InsightIDR DeceptionTwo alternatives
OpenCanary, SecurityHiveThree alternatives
Acalvio ShadowPlex, OpenCanary, Smokescreen TechnologiesFive alternatives
Fortinet FortiDeceptor, OpenCanary, Rapid7 InsightIDR Deception, Smokescreen Technologies, Sophos DeceptionGPT-5.4 miniThinkst CanaryThinkst CanaryHeldRapid7 InsightIDR Deception, Tracebitagainst: Acalvio ShadowPlex, Fidelis DeceptionThinkst Canaryagainst: Acalvio ShadowPlex, Fidelis Deceptionno first choicenothing named
Two alternatives
Labyrinth Deception Platform, SentinelOne's BOTsinkOne alternative
SentinelOne Singularity HologramThree alternatives
CounterCraft, Fortinet FortiDeceptor, Zscaler DeceptionOne alternative
Rapid7 InsightIDR DeceptionGemini 3.5 FlashThinkst Canaryagainst: Acalvio ShadowPlex, CounterCraft, Fortinet FortiDeceptor, OpenCanaryThinkst CanaryHeldThinkst CanaryThinkst Canaryagainst: Acalvio ShadowPlex, CounterCraftThinkst Canaryagainst: Attivo, FortiDeceptor, Fortinet FortiDeceptor, SentinelOne Singularityagainst: Acalvio ShadowPlex, Commvault ThreatWise, CounterCraft, Cowrie, Cymmetria, Dionaea, Fidelis Deception, Honeyd, Illusive Networks, OpenCanary, SentinelOne Attivo Networks, TrapX
Two alternatives
Microsoft Defender for Endpoint, TracebitTwo alternatives
Canarytokens, OpenCanaryFour alternatives
Acalvio ShadowPlex, SentinelOne Singularity Hologram, Tracebit, Zscaler DeceptionFour alternatives
Canarytokens, Microsoft Defender for Cloud, OpenCanary, SecurityHiveThree alternatives
Canarytokens, CrowdStrike, SentinelOne SingularityPerplexity SonarThinkst Canaryagainst: Acalvio ShadowPlex, CounterCraftThinkst CanaryHeldagainst: SentinelOne Singularity HologramThinkst Canaryagainst: FortiDeceptorThinkst Canaryagainst: Acalvio ShadowPlex, CounterCraft, Fidelis Deceptionno first choiceagainst: Acalvio ShadowPlex, CounterCraft, FortiDeceptor, Illusive Networks, SentinelOne Singularity Hologram, Smokescreen Technologies, Topspin Security, Zscaler Smokescreen
Six alternatives
Attivo, Deception-as-a-service, FortiDeceptor, Rapid7 deception features, SentinelOne Singularity, TracebitTwo alternatives
Cowrie, OpenCanaryFour alternatives
Lupovis, Rapid7 InsightIDR Deception, SentinelOne Singularity Identity, TracebitTwo alternatives
Canarytokens, Tracebit Community EditionGrok 4.20Thinkst Canaryagainst: Acalvio ShadowPlex, Zscaler DeceptionThinkst CanaryHeldagainst: Acalvio ShadowPlex, Attivo Networks, Conpot, Cowrie, Illusive Networks, SentinelOne Hologram, T-Pot, TrapXCynet, SentinelOne Singularityagainst: Fidelis Deception, Illusive Networks, Zscaler DeceptionOpenCanaryagainst: Acalvio ShadowPlex, Illusive Networks, Rapid7 InsightIDR Deception, Thinkst Canaryno first choiceagainst: Acalvio ShadowPlex, Cowrie, Proofpoint Shadow, Rapid7 Incident Command, SentinelOne Singularity, T-Pot, Zscaler Deception
Three alternatives
OpenCanary, Rapid7 InsightIDR Deception, TrapEyeTwo alternatives
Canarytokens, OpenCanaryThree alternatives
Acalvio ShadowPlex, Fortinet FortiDeceptor, Rapid7 InsightIDR DeceptionFour alternatives
Canarytokens, Cowrie, HoneyWire, T-PotMistral SmallThinkst CanaryThinkst CanaryHeldThinkst Canaryagainst: CyberTrap, Deception.ai, Defused, FortiDeceptor, HoneyTraceThinkst Canaryno first choiceagainst: CounterCraft, FortiDeceptor, Rapid7 InsightIDR Deception, Zscaler Deception
Two alternatives
HoneyWire, OpenCanaryTwo alternatives
HoneyWire, OpenCanaryThree alternatives
Acalvio ShadowPlex, OpenCanary, SentinelOne Singularity HologramTwo alternatives
Fortinet FortiDeceptor, Rapid7 InsightIDR DeceptionDeepSeek V4 FlashThinkst Canaryagainst: Acalvio ShadowPlex, CynetCanarytokens, OpenCanaryChangedagainst: Thinkst CanaryThinkst CanaryCanarytokens, OpenCanaryagainst: Acalvio ShadowPlex, SentinelOne Singularity, Zscaler Deceptionno first choiceagainst: Attivo, Illusiveagainst: Acalvio ShadowPlex, Attivo Networks, Fidelis Deception, Illusive Networks, TrapX, Zscaler Deception
Two alternatives
Morphisec, OpenCanaryOne alternative
StingBoxFour alternatives
FortiDeceptor, HoneyWire, OpenCanary, SentinelOne SingularityFour alternatives
Cowrie, CyberTrap, FortiDeceptor, Tracebit Community EditionSix alternatives
Acalvio ShadowPlex, CounterCraft, FortiDeceptor, Rapid7 InsightIDR Deception, SentinelOne Singularity, Zscaler DeceptionLlama 4 MaverickThinkst CanaryCRM Honeypots, LeukquantChangedno first choiceThinkst Canaryno first choiceagainst: Acalvio ShadowPlex, T-Pot
Three alternatives
HoneyWire, OpenCanary, TrapsterThree alternatives
HoneyWire, Smokescreen, TrapXQwen 3.7 FlashCanaryCanarytokens, OpenCanaryChangedagainst: T-PotSmokescreen, TracebitWazuhagainst: Attivo, Canopyno first choiceagainst: Attivo Networks, Illusive Networks, Kippo, Tenable Hedge
Three alternatives
Attivo Networks, Darktrace, HackerTargetTwo alternatives
Defused, TrapXThree alternatives
Canary Tokens, Guardz, HoneypitKimi K2Thinkst Canaryagainst: Acalvio ShadowPlex, Illusive Networks, Proofpoint Shadow, SentinelOne SingularityThinkst CanaryHeldThinkst CanaryOpenCanaryagainst: T-Potno first choiceagainst: Acalvio ShadowPlex, Attivo, CounterCraft, Honeyd, Illusive Networks, OpenCanary, Rapid7 InsightIDR Deception, SentinelOne Singularity
Four alternatives
FortiDeceptor, HoneyWire, OpenCanary, TrapEyeTwo alternatives
Canarytokens, OpenCanaryThree alternatives
Labyrinth Cyber Deception Platform, OpenCanary, TracebitFive alternatives
Cowrie, HoneyWire, SentinelOne Singularity, Smokescreen IllusionBLACK, Thinkst CanaryGLM 4.7 FlashXCynet, Labyrinth Cyber Deception Platformagainst: SentinelOne SingularityOpenCanary, Thinkst CanaryChangedagainst: Cowrie, T-PotThinkst CanaryCyberTrapThinkst Canaryagainst: Acalvio ShadowPlex, Illusive Networks, SentinelOne Attivo
Three alternatives
HoneyWire, OpenCanary, TracebitTwo alternatives
FortiDeceptor, Labyrinth Cyber Deception PlatformThree alternatives
Acalvio ShadowPlex, CounterCraft, OpenCanaryMiniMax M2.5SentinelOne Singularityagainst: Rapid7 InsightIDR DeceptionThinkst's CanarytokensChangedThinkst Canaryagainst: Acalvio ShadowPlex, Fortinet FortiDeceptor, SentinelOne Singularity HologramCanarytokens, HoneyWireno first choiceagainst: Attivo, Cynet AutoPap, Honeyd, Illusive, Kippo, Modern Honey Network, TrapX Security
Three alternatives
Smokescreen, ThreatWise, TrapX SecurityTwo alternatives
Modern Honey Network, OpenCanaryOne alternative
OpenCanaryFour alternatives
Cowrie, Cynet, OpenCanary, T-PotGPT-6 LunaThinkst CanaryThinkst CanarytokensChangedagainst: Thinkst CanaryThinkst Canaryagainst: Acalvio ShadowPlexCanarytokensagainst: Thinkst Canaryno first choiceagainst: Acalvio ShadowPlex, CounterCraft, DIY or open-source honeypots, Fidelis Deception, FortiDeceptor, Zscaler Deception
Two alternatives
Canarytokens, TracebitOne alternative
OpenCanaryThree alternatives
Fortinet FortiDeceptor, Rapid7 InsightIDR Deception, TracebitOne alternative
OpenCanaryMuse Glimmer 30BThinkst CanaryOpenCanary, Thinkst CanaryChangedagainst: T-PotTracebitagainst: Attivo Networks ThreatDefend, Illusive Networks, TrapX SecurityThinkst Canary / Canarytokensno first choiceagainst: Acalvio ShadowPlex, Attivo Networks, Illusive Networks, Rapid7 deception / Rapid7 Incident Command, SentinelOne Attivo
Two alternatives
OpenCanary, TracebitThree alternatives
Canarytokens, Cowrie, FortiDeceptorOne alternative
Acalvio ShadowPlexFour alternatives
Deceptive Bytes, HoneyWire, OpenCanary, Tracebit Community EditionBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:23 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:57 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:04 | yes | 12 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:12 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:07 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:55 | yes | 23 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:49 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:17 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:26 | yes | 25 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:53 | yes | 22 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:09 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:20 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:57 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:02 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:06 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:32 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:15 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:40 | yes | 10 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:49 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:30 | yes | 22 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:44 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:47 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:29 | yes | 24 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:22 | yes | 22 | 100 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:23 | yes | 20 | 88 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:11 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:27 | yes | 12 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:22 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:49 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:52 | yes | 6 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:32 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:33 | yes | 12 | 22 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:55 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:54 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:18 | yes | 13 | 54 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:38 | yes | 24 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:07 | yes | 20 | 86 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:23 | yes | 20 | 46 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:36 | yes | 5 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:39 | yes | 24 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:54 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:56 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:30 | yes | 8 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:03 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:22 | yes | 9 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:41 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:04 | yes | 22 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:08 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:35 | yes | 19 | 57 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:52 | yes | 21 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:03 | yes | 14 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:49 | yes | 19 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:47 | yes | 2 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:14 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:57 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:02 | yes | 5 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:06 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:14 | yes | 23 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:53 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:07 | yes | 9 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:41 | yes | 10 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:07 | yes | 13 | 81 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:58 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:19 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:33 | yes | 13 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:10 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:58 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:46 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:55 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:37 | yes | 12 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:20 | yes | 15 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:50 | yes | 22 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:45 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:21 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:39 | yes | 22 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:21 | yes | 23 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | no | 0 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:20 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:34 | yes | 12 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Acalvio read as Acalvio ShadowPlex
Acalvio (ShadowPlex) read as Acalvio ShadowPlex
CanaryTokens.org read as Canarytokens
Canarytokens.org read as Canarytokens
Fidelis read as Fidelis Deception
Fortinet read as Fortinet FortiDeceptor
Fortinet (FortiDeceptor) read as Fortinet FortiDeceptor
Rapid7 read as Rapid7 InsightIDR Deception
Rapid7 (InsightIDR or deception features) read as Rapid7 InsightIDR Deception
Rapid7 InsightIDR (Deception Module) read as Rapid7 InsightIDR Deception
SentinelOne read as SentinelOne Singularity
SentinelOne (Attivo Networks) read as SentinelOne Singularity
SentinelOne (Singularity) read as SentinelOne Singularity
SentinelOne Singularity Deception read as SentinelOne Singularity Hologram
SentinelOne Singularity Deception (formerly Attivo) read as SentinelOne Singularity Hologram
SentinelOne's Singularity Hologram read as SentinelOne Singularity Hologram
Zscaler read as Zscaler Deception
Unresolved, counted raw
AgentDecoy
Canary (canary.tools)
Canopy
Cynet AutoPap
DIY or open-source honeypots
Deception-as-a-service
Deception.ai
HackerTarget (Canary Pro)
HoneyTrace
Honeypit
Rapid7 deception / Rapid7 Incident Command
Rapid7 deception features
SentinelOne Attivo Networks
SentinelOne Hologram
SentinelOne's BOTsink (Legacy)
Smokescreen IllusionBLACK
StingBox
Tenable Hedge (formerly Netresec)
Thinkst's Canarytokens
ThreatWise (by Commvault/Metallic)
Zscaler Smokescreen
Discontinued, still offered
No shut-down product was recommended here.