SOAR platforms
Asked as “SOAR platform”, and as “security orchestration and automated response tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
47%
Clear leader
47Tines14Shuffle08Cortex XSOAR31others
47% of first choices, clear leader.
Since October 2026▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.Tines held the lead, +6 points on 41%, inside the 11-point 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
Tines41%Clear leader▼−2Since October 2026: 43% → 41%, −2 points. Inside the 11-point floor: within noise.Standing →Mid-marketTines47%Clear leader▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.This pageEnterprise
Cortex XSOAR55%Clear leader▲+14Since October 2026: 41% → 55%, +14 points. Past the 11-point floor: movement.Standing →
Tines41%Clear leader▼−2Since October 2026: 43% → 41%, −2 points. Inside the 11-point floor: within noise.Standing →Mid-marketTines47%Clear leader▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.This pageEnterpriseCortex XSOAR55%Clear leader▲+14Since October 2026: 41% → 55%, +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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Tines47%0%57endorsed leader▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.41% → 47%
Tines47%0%57endorsed leader▲+6Since October 2026: 41% → 47%, +6 points. Inside the 11-point floor: within noise.41% → 47%02
Shuffle14%0%15accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 11-point floor: within noise.18% → 14%
Shuffle14%0%15accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 11-point floor: within noise.18% → 14%03
Swimlane Turbine8%9%44accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
Swimlane Turbine8%9%44accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%04Cortex XSOAR8%45%60criticized challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise.5% → 8%
Cortex XSOAR8%45%60criticized challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise.5% → 8%05
ManageEngine Log3604%11%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
ManageEngine Log3604%11%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Splunk SOAR4%35%57criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Splunk SOAR4%35%57criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
Torq2%11%36accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
Torq2%11%36accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%08
Rapid7 InsightConnect2%11%19accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
Rapid7 InsightConnect2%11%19accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%09
Tracecat2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Tracecat2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
FortiSOAR2%22%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
FortiSOAR2%22%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
13
IBM QRadar SOAR0%43%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM QRadar SOAR0%43%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Google Security Operations SOAR Lab in the set0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Security Operations SOAR Lab in the set0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Microsoft Sentinel0%5%43accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Microsoft Sentinel0%5%43accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
Google Security Operations SOAR is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Tines vs ManageEngine Log360Tines vs Splunk SOARTines vs TorqTines vs Rapid7 InsightConnectShuffle vs Swimlane TurbineShuffle vs Cortex XSOARShuffle vs ManageEngine Log360Shuffle vs Splunk SOARShuffle vs TorqShuffle vs Rapid7 InsightConnectSwimlane Turbine vs Cortex XSOARSwimlane Turbine vs ManageEngine Log360Swimlane Turbine vs Splunk SOARSwimlane Turbine vs TorqSwimlane Turbine vs Rapid7 InsightConnectCortex XSOAR vs ManageEngine Log360Cortex XSOAR vs Splunk SOARCortex XSOAR vs TorqCortex XSOAR vs Rapid7 InsightConnectManageEngine Log360 vs Splunk SOARManageEngine Log360 vs TorqManageEngine Log360 vs Rapid7 InsightConnectSplunk SOAR vs TorqSplunk SOAR vs Rapid7 InsightConnectTorq vs Rapid7 InsightConnect
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Tines47%
Tines47%02Shuffle14%
Shuffle14%03Swimlane Turbine8%
Swimlane Turbine8%04Cortex XSOAR8%
Cortex XSOAR8%05ManageEngine Log3604%
ManageEngine Log3604%06Splunk SOAR4%
Splunk SOAR4%07Torq2%
Torq2%08Rapid7 InsightConnect2%
Rapid7 InsightConnect2%09Tracecat2%
Tracecat2%10FortiSOAR2%
FortiSOAR2%11Microsoft Sentinel0%
Microsoft Sentinel0%12Google Security Operations SOAR0%
Google Security Operations SOAR0%13IBM QRadar SOAR0%
IBM QRadar SOAR0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, MiniMax M2.5 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.
Splunk SOAR35%
20 of 57 labels negative · 12 of 14 models · 7 hard negative
“Avoid for tight budgets: Enterprise-heavy tools like Palo Alto Cortex XSOAR, Splunk SOAR, or FortiSOAR” Grok 4.20, budget prompt
Cortex XSOAR45%
27 of 60 labels negative · 11 of 14 models · 8 hard negative
“Avoid for tight budgets: Enterprise-heavy tools like Palo Alto Cortex XSOAR, Splunk SOAR, or FortiSOAR” Grok 4.20, budget prompt
IBM QRadar SOAR43%
12 of 28 labels negative · 8 of 14 models · 6 hard negative
“Palo Alto announced End-of-Life for QRadar SaaS offerings. Customers are being directed to migrate to Cortex XSIAM/XSOAR.” Gemini 3.5 Flash, negative prompt
Torq11%
4 of 36 labels negative · 4 of 14 models · 2 hard negative
“While newer, it has a 30% negative rate, with some users reporting integration and scalability issues” Mistral Small, 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
74 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. 810 links across 196 sites, every framing counted. Ranked by the number of answers carrying the site or page. 57 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.
29 answers · 29 citations · 8 models
26 answers · 26 citations · 10 models
vendor site · KnowBe421 answers · 27 citations · 7 models
vendor site · Strike4821 answers · 24 citations · 10 models
19 answers · 19 citations · 10 models
vendor site · Palo Alto Networks18 answers · 19 citations · 8 models
vendor site · G216 answers · 23 citations · 7 models
vendor site · Tracecat16 answers · 19 citations · 10 models
16 answers · 16 citations · 9 models
14 answers · 24 citations · 7 models
publisher (Gane)14 answers · 17 citations · 8 models
13 answers · 13 citations · 7 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.
29 answers · 8 models
26 answers · 10 models
19 answers · 10 models
16 answers · 9 models
16 answers · 10 models
14 answers · 7 models
12 answers · 6 models
11 answers · 8 models
10 answers · 7 models
10 answers · 7 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 soar platform”, “soar platform”, “soar 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Tines tines.com | 47% | 168 | 22,200 | 3,167 | 10,888 | 97 | |
| Shuffle shuffler.io | 14% | 45 | 60,500 | 19,550 | 1,726 | ||
| Swimlane Turbine swimlane.com | 8% | 136 | 50 | 0 | 15,132 | 37 | 6 |
| Cortex cortex.io Cortex XSOAR 8% | 8% | 165 | 390 | 14 | 16,782 | 6 | |
| ManageEngine parent site ManageEngine Log360 4% | 4% | 139 | 8,100 | 675 | |||
| Splunk parent site Splunk SOAR 4% | 4% | 177 | 40,500 | 6,832 | |||
| Torq torq.io | 2% | 98 | 6,600 | 1,467 | 5,966 | 6 | |
| Rapid7 parent site Rapid7 InsightConnect 2% | 2% | 58 | 14,800 | 798 | |||
| Tracecat tracecat.com | 2% | 14 | |||||
| FortiSOAR fortinet.com | 2% | 48 | 210 | 15 | 3,078,109 | 61 | 3 |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (paloaltonetworks.com). The first result for “best soar platform” is reddit.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 SOAR platform for a mid-market B2B company?”Paraphrase“Which security orchestration and automated response tool would you recommend to a mid-sized B2B company?”Comparative“What are the top SOAR platforms and how do they differ?”Budget-constrained“What is the best SOAR platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a SOAR platform. What should we look at?”Negative“Which SOAR platforms should I avoid or be cautious about?”
Claude Haiku 4.5Rapid7 InsightConnectTinesChangedCortex XSOARno first choiceno first choiceagainst: Cortex XSOAR
Two alternatives
Splunk SOAR, Swimlane TurbineTwo alternatives
FortiSOAR, Rapid7 InsightConnectSix alternatives
Google Security Operations SOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Tines, TorqNine alternatives
DFIR-IRIS, Logsign, Microsoft Sentinel, Shuffle, Splunk SOAR Community Edition, TheHive, Tines, Torq, TracecatGPT-5.4 miniTinesFortiSOARChangedCortex XSOARShuffleagainst: Splunk SOAR Community Editionno first choiceagainst: IBM QRadar SOAR, Splunk SOAR
Three alternatives
Cortex XSOAR, FortiSOAR, Splunk SOARThree alternatives
Cortex XSOAR, Microsoft Sentinel, Splunk SOARSix alternatives
FortiSOAR, IBM QRadar SOAR, Splunk SOAR, Swimlane Turbine, Tines, TorqOne alternative
TracecatGemini 3.5 FlashTinesagainst: Cortex XSOAR, Splunk SOARTinesHeldagainst: Cortex XSOAR, Splunk SOARCortex XSOARShuffleno first choiceagainst: Cortex XSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Microsoft Sentinel Logic Apps, Phantom, Resilient
Six alternatives
Microsoft Defender XDR, Microsoft Sentinel, Prophet Security, Simbian, Swimlane Turbine, TorqFour alternatives
CrowdStrike Falcon Fusion, Microsoft Logic Apps / Sentinel Automation, Shuffle, TorqFive alternatives
IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, TinesFive alternatives
Azure Logic Apps, Microsoft Sentinel, Splunk SOAR Community Edition, TheHive + Cortex, TinesPerplexity SonarTinesagainst: Cortex XSOARTinesHeldagainst: Cortex XSOARCortex XSOARTinesagainst: Cortex XSOAR, Splunk SOARno first choiceagainst: Cortex XSOAR, FortiSOAR, ServiceNow Security Operations, Splunk SOAR
Four alternatives
ManageEngine Log360, Microsoft Sentinel, Rapid7 InsightConnect, Swimlane TurbineOne alternative
Microsoft SentinelTen alternatives
Cyware, FortiSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, ThreatConnect, Tines, TorqThree alternatives
Logsign, Rapid7 InsightConnect, TracecatGrok 4.20Tinesagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARSplunk SOARChangedagainst: IBM QRadar SOARCortex XSOARagainst: TheHiveTracecatagainst: BlinkOps, Cortex XSOAR, FortiSOAR, IBM QRadar SOAR, Splunk SOAR, TorqTines, Torqagainst: Cortex XSOARagainst: Cortex XSOAR, IBM QRadar SOAR, Microsoft Sentinel, Rapid7 InsightConnect, ServiceNow Security Operations, Splunk SOAR
Two alternatives
Microsoft Sentinel, TorqFour alternatives
BlinkOps, Cortex XSOAR, D3 Security Smart SOAR, TinesEight alternatives
FortiSOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Sumo Logic Cloud SOAR, Swimlane Turbine, Tines, TorqFive alternatives
ManageEngine Log360, Microsoft Sentinel, OpenSOAR, Shuffle, TinesTwo alternatives
Microsoft Sentinel, Swimlane TurbineMistral SmallTinesCortex XSOAR, Splunk SOARChangedno first choiceTinesno first choiceagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOAR, Swimlane Turbine, Torq
Three alternatives
Cortex XSOAR, Microsoft Sentinel, Swimlane TurbineOne alternative
Microsoft SentinelTwo alternatives
Rapid7 InsightConnect, Splunk SOARDeepSeek V4 FlashTinesagainst: Cortex XSOARSwimlane TurbineChangedagainst: Cortex XSOAR, Google Security Operations SOAR, Splunk SOARno first choiceShuffle, Tinesagainst: Cortex XSOAR, Splunk SOAR, Torqno first choiceagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARagainst: Cortex XSOAR, DFLabs, FortiSOAR, Google Security Operations SOAR, IBM QRadar SOAR, ManageEngine Log360, Phantom, ServiceNow Security Operations, Splunk SOAR
Two alternatives
Splunk SOAR, Swimlane TurbineTwo alternatives
Rapid7 InsightConnect, TinesThree alternatives
Blumira, ManageEngine Log360, TracecatFive alternatives
FortiSOAR, Palo Alto Networks Cortex XSIAM, Swimlane Turbine, Tines, TorqLlama 4 MaverickTinesno first choiceChangedCortex XSOARLogsignno first choiceagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOAR, Swimlane Turbine
Five alternatives
Cortex XSOAR, IncMan SOAR, Logsign Unified SO Platform, Splunk SOAR, TorqTwo alternatives
Splunk SOAR, TinesTwo alternatives
BlinkOps, ManageEngine Log360Qwen 3.7 FlashSwimlane Turbine, Tinesagainst: Cortex XSOARTinesChangedagainst: Cortex XSOARCortex XSOARShuffle, Tinesagainst: Wazuhno first choiceagainst: Cortex XSOAR, Splunk SOAR, Swimlane Turbineagainst: Cortex XSOAR, FortiSOAR, ManageEngine Log360, Microsoft Sentinel, Splunk SOAR
One alternative
Microsoft SentinelThree alternatives
D3 Security Smart SOAR, Microsoft Sentinel, Splunk SOARThree alternatives
Microsoft Defender SOAR, Splunk SOAR, TinesFour alternatives
Blumira, ManageEngine Log360, StackStorm, TheHive + CortexThree alternatives
Microsoft Defender XDR, Tines, runZeroKimi K2TinesTinesHeldagainst: Cortex XSOARCortex XSOARShuffleno first choiceagainst: Cortex XSOAR, Exabeam Incident Responder, Splunk SOAR
Two alternatives
Cortex XSOAR, ORNAFour alternatives
Microsoft Sentinel, Shuffle, Splunk SOAR, Swimlane TurbineFive alternatives
Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, Tines, TorqThree alternatives
Logsign Unified SO Platform, OpenSOAR, TracecatGLM 4.7 FlashXCortex XSOARCortex XSOARHeldCortex XSOARManageEngine Log360no first choiceagainst: IBM QRadar SOAR, Splunk SOAR, Swimlane Turbine
Four alternatives
ManageEngine Log360, Microsoft Sentinel, Splunk SOAR, TinesFour alternatives
ManageEngine Log360, Microsoft Sentinel, Swimlane Turbine, TinesSeven alternatives
FortiSOAR, IBM QRadar SOAR, ManageEngine Log360, Microsoft Sentinel, Splunk SOAR, Tines, TorqFive alternatives
Logsign, OpenSOAR, Shuffle, Tines, TracecatMiniMax M2.5Cortex XSOAR, Swimlane TurbineTinesChangedno first choiceManageEngine Log360no first choiceagainst: Cortex XSOAR, Exabeam Incident Responder, Rapid7 InsightConnect, Securonix SOAR, Splunk SOAR
Two alternatives
Microsoft Sentinel, Rapid7 InsightConnectThree alternatives
Splunk SOAR, Swimlane Turbine, TorqFour alternatives
Google Security Operations SOAR, Microsoft Sentinel, Rapid7 InsightConnect, Swimlane TurbineGPT-6 LunaTinesTinesHeldCortex XSOAR, TinesShuffleno first choiceagainst: Cortex XSOAR 6.12 or 6.13 on-premises, IBM QRadar SOAR in the cloud, QRadar SOAR on-premises
Three alternatives
Defender, Microsoft Sentinel, TorqTwo alternatives
Microsoft Sentinel, TorqSix alternatives
FortiSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, TorqThree alternatives
Palo Alto Networks Cortex Cloud, TheHive, TinesMuse Glimmer 30BTinesSwimlane Turbine, TinesChangedCortex XSOAROpenSOAR, Palo Alto Networks Cortex Cloud, Shuffle, TheHiveno first choiceagainst: Cortex AgentiX, Cortex XSOAR, Google Siemplify, IBM QRadar SOAR, Logpoint, ManageEngine, Splunk SOAR, Torq
Four alternatives
ManageEngine Log360, Rapid7 InsightConnect, Shuffle, Swimlane TurbineFive alternatives
Cortex XSOAR, ManageEngine Log360, Microsoft Sentinel, Splunk SOAR, TorqSix alternatives
IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, Tines, TorqFour alternatives
Google Security Operations SOAR, ManageEngine Log360, Rapid7 InsightConnect, Swimlane TurbineBold 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 13:55 | yes | 14 | 12 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:11 | yes | 3 | 6 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 11:54 | yes | 11 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:44 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:26 | yes | 13 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:20 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:05 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:06 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:03 | yes | 19 | 57 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 17 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:17 | yes | 5 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:22 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:14 | yes | 10 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:14 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:33 | yes | 5 | 6 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 08:39 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:20 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:21 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:55 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:53 | yes | 20 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:00 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:30 | yes | 10 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:43 | yes | 12 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:57 | yes | 9 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:38 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:46 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:31 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:00 | yes | 2 | 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 11:45 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:15 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:20 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:17 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:03 | yes | 24 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:36 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:39 | yes | 18 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:03 | yes | 25 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:14 | yes | 10 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:15 | yes | 8 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:19 | yes | 13 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:07 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:55 | yes | 4 | 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 18:54 | yes | 10 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:13 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:31 | yes | 15 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:25 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:17 | yes | 25 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:16 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:29 | yes | 10 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:43 | yes | 10 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:53 | yes | 14 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:27 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:35 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:07 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:39 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:58 | no | 0 | 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 14:22 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:27 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:00 | yes | 10 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:44 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:24 | yes | 21 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:23 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:30 | yes | 14 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:46 | yes | 14 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:47 | no | 0 | 48 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:57 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:08 | no | 0 | 8 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:26 | yes | 18 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:53 | yes | 5 | 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 17:51 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:32 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:13 | yes | 14 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:58 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:23 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:35 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:44 | yes | 9 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:22 | yes | 23 | 69 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:55 | yes | 25 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:17 | yes | 15 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:10 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:31 | yes | 15 | 24 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
D3 read as D3 Security Smart SOAR
D3 Security read as D3 Security Smart SOAR
Exabeam read as Exabeam Incident Responder
Google SecOps read as Google Security Operations SOAR
Google Security Operations read as Google Security Operations SOAR
Microsoft Sentinel + Logic Apps read as Microsoft Sentinel
Palo Alto Cortex XSOAR read as Cortex XSOAR
Palo Alto Cortex XSOAR (formerly Demisto) read as Cortex XSOAR
Palo Alto Networks (Cortex XSOAR) read as Cortex XSOAR
Palo Alto Networks Cortex XSOAR read as Cortex XSOAR
Palo Alto Networks Cortex XSOAR (formerly Demisto) read as Cortex XSOAR
Rapid7 (InsightConnect) read as Rapid7 InsightConnect
ServiceNow SecOps read as ServiceNow Security Operations
Splunk read as Splunk SOAR
Splunk Free read as Splunk SOAR
Swimlane read as Swimlane Turbine
Swimlane (Swimlane Turbine) read as Swimlane Turbine
Swimlane (Turbine) read as Swimlane Turbine
Unresolved, counted raw
Barracuda Incident Response
Cortex XSOAR 6.12 or 6.13 on-premises
Cortex XSOAR Community
CrowdStrike Falcon Fusion
Cyware Orchestrate
DFIR-IRIS
DFLabs
Google Chronicle Security Operations / Siemplify
IBM QRadar SOAR in the cloud
IncMan SOAR
InsightConnect
ManageEngine Log360 native SOAR
Microsoft Defender SOAR
Microsoft Logic Apps / Sentinel Automation
Microsoft Sentinel Logic Apps
Microsoft's Sentinel
NetWitness SOAR
OpenText ArcSight SOAR
QRadar SOAR on-premises
Resilient
SynapCores SOAR
Discontinued, still offered
No shut-down product was recommended here.