SOAR platforms
Asked as “SOAR platform”, and as “security orchestration and automated response tool”, on behalf of a mid-market B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41Tines18Shuffle11Swimlane Turbine30others
41% of first choices, clear leader.
Since September 2026▼−10Since September 2026: 47% → 37%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Tines held the lead, −10 points on 47%, 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
Tines44%Clear leader▼−7Since September 2026: 49% → 42%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTines41%Clear leader▼−10Since September 2026: 47% → 37%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Cortex XSOAR41%Clear leader▲+2Since September 2026: 40% → 42%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Tines44%Clear leader▼−7Since September 2026: 49% → 42%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTines41%Clear leader▼−10Since September 2026: 47% → 37%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseCortex XSOAR41%Clear leader▲+2Since September 2026: 40% → 42%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Tines41%2%48endorsed leader▼−10Since September 2026: 47% → 37%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.47% → 37%
Tines41%2%48endorsed leader▼−10Since September 2026: 47% → 37%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.47% → 37%02
Shuffle18%0%16accepted challenger▲+7Since September 2026: 11% → 18%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 18%
Shuffle18%0%16accepted challenger▲+7Since September 2026: 11% → 18%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 18%03
Swimlane Turbine11%0%34accepted challenger▲+8Since September 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 12%
Swimlane Turbine11%0%34accepted challenger▲+8Since September 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 12%04
Torq8%10%30accepted challenger▲+4Since September 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 8%
Torq8%10%30accepted challenger▲+4Since September 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 8%05Cortex XSOAR5%44%61criticized challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
Cortex XSOAR5%44%61criticized challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%06
Rapid7 InsightConnect3%17%18accepted challenger▼−11Since September 2026: 15% → 4%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 4%
Rapid7 InsightConnect3%17%18accepted challenger▼−11Since September 2026: 15% → 4%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 4%07
Microsoft Sentinel2%8%39accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Microsoft Sentinel2%8%39accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%08
Splunk SOAR2%44%61criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Splunk SOAR2%44%61criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the three products at 0%, ordered by negative rate
11
IBM QRadar SOAR0%52%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
IBM QRadar SOAR0%52%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Google Security Operations SOAR Lab in the set0%42%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Google Security Operations SOAR Lab in the set0%42%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
FortiSOAR0%18%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
FortiSOAR0%18%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 Cortex XSOARTines vs Rapid7 InsightConnectTines vs Microsoft SentinelTines vs Splunk SOARShuffle vs Swimlane TurbineShuffle vs TorqShuffle vs Cortex XSOARShuffle vs Rapid7 InsightConnectShuffle vs Microsoft SentinelShuffle vs Splunk SOARSwimlane Turbine vs TorqSwimlane Turbine vs Cortex XSOARSwimlane Turbine vs Rapid7 InsightConnectSwimlane Turbine vs Microsoft SentinelSwimlane Turbine vs Splunk SOARTorq vs Cortex XSOARTorq vs Rapid7 InsightConnectTorq vs Microsoft SentinelTorq vs Splunk SOARCortex XSOAR vs Rapid7 InsightConnectCortex XSOAR vs Microsoft SentinelCortex XSOAR vs Splunk SOARRapid7 InsightConnect vs Microsoft SentinelRapid7 InsightConnect vs Splunk SOARMicrosoft Sentinel vs Splunk SOAR
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Tines41%
Tines41%02Shuffle18%
Shuffle18%03Swimlane Turbine11%
Swimlane Turbine11%04Torq8%
Torq8%05Cortex XSOAR5%
Cortex XSOAR5%06Rapid7 InsightConnect3%
Rapid7 InsightConnect3%07Microsoft Sentinel2%
Microsoft Sentinel2%08Splunk SOAR2%
Splunk SOAR2%09FortiSOAR0%
FortiSOAR0%10Google Security Operations SOAR0%
Google Security Operations SOAR0%11IBM QRadar SOAR0%
IBM QRadar SOAR0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, GLM 4.7 FlashX, 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.
Cortex XSOAR44%
27 of 61 labels negative · 14 of 14 models · 8 hard negative
“one source flags it as an "avoid" for a mid-size B2B company because it is enterprise/multi-team focused and has premium pricing” Perplexity Sonar, negative prompt
Splunk SOAR44%
27 of 61 labels negative · 13 of 14 models · 5 hard negative
“avoid: ... **Splunk SOAR:** Only makes financial and operational sense if your company is already heavily standardized on Splunk” Gemini 3.5 Flash, direct prompt
IBM QRadar SOAR52%
14 of 27 labels negative · 9 of 14 models · 9 hard negative
“Currently considered one of the biggest "avoid" options due to significant lifecycle and roadmap risks.” Mistral Small, negative prompt
Google Security Operations SOAR42%
8 of 19 labels negative · 7 of 14 models · 1 hard negative
“Google Siemplify | Absorbed into Google SecOps as its SOAR layer. The standalone product no longer exists to renew.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1046 links across 193 sites, every framing counted. Ranked by the number of answers carrying the site or page. 40 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.
34 answers · 34 citations · 12 models
30 answers · 30 citations · 9 models
vendor site · Palo Alto Networks29 answers · 35 citations · 12 models
vendor site · Strike4828 answers · 34 citations · 10 models
vendor site · Intezer28 answers · 31 citations · 10 models
26 answers · 32 citations · 8 models
26 answers · 28 citations · 10 models
26 answers · 26 citations · 9 models
24 answers · 32 citations · 10 models
vendor site · Guideflow20 answers · 20 citations · 8 models
18 answers · 24 citations · 11 models
17 answers · 17 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.
30 answers · 9 models
27 answers · 11 models
26 answers · 9 models
26 answers · 8 models
25 answers · 10 models
24 answers · 10 models
23 answers · 9 models
20 answers · 8 models
20 answers · 9 models
19 answers · 10 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 | 41% | 142 | 22,200 | 3,167 | 10,888 | 97 | |
| Shuffle shuffler.io | 18% | 34 | 60,500 | 19,550 | 1,726 | ||
| Swimlane Turbine swimlane.com | 11% | 89 | 50 | 0 | 15,132 | 37 | 6 |
| Torq torq.io | 8% | 142 | 6,600 | 1,467 | 5,966 | 6 | |
| Cortex cortex.io Cortex XSOAR 5% | 5% | 169 | 390 | 14 | 16,782 | 6 | |
| Rapid7 parent site Rapid7 InsightConnect 3% | 3% | 48 | 14,800 | 798 | |||
| Microsoft parent site Microsoft Sentinel 2% | 2% | 359 | 2,240,000 | 403,136 | |||
| Blumira blumira.com | 2% | 110 | 1,300 | 12 | 8,060 | 10 | |
| D3 Security d3security.com D3 Security Smart SOAR 2% | 2% | 17 | 838 company | 15 | |||
| ManageEngine parent site ManageEngine Log360 2% | 2% | 98 | 8,100 | 675 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (gartner.com, 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 4.5Swimlane Turbine, TorqRapid7 InsightConnect, Swimlane TurbineChangedCortex XSOARManageEngine Log360, Tinesagainst: Cortex XSOARno first choiceagainst: IBM QRadar, Splunk SOAR
Four alternatives
Cortex XSOAR, FortiSOAR, Splunk SOAR, TinesOne alternative
FortiSOARFive alternatives
Google Security Operations SOAR, Microsoft Sentinel, Splunk SOAR, Tines, TorqSix alternatives
Microsoft Sentinel, Rapid7 InsightConnect, Shuffle, StackStorm, Swimlane Turbine, TheHive with CortexGPT-5.4 miniTines, TorqSplunk SOARChangedCortex XSOARShuffleagainst: Microsoft Sentinelno first choiceagainst: Cortex XSOAR, Google Security Operations SOAR, Microsoft Sentinel, ServiceNow Security Operations, Splunk SOAR
Three alternatives
Cortex XSOAR, Microsoft Sentinel, Splunk SOARTwo alternatives
Cortex XSOAR, Microsoft SentinelSix alternatives
Google Security Operations SOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Tines, TorqOne alternative
IBM QRadar SOARGemini 3.5 FlashTinesagainst: Cortex XSOAR, Splunk SOARTinesHeldagainst: Cortex XSOAR, Splunk SOAR, TorqTines, TorqTinesTines, Torqagainst: Cortex XSOAR, Exabeam Incident Responder, IBM QRadar SOAR, Rapid7 InsightConnect, Securonix, Splunk SOAR
Four alternatives
BlinkOps, Radiant Security, Swimlane Turbine, TorqTwo alternatives
BlinkOps, Microsoft SentinelFour alternatives
Cortex XSOAR, D3 Security Smart SOAR, Splunk SOAR, Swimlane TurbineThree alternatives
Shuffle, Tracecat, n8nFour alternatives
Azure Logic Apps, CrowdStrike, Microsoft Sentinel, Palo Alto CortexPerplexity SonarD3 Security Smart SOARagainst: IBM QRadar SOARCortex XSOARChangedagainst: QRadar SOARCortex XSOAR, Splunk SOARagainst: IBM QRadar SOARShuffleno first choiceagainst: Cortex XSOAR, Google Siemplify, IBM QRadar SOAR, Splunk SOAR
Two alternatives
ManageEngine Log360, ThreatConnectThree alternatives
ManageEngine Log360, Microsoft Sentinel, ORNAFive alternatives
Cyware, Google Security Operations SOAR, Microsoft Sentinel, Swimlane Turbine, ThreatConnectTwo alternatives
Microsoft Sentinel, Splunk SOARGrok 4.1 FastSwimlane Turbineagainst: Splunk SOARTinesChangedagainst: Cortex XSOAR, Splunk SOARCortex XSOARTinesagainst: Splunk SOAR, Torqno first choiceagainst: Cortex XSOAR, IBM QRadar SOAR, ManageEngine Log360, Splunk SOAR
Two alternatives
Microsoft Sentinel, Rapid7 InsightConnectThree alternatives
Microsoft Sentinel, Rapid7 InsightConnect, Swimlane TurbineFive alternatives
Google Security Operations SOAR, Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, TorqFour alternatives
Blink, Cortex XSOAR, ManageEngine Log360, ShuffleFour alternatives
Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, TinesMistral SmallSwimlane Turbine, TorqDTonomy, ShuffleChangedSplunk SOARShuffle, Tinesno first choiceagainst: Cortex XSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Splunk SOAR
Three alternatives
Microsoft Sentinel, Splunk SOAR, TinesTwo alternatives
Cortex XSOAR, Radiant SecurityTwo alternatives
Swimlane Turbine, TorqTwo alternatives
Blumira, Rapid7 InsightConnectDeepSeek V4 FlashTinesagainst: Cortex XSOAR, Splunk SOAR, TorqSwimlane TurbineChangedagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARno first choiceagainst: Microsoft SentinelShuffle, Tinesagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARTinesagainst: Cortex XSOAR, Splunk SOARagainst: Cortex XSOAR, Exabeam Incident Responder, IBM QRadar SOAR, LogRhythm SOAR, Rapid7 InsightConnect, Splunk SOAR
Three alternatives
Microsoft Sentinel, Rapid7 InsightConnect, Swimlane TurbineThree alternatives
FortiSOAR, SIRP, TinesSeven alternatives
Cortex XSOAR, IBM QRadar SOAR, ServiceNow Security Operations, Splunk SOAR, Swimlane Turbine, Tines, TorqTwo alternatives
Blumira, TracecatFour alternatives
FortiSOAR, Microsoft Sentinel, Rapid7 InsightConnect, TorqLlama 4 MaverickTinesno first choiceChangedno first choiceno first choiceno first choiceagainst: Cortex XSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Splunk SOAR
Qwen 3.7 FlashTinesagainst: Cortex XSOAR, Splunk SOARTinesHeldno first choiceagainst: Cortex XSOARShuffle, Tinesno first choiceagainst: Cortex XSOAR, ManageEngine Log360, Splunk SOAR
Two alternatives
Microsoft Sentinel, Swimlane TurbineTwo alternatives
Cortex XSOAR, Splunk SOAREight alternatives
IBM QRadar SOAR, Lumify, Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, Tines, Torq, XSIAMTwo alternatives
DFLabs SOAR, n8nFive alternatives
Cortex XSOAR, Rapid7 Managed Detection, Splunk SOAR, Swimlane Turbine, TinesKimi K2Tinesagainst: Cortex XSOAR, Splunk SOARTinesHeldagainst: Cortex XSOAR, Splunk SOARno first choiceShuffle, TheHive + Cortexagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARno first choiceagainst: Cortex XSOAR, Splunk SOARagainst: Cortex XSOAR, FortiSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Splunk SOAR
Four alternatives
Microsoft Sentinel, Rapid7 InsightConnect, Swimlane Turbine, TorqThree alternatives
Microsoft Sentinel, Swimlane Turbine, TorqSix alternatives
Cortex XSOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Tines, TorqOne alternative
Rapid7 InsightConnectThree alternatives
Microsoft Sentinel, Swimlane Turbine, TinesGLM 4.7 FlashXCortex XSOAR, TinesCortex XSOARChangedno first choiceBlumira, Shuffleno first choiceagainst: Cortex XSOAR, Exabeam Incident Responder, FortiSOAR, Rapid7 InsightConnect, Securonix SOAR
Three alternatives
Microsoft Sentinel, Splunk SOAR, Swimlane TurbineOne alternative
Splunk SOARThree alternatives
OpenSOAR, Rapid7 InsightConnect, TinesMiniMax M2.5Swimlane TurbineMicrosoft Sentinel, Rapid7 InsightConnectChangedCortex XSOARShuffle, TheHiveno first choiceagainst: Cortex XSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Splunk SOAR
Four alternatives
FortiSOAR, Microsoft Sentinel, Splunk SOAR, TorqTwo alternatives
Swimlane Turbine, TorqFive alternatives
Google Security Operations SOAR, IBM QRadar SOAR, Splunk SOAR, Swimlane Turbine, TinesOne alternative
WazuhGPT-6 LunaTinesTinesHeldno first choiceShuffleagainst: Tinesno first choiceagainst: Cortex AgentiX, Cortex XSOAR, Google Security Operations SOAR, IBM Security QRadar SOAR SaaS, Splunk SOAR
Three alternatives
Cortex XSOAR, Microsoft Sentinel's built-in automation, Splunk SOARTwo alternatives
Cortex XSOAR, Sentinel playbooks using Azure Logic AppsSeven alternatives
Cortex XSOAR, Google Security Operations SOAR, Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, Tines, TorqOne alternative
Microsoft SentinelMuse Glimmer 30BSwimlane Turbine, Tines, TorqTinesChangedCortex XSOARShuffle, TinesTinesagainst: Cortex AgentiX, Cortex XSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Splunk SOAR
Three alternatives
Cortex XSOAR, Microsoft Sentinel, Splunk SOARTwo alternatives
Cortex XSOAR, Rapid7 InsightConnectSix alternatives
D3 Security D3 SOAR, FortiSOAR, IBM QRadar SOAR, Microsoft Sentinel, ServiceNow Security Operations, Splunk SOARTwo alternatives
ManageEngine Log360, TracecatFour alternatives
Microsoft Sentinel, Splunk SOAR, Swimlane Turbine, TorqBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:12 | yes | 14 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:25 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:47 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:51 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:31 | yes | 20 | 56 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:48 | yes | 12 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:36 | yes | 19 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:08 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:24 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:44 | yes | 15 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:27 | yes | 20 | 92 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:12 | yes | 5 | 12 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:54 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:33 | yes | 15 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:22 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:47 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:55 | yes | 18 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:46 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:09 | yes | 20 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:00 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:53 | yes | 21 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:57 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:39 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:03 | yes | 19 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:32 | yes | 19 | 108 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:51 | yes | 13 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:07 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:40 | yes | 18 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:39 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:30 | yes | 1 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:26 | yes | 14 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:39 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:42 | yes | 21 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:43 | yes | 7 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:11 | yes | 21 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:44 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:21 | yes | 17 | 56 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:20 | yes | 11 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:15 | yes | 10 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:14 | yes | 16 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:39 | yes | 10 | 45 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:23 | yes | 21 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:03 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:14 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 12 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:00 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:49 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:25 | yes | 19 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:10 | yes | 23 | 40 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:37 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:34 | yes | 15 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:00 | yes | 15 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:42 | yes | 14 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:09 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:11 | yes | 4 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:28 | yes | 22 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:40 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:05 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:01 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:53 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:47 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:58 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:21 | yes | 21 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:12 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:20 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:38 | yes | 19 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:42 | yes | 14 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:27 | yes | 15 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:50 | yes | 1 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:20 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:30 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:54 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:40 | yes | 21 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:23 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:22 | yes | 24 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:37 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:13 | yes | 24 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:21 | yes | 5 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:44 | yes | 15 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:08 | yes | 23 | 19 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:14 | yes | 12 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:55 | yes | 5 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:48 | yes | 22 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
D3 Security (Smart SOAR) read as D3 Security Smart SOAR
Exabeam read as Exabeam Incident Responder
Google SecOps read as Google Security Operations SOAR
Google SecOps (Siemplify) read as Google Security Operations SOAR
Google Security Operations read as Google Security Operations SOAR
Palo Alto Cortex XSOAR read as Cortex XSOAR
Palo Alto Networks (Cortex XSOAR) read as Cortex XSOAR
Palo Alto Networks Cortex XSOAR read as Cortex XSOAR
ServiceNow SecOps read as ServiceNow Security Operations
Splunk read as Splunk SOAR
Swimlane read as Swimlane Turbine
Unresolved, counted raw
Cortex Agentic
CyberSponse
D3 Security D3 SOAR
DFLabs SOAR
DTonomy
Google Siemplify
Hume
IBM Security QRadar SOAR SaaS
IncMan SOAR
LogRhythm SOAR
Lumify
Microsoft Defender SOAR
Microsoft Sentinel Logic Apps
Microsoft Sentinel's built-in automation
QRadar SOAR
Rapid7 Managed Detection
Resilient
Sentinel playbooks using Azure Logic Apps
Splunk SOAR Community Edition
Discontinued, still offered
No shut-down product was recommended here.