SOAR platforms for small business buyers
Asked as “SOAR platform”, and as “security orchestration and automated response tool”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
44%
Clear leader
44Tines17Blumira08Shuffle31others
44% of first choices, clear leader.
Since September 2026▼−7Since September 2026: 49% → 42%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Tines held the lead, −7 points on 49%, 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.This pageMid-marketTines41%Clear leader▼−10Since September 2026: 47% → 37%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
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.This pageMid-marketTines41%Clear leader▼−10Since September 2026: 47% → 37%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseCortex 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Tines44%0%55endorsed leader▼−7Since September 2026: 49% → 42%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.49% → 42%
Tines44%0%55endorsed leader▼−7Since September 2026: 49% → 42%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.49% → 42%02
Blumira17%0%20accepted challenger▲+8Since September 2026: 7% → 15%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 15%
Blumira17%0%20accepted challenger▲+8Since September 2026: 7% → 15%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 15%03
Shuffle8%6%17accepted challenger▲+3Since September 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 8%
Shuffle8%6%17accepted challenger▲+3Since September 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 8%04
Microsoft Sentinel7%13%38accepted challenger▲+3Since September 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 8%
Microsoft Sentinel7%13%38accepted challenger▲+3Since September 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 8%05
ManageEngine Log3607%9%22accepted challenger▼−2Since September 2026: 9% → 8%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 8%
ManageEngine Log3607%9%22accepted challenger▼−2Since September 2026: 9% → 8%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 8%06
Torq5%15%27accepted challenger▲+3Since September 2026: 2% → 6%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
Torq5%15%27accepted challenger▲+3Since September 2026: 2% → 6%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%07
Splunk SOAR2%69%58criticized challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%
Splunk SOAR2%69%58criticized challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%Show the four products at 0%, ordered by negative rate
10
IBM QRadar SOAR0%87%15criticized 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%87%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11Cortex XSOAR0%76%46criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Cortex XSOAR0%76%46criticized 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
Swimlane Turbine0%25%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Swimlane Turbine0%25%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Rapid7 InsightConnect0%5%22accepted challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 0%
Rapid7 InsightConnect0%5%22accepted challenger▼−7Since September 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 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.
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
01Tines44%
Tines44%02Blumira17%
Blumira17%03Shuffle8%
Shuffle8%04Microsoft Sentinel7%
Microsoft Sentinel7%05ManageEngine Log3607%
ManageEngine Log3607%06Torq5%
Torq5%07Splunk SOAR2%
Splunk SOAR2%08Rapid7 InsightConnect0%
Rapid7 InsightConnect0%09Swimlane Turbine0%
Swimlane Turbine0%10IBM QRadar SOAR0%
IBM QRadar SOAR0%11Cortex XSOAR0%
Cortex XSOAR0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick and MiniMax M2.5 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 SOAR69%
40 of 58 labels negative · 13 of 14 models · 19 hard negative
“Often cited as expensive, especially for small and medium-sized businesses... the platform can be complex to onboard and maintain for smaller organizations.” Mistral Small, negative prompt
Cortex XSOAR76%
35 of 46 labels negative · 13 of 14 models · 15 hard negative
“Alternatives to Avoid for Small B2B: ... **Cortex XSOAR** – Designed for large SOCs ... pricing and complexity are mismatched for small teams.” DeepSeek V4 Flash, paraphrase prompt
IBM QRadar SOAR87%
13 of 15 labels negative · 8 of 14 models · 10 hard negative
“Avoid as "overkill"; they consume resources that would be better spent on other foundational security layers.” Qwen 3.7 Flash, negative prompt
IBM QRadar100%
5 of 5 labels negative · 4 of 14 models · 3 hard negative
“**Avoid:** Traditional enterprise SOAR platforms like Cortex XSOAR, IBM QRadar, or Splunk SOAR” Kimi K2, direct 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
77 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. 1021 links across 195 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.
50 answers · 51 citations · 11 models
vendor site · G238 answers · 55 citations · 12 models
38 answers · 39 citations · 12 models
35 answers · 49 citations · 10 models
vendor site · FitGap35 answers · 38 citations · 11 models
vendor site · Intezer30 answers · 30 citations · 9 models
26 answers · 35 citations · 10 models
20 answers · 20 citations · 9 models
vendor site · SourceForge19 answers · 22 citations · 9 models
vendor site · Palo Alto Networks18 answers · 19 citations · 8 models
vendor site · Exabeam16 answers · 21 citations · 10 models
15 answers · 15 citations · 8 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.
50 answers · 11 models
36 answers · 12 models
34 answers · 11 models
32 answers · 10 models
28 answers · 9 models
22 answers · 10 models
19 answers · 8 models
18 answers · 8 models
16 answers · 7 models
15 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 |
|---|---|---|---|---|---|---|
| Tines tines.com | 44% | 142 | 22,200 | 3,167 | 10,888 | 97 |
| Blumira blumira.com | 17% | 110 | 1,300 | 12 | 8,060 | 10 |
| Shuffle shuffler.io | 8% | 34 | 60,500 | 19,550 | 1,726 | |
| Microsoft parent site Microsoft Sentinel 7%, Microsoft Defender 2% | 8% | 359 | 2,240,000 | 403,136 | ||
| ManageEngine parent site ManageEngine Log360 7% | 7% | 98 | 8,100 | 675 | ||
| Torq torq.io | 5% | 142 | 6,600 | 1,467 | 5,966 | 6 |
| TheHive | 2% | 135,000 | 68 | |||
| DNIF | 2% | |||||
| TheHive + Cortex | 2% | |||||
| Check Point parent site Check Point Infinity 2% | 2% | 5 | 14,800 | 4,487 |
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 small B2B company?”Paraphrase“Which security orchestration and automated response tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top SOAR platforms for a small team and how do they differ?”Budget-constrained“What is the best SOAR platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a SOAR platform. What should we look at?”Negative“Which SOAR platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5TinesTinesHeldagainst: Splunk SOARSwimlane Turbine, Tinesagainst: Cortex XSOAR, TorqTinesno first choiceagainst: Cortex XSOAR, Cyware, Devo SOAR, Splunk SOAR
Three alternatives
Blumira, ManageEngine Log360, Rapid7 InsightConnectTwo alternatives
ManageEngine Log360, Rapid7 InsightConnectFour alternatives
ManageEngine Log360, Microsoft Sentinel SOAR via Logic Apps, Rapid7 InsightConnect, TracecatGPT-5.4 miniTinesagainst: Swimlane TurbineMicrosoft SentinelChangedagainst: Cortex XSOARTinesTheHive + Cortexagainst: Cortex XSOAR, Splunk SOARno first choiceagainst: Check Point Infinity, Cortex XSOAR, Microsoft Sentinel, Splunk SOAR, Torq, XSIAM
Two alternatives
Cortex XSOAR, Splunk SOAROne alternative
Splunk SOARFour alternatives
Cortex XSOAR, Splunk SOAR, Swimlane Turbine, TorqOne alternative
OpenSOARGemini 3.5 FlashTinesagainst: Cortex XSOAR, Splunk SOARTinesHeldagainst: Cortex XSOAR, Splunk SOARTinesagainst: Cortex XSOAR, Splunk SOARTinesagainst: Cortex XSOAR, Splunk SOAR, TorqTinesagainst: Cortex XSOAR, Splunk SOARagainst: Cortex XSOAR, Google Security Operations SOAR, IBM QRadar SOAR, Microsoft Sentinel, Shuffle, Splunk SOAR, Wazuh, n8n
Four alternatives
Azure Logic Apps, Blumira, Microsoft Sentinel, TorqFour alternatives
Blumira, Heimdal, Microsoft Sentinel, ShuffleFive alternatives
Blink, Dropzone AI, Shuffle, Torq, TracecatThree alternatives
Shuffle, Tracecat, n8nTwo alternatives
BlinkOps, TorqPerplexity SonarBlumiraagainst: Cortex XSOAR, Microsoft Sentinel, Splunk SOAR, Swimlane TurbineManageEngine Log360Changedagainst: IBM QRadar SOARTinesagainst: Google Security Operations SOAR, Splunk SOARBlumiraagainst: FortiSOARno first choiceagainst: Cortex XSOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Swimlane Turbine
One alternative
TinesTwo alternatives
Rapid7 InsightConnect, ShuffleThree alternatives
Cortex XSOAR, ManageEngine Log360, Swimlane TurbineOne alternative
Microsoft SentinelGrok 4.1 FastManageEngine Log360against: Cortex XSOAR, Splunk SOARManageEngine Log360Heldagainst: Cortex XSOAR, Splunk SOARMicrosoft Sentinel, Tinesagainst: Cortex XSOAR, IBM QRadar, Splunk SOARShuffle, Tinesagainst: Palo Alto Cortex, Rapid7 InsightConnect, TorqTines, Torqagainst: Cortex XSOAR, IBM QRadar SOAR, ServiceNow Security Operations, Splunk SOAR
Three alternatives
Microsoft Sentinel, Rapid7 InsightConnect, TinesThree alternatives
Blumira, Rapid7 InsightConnect, TinesThree alternatives
Swimlane Turbine, Torq, n8nThree alternatives
Cortex XSOAR, Microsoft Sentinel, Splunk SOARTwo alternatives
Microsoft Sentinel, Swimlane TurbineMistral SmallTinesPlixer Scrutinizer, TheHiveChangedagainst: Cortex XSOARBlumira, TinesBlumirano first choiceagainst: Splunk SOAR
Three alternatives
FortiSOAR, ManageEngine Log360, Splunk SOAROne alternative
Splunk SOARThree alternatives
ManageEngine Log360, Splunk SOAR, TorqOne alternative
Microsoft SentinelDeepSeek V4 FlashTinesagainst: IBM QRadar SOAR, Splunk SOAR, Swimlane TurbineBlumiraChangedagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARTinesagainst: Cortex XSOAR, Splunk SOARShuffleagainst: Cortex XSOAR, IBM QRadar, Splunk SOARTinesagainst: Cortex XSOAR, Splunk SOARagainst: Cortex XSOAR, IBM QRadar SOAR, ManageEngine Log360, Splunk SOAR
Two alternatives
Rapid7 InsightConnect, TorqThree alternatives
Swimlane Turbine, Tines, TorqThree alternatives
BlinkOps, Swimlane Turbine, TorqTwo alternatives
Blumira, ManageEngine Log360Four alternatives
Google Security Operations SOAR, Microsoft Sentinel, Swimlane Turbine, TorqLlama 4 MaverickCheck Point Infinityno first choiceChangedno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashTinesagainst: Palo Alto, Splunk SOARTinesHeldagainst: IBM Resilience, Splunk SOARno first choiceMicrosoft Defender, Shuffle, TinesBlumiraagainst: Splunk Phantom (now Splunk SOAR) Community Editionagainst: Azure Logic Apps, Cortex XSOAR, CrowdStrike Falcon Logic, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, Sumo Logic Cloud SOAR
Two alternatives
Microsoft Sentinel, Rapid7 InsightConnectThree alternatives
Microsoft Power Automate, Microsoft Sentinel, TorqThree alternatives
CyberDrain, Huntress, SentinelOne Singularity SOAROne alternative
Microsoft SentinelKimi K2Tinesagainst: Cortex XSOAR, IBM QRadar, Splunk SOARTinesHeldagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARTinesagainst: Cortex XSOARShuffle, Tinesagainst: Cortex XSOAR, IBM QRadar SOAR, ServiceNow Security Operations, Splunk SOARMicrosoft Sentinel, Tines, Torqagainst: Splunk SOARagainst: Cortex XSOAR, IBM QRadar, IBM QRadar SOAR, Splunk SOAR
Two alternatives
Blumira, ManageEngine Log360Three alternatives
Microsoft Sentinel, Shuffle, TheHiveThree alternatives
Splunk SOAR, Swimlane Turbine, TorqFour alternatives
Microsoft Sentinel, Palo Alto Networks Cortex Cloud, TheHive, n8nTwo alternatives
Rapid7 InsightConnect, Swimlane TurbineGLM 4.7 FlashXBlumiraBlumiraHeldagainst: CrowdStrike Falcon, IBM QRadarManageEngine Log360against: Cortex XSOAR, Splunk SOARSplunk SOARBlumira, ManageEngine Log360against: FortiSOAR, ManageEngine Log360, Splunk SOAR
Three alternatives
FortiSOAR, ManageEngine Log360, TinesOne alternative
Rapid7 InsightConnectThree alternatives
Microsoft Sentinel, Rapid7 InsightConnect, TinesThree alternatives
Blumira, Microsoft Sentinel, TinesFive alternatives
Cortex XSOAR, IBM QRadar SOAR, Microsoft Sentinel, Splunk SOAR, TinesMiniMax M2.5DNIF, Microsoft SentinelTines, TorqChangedMicrosoft Sentinel, Tinesagainst: Cortex XSOAR, IBM QRadar SOAR, Splunk SOARMicrosoft Sentinelagainst: Cortex XSOARTinesagainst: Splunk SOARnothing named
One alternative
Cortex XSOARTwo alternatives
Rapid7 InsightConnect, Splunk SOARTwo alternatives
Shuffle, StackStormThree alternatives
Microsoft Sentinel, Rapid7 InsightConnect, Swimlane TurbineGPT-6 LunaTinesTinesHeldTinesTinesno first choiceagainst: Cortex XSOAR, FortiSOAR, Self-hosted or open-source SOAR, Splunk SOAR
Three alternatives
Azure Logic Apps, Microsoft Sentinel, TorqOne alternative
Microsoft SentinelFour alternatives
Microsoft Sentinel, Shuffle, Splunk SOAR, TorqOne alternative
ShuffleMuse Glimmer 30BBlumiraagainst: Cortex XSOAR, Splunk SOARBlumiraHeldTines, Torqagainst: Palo Alto Networks Cortex XSOAR, formerly Demisto, Splunk SOARShuffle, Tinesno first choiceagainst: Cortex XSOAR, FortiSOAR, IBM QRadar SOAR, ServiceNow Security Operations, Splunk SOAR, Swimlane Turbine
Two alternatives
Rapid7 InsightConnect, TinesTwo alternatives
Shuffle, TinesThree alternatives
DNIF, ManageEngine Log360, Rapid7 InsightConnectTwo alternatives
OpenSOAR, TracecatBold 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 09:37 | yes | 9 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:11 | yes | 1 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:52 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:36 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | yes | 18 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:06 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:47 | yes | 21 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:17 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:13 | yes | 11 | 42 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:35 | yes | 23 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:34 | yes | 16 | 60 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:10 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:23 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:30 | yes | 20 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:11 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:24 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:10 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:10 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 19 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:13 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:17 | yes | 22 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:19 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:29 | yes | 10 | 89 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:51 | yes | 25 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:20 | yes | 25 | 70 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:27 | yes | 5 | 63 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:56 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:52 | yes | 14 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:38 | yes | 14 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:43 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:05 | yes | 15 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:54 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:02 | yes | 21 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:50 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:24 | yes | 20 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:57 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:53 | yes | 8 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:52 | yes | 18 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:44 | yes | 14 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:03 | yes | 12 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:10 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:57 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:26 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:00 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:37 | yes | 15 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:04 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:27 | yes | 21 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:23 | yes | 12 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:48 | yes | 21 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:26 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:05 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:13 | yes | 19 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:14 | yes | 22 | 159 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:09 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:01 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:38 | yes | 24 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:46 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:13 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:44 | yes | 5 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:00 | yes | 24 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:09 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:48 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:15 | yes | 24 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:34 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:41 | yes | 5 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:06 | yes | 18 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:24 | yes | 24 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:54 | yes | 5 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:15 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:46 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:33 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:47 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:36 | yes | 13 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:19 | yes | 18 | 21 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:46 | yes | 21 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:25 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:24 | yes | 23 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:41 | yes | 8 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:31 | yes | 23 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:16 | yes | 19 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:45 | no | 0 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:47 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:44 | yes | 20 | 34 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 Security read as D3 Security Smart SOAR
Google Chronicle read as Google Security Operations SOAR
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
Rapid7 read as Rapid7 InsightConnect
Rapid7 (Managed Threat Complete) read as Rapid7 InsightConnect
ServiceNow SecOps read as ServiceNow Security Operations
Splunk read as Splunk SOAR
Splunk SOAR, formerly Phantom read as Splunk SOAR
Swimlane read as Swimlane Turbine
Unresolved, counted raw
Atomicorp
AutoGrid
Catatonics
CrowdStrike Falcon Logic (Falcon Sandbox/Logic)
CrowdStrike Falcon SOAR
CyberDrain (Free Tier)
DFIR-IRIS
Microsoft Sentinel SOAR via Logic Apps
Palo Alto Networks Cortex XSOAR, formerly Demisto
Plixer Scrutinizer
Self-hosted or open-source SOAR
SentinelOne Singularity SOAR
Splunk Phantom (now Splunk SOAR) Community Edition
Discontinued, still offered
No shut-down product was recommended here.