Managed detection and response for enterprise buyers
Asked as “MDR service”, and as “managed detection and response provider”, on behalf of an enterprise B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
37%
Contested · Arctic Wolf Managed Detection and Response 20%
37CrowdStrike Falcon Complete20Arctic Wolf Managed Detection and Response10CrowdStrike34others
37% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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.
Head to head
Arctic Wolf Managed Detection and Response vs Huntress Managed EDRArctic Wolf Managed Detection and Response vs Sophos MDRArctic Wolf Managed Detection and Response vs eSentire MDR
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-one head-to-head pages: the top seven products, each against each
Arctic Wolf Managed Detection and Response vs Expel MDRArctic Wolf Managed Detection and Response vs CrowdStrike Falcon CompleteArctic Wolf Managed Detection and Response vs SentinelOne Singularity MDRHuntress Managed EDR vs Sophos MDRHuntress Managed EDR vs eSentire MDRHuntress Managed EDR vs Expel MDRHuntress Managed EDR vs CrowdStrike Falcon CompleteHuntress Managed EDR vs SentinelOne Singularity MDRSophos MDR vs eSentire MDRSophos MDR vs Expel MDRSophos MDR vs CrowdStrike Falcon CompleteSophos MDR vs SentinelOne Singularity MDReSentire MDR vs Expel MDReSentire MDR vs CrowdStrike Falcon CompleteeSentire MDR vs SentinelOne Singularity MDRExpel MDR vs CrowdStrike Falcon CompleteExpel MDR vs SentinelOne Singularity MDRCrowdStrike Falcon Complete vs SentinelOne Singularity MDR
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 →
01
02
03
04
05
06
07U08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01CrowdStrike Falcon Complete37%
CrowdStrike Falcon Complete37%02Arctic Wolf Managed Detection and Response20%
Arctic Wolf Managed Detection and Response20%03Expel MDR10%
Expel MDR10%04Red Canary7%
Red Canary7%05Sophos MDR2%
Sophos MDR2%06Microsoft Defender Experts for XDR2%
Microsoft Defender Experts for XDR2%07Huntress Managed EDR2%
Huntress Managed EDR2%08Unit 42 Managed Detection and Response0%
09Rapid7 MDR0%
Rapid7 MDR0%10SentinelOne Singularity MDR0%
SentinelOne Singularity MDR0%11SentinelOne Singularity Wayfinder0%
SentinelOne Singularity Wayfinder0%12eSentire MDR0%
eSentire MDR0%What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, Qwen 3.7 Flash, GLM 4.7 FlashX 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.
Huntress Managed EDR20%
2 of 10 labels negative · 2 of 12 models · 1 hard negative
“such as Huntress or Blackpoint Cyber... makes them a poor fit for a large enterprise” Gemini 3.5 Flash, negative prompt
Blackpoint Cyber100%
1 of 1 labels negative · 1 of 12 models · 1 hard negative
“such as Huntress or Blackpoint Cyber... makes them a poor fit for a large enterprise” Gemini 3.5 Flash, negative prompt
Arctic Wolf Managed Detection and Response3%
1 of 39 labels negative · 1 of 12 models
“the total bill scales linearly with headcount – less attractive if you have a massive user base” DeepSeek V4 Flash, budget prompt
CrowdStrike11%
1 of 9 labels negative · 1 of 12 models
“such as Microsoft, CrowdStrike, or SentinelOne) that solely manage and monitor their own security stack” Gemini 3.5 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 991 links across 238 sites, every framing counted. Ranked by the number of answers carrying the site or page.
31 answers · 31 citations · 9 models
vendor site · Huntress30 answers · 32 citations · 10 models
vendor site · Defendify29 answers · 30 citations · 10 models
26 answers · 26 citations · 10 models
vendor site · Rapid725 answers · 29 citations · 10 models
vendor site · Palo Alto Networks24 answers · 28 citations · 11 models
vendor site · G223 answers · 23 citations · 9 models
22 answers · 30 citations · 10 models
21 answers · 23 citations · 10 models
vendor site · Expel19 answers · 31 citations · 8 models
17 answers · 20 citations · 8 models
16 answers · 32 citations · 6 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.
31 answers · 9 models
30 answers · 10 models
29 answers · 10 models
26 answers · 10 models
23 answers · 9 models
22 answers · 10 models
21 answers · 10 models
21 answers · 10 models
17 answers · 8 models
15 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best mdr service”, “mdr service”, “mdr services”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| CrowdStrike parent site CrowdStrike Falcon Complete 37% | 37% | 84 | 74,000 | 5,130 | ||||
| Arctic Wolf arcticwolf.com Arctic Wolf Managed Detection and Response 20% | 20% | 127 | 49,500 | 1,342 | 40,780 company | 56 | 9 | |
| Expel MDR expel.com | 10% | 88 | 210 | 2 | 16,570 | $314 | 7 | 7 |
| CrowdStrike crowdstrike.com | 10% | 302 | 74,000 | 5,130 | 715,209 | $13,967 | 119 | 6 |
| Red Canary zscaler.com | 7% | 58 | 4,400 | 232 | 103,886 | $9,116 | 66 | |
| Sophos parent site Sophos MDR 2% | 2% | 155 | 18,100 | 2,046 | ||||
| Microsoft Defender parent site Microsoft Defender Experts for XDR 2% | 2% | 19 | 18,100 | 3,525 | ||||
| ReliaQuest GreyMatter reliaquest.com | 2% | 55 | 480 | 10 | 10,314 | $20,150 | 24 | |
| Huntress huntress.com Huntress Managed EDR 2% | 2% | 353 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | 8 |
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 2% | 2% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 1 |
Google's top ten for the three searches hold 23 sites; 6 of them are among the sites the models cited here (defendify.com, expel.com, gartner.com, huntress.com, paloaltonetworks.com, rapid7.com). The first result for “best mdr service” is gartner.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 MDR service for an enterprise B2B company?”Paraphrase“Which managed detection and response provider would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade MDR services and how do they differ?”Budget-constrained“What is the best MDR service for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a MDR service. What should we look at?”Negative“Which MDR services should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceCrowdStrike Falcon CompleteChangedCrowdStrikeArctic Wolf Managed Detection and Response, Expel MDRno first choicenothing named
Five alternatives
Arctic Wolf Managed Detection and Response, CrowdStrike, Red Canary, SentinelOne Singularity MDR, eSentire MDRThree alternatives
Arctic Wolf Managed Detection and Response, Red Canary, SentinelOne Singularity MDRThree alternatives
Arctic Wolf Managed Detection and Response, Defendify, ESET PROTECT MDROne alternative
Huntress Managed EDRGPT-5.4 miniCrowdStrike Falcon CompleteCrowdStrike Falcon CompleteHeldno first choiceMicrosoft Defender Experts for XDRno first choicenothing named
Four alternatives
Arctic Wolf Managed Detection and Response, Expel MDR, Rapid7 MDR, SentinelOne Singularity MDROne alternative
Microsoft Defender Experts for XDRThree alternatives
Microsoft Defender Experts for XDR, Rapid7 MDR, Unit 42 Managed Detection and ResponseOne alternative
CrowdStrike Falcon CompleteGemini 3.5 FlashExpel MDR, Red CanaryCrowdStrike, Expel MDRChangedno first choiceArctic Wolf Managed Detection and Responseno first choiceagainst: Blackpoint Cyber, CrowdStrike, Huntress Managed EDR, Microsoft Defender Experts for XDR, SentinelOne Singularity MDR
Five alternatives
Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete, Microsoft Defender Experts for XDR, Rapid7 MDR, SentinelOne Singularity WayfinderThree alternatives
Microsoft Defender Experts for XDR, Rapid7 MDR, Red CanarySeven alternatives
Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete, Expel MDR, Red Canary, Sophos MDR, Unit 42 Managed Detection and Response, eSentire MDRTwo alternatives
CrowdStrike Falcon Complete, Secureworks Taegis ManagedXDRPerplexity SonarCrowdStrike Falcon CompleteCrowdStrike Falcon CompleteHeldCrowdStrike Falcon CompleteArctic Wolf Managed Detection and Responseno first choicenothing named
Three alternatives
Rapid7 MDR, SentinelOne Singularity Wayfinder, eSentire MDRTwo alternatives
Arctic Wolf Managed Detection and Response, Red CanaryFive alternatives
Arctic Wolf Managed Detection and Response, Palo Alto Networks Unit 42 Managed XSIAM, Rapid7 MDR, SentinelOne Singularity MDR, Sophos MDRTwo alternatives
CrowdStrike Falcon Complete, OntinueGrok 4.20CrowdStrike Falcon CompleteCrowdStrike Falcon CompleteHeldCrowdStrike Falcon CompleteArctic Wolf Managed Detection and Responseagainst: Huntress Managed EDRno first choicenothing named
Four alternatives
Arctic Wolf Managed Detection and Response, Expel MDR, Sophos MDR, Unit 42 Managed Detection and ResponseFour alternatives
Arctic Wolf Managed Detection and Response, Microsoft Defender Experts for XDR, Palo Alto Networks Cortex Cloud, Sophos MDRFive alternatives
Arctic Wolf Managed Detection and Response, Red Canary MDR, SentinelOne Singularity Wayfinder, Sophos MDR, Unit 42 Managed Detection and ResponseThree alternatives
CrowdStrike Falcon Complete, Rapid7 MDR, Red CanaryMistral SmallSophos MDRCrowdStrike, ReliaQuest GreyMatterChangedRapid7 MDRHuntress Managed EDRagainst: Expel MDRno first choicenothing named
Four alternatives
Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete, Expel MDR, Unit 42 Managed Detection and ResponseThree alternatives
Expel MDR, Red Canary, Unit 42 Managed Detection and ResponseFive alternatives
Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete, SentinelOne Singularity MDR, Sophos MDR, Unit 42 Managed Detection and ResponseTwo alternatives
CrowdStrike Falcon Complete, Rapid7 MDRDeepSeek V4 FlashCrowdStrike Falcon CompleteCrowdStrike Falcon CompleteHeldCrowdStrike Falcon CompleteCrowdStrike Falcon Complete, Expel MDRagainst: Arctic Wolf Managed Detection and Responseno first choicenothing named
Four alternatives
Arctic Wolf Managed Detection and Response, SentinelOne Singularity MDR, Sophos MDR, Unit 42 Managed Detection and ResponseFour alternatives
Arctic Wolf Managed Detection and Response, ReliaQuest GreyMatter, SentinelOne Singularity MDR, Unit 42 Managed Detection and ResponseNine alternatives
Arctic Wolf Managed Detection and Response, ESET PROTECT MDR, Mandiant (Google Cloud) Managed Services, Rapid7 MDR, Red Canary MDR, SentinelOne Singularity Wayfinder, Sophos MDR, Unit 42 Managed Detection and Response, eSentire MDROne alternative
Sophos MDRLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choicenothing named
Two alternatives
Binary Defense, N-ableQwen 3.7 FlashCrowdStrikeCrowdStrike Falcon CompleteChangedCrowdStrike Falcon CompleteArctic Wolf Network, Halo Private Defenseno first choicenothing named
Five alternatives
Exabeam, Mandiant, NetScout, SentinelOne Singularity MDR, TenableThree alternatives
Arctic Wolf Managed Detection and Response, Secureworks Taegis ManagedXDR, Unit 42 Managed Detection and ResponseSix alternatives
Arctic Wolf Managed Detection and Response, Expel MDR, Huntress Managed EDR, Ontinue, Red Canary, Sophos MDRThree alternatives
CrowdStrike, Secureworks Taegis ManagedXDR, TenableKimi K2CrowdStrike Falcon CompleteCrowdStrike Falcon CompleteHeldArctic Wolf Managed Detection and Response, CrowdStrike Falcon CompleteRed Canaryno first choicenothing named
Six alternatives
Arctic Wolf Managed Detection and Response, Mandiant, Rapid7 MDR, SentinelOne Singularity Wayfinder, Sophos MDR, Unit 42 Managed Detection and ResponseFour alternatives
Arctic Wolf Managed Detection and Response, Palo Alto Networks Unit 42 Managed XSIAM 2.0, ReliaQuest GreyMatter, SentinelOne Singularity WayfinderFive alternatives
Expel MDR, Red Canary MDR, SentinelOne Singularity MDR, Sophos MDR, Unit 42 Managed Detection and ResponseTwo alternatives
Expel MDR, ReliaQuest GreyMatterGLM 4.7 FlashXArctic Wolf Managed Detection and Response, CrowdStrike Falcon Completeagainst: Red CanaryArctic Wolf Managed Detection and ResponseChangedCrowdStrike Falcon CompleteRed Canaryno first choicenothing named
One alternative
Expel MDRFour alternatives
CrowdStrike Falcon Complete, ESET PROTECT MDR, Rapid7 MDR, SentinelOne Singularity WayfinderNine alternatives
Arctic Wolf Managed Detection and Response, Cynet 360, Expel MDR, Microsoft Defender for Cloud, Ontinue, Red Canary, SentinelOne Singularity Wayfinder, Sophos MDR, Unit 42 Managed Detection and ResponseTwo alternatives
CrowdStrike Falcon Complete, Microsoft Defender for EndpointMiniMax M2.5CrowdStrike, Microsoft Defender for CloudArctic Wolf Managed Detection and Response, CrowdStrike Falcon CompleteChangedCrowdStrike Falcon CompleteArctic Wolf Managed Detection and Responseno first choicenothing named
Two alternatives
Red Canary, ReliaQuest GreyMatterFive alternatives
Arctic Wolf Managed Detection and Response, Expel MDR, Microsoft Defender Experts for XDR, Rapid7 MDR, Sophos MDRTwo alternatives
CrowdStrike Falcon Complete, Microsoft Defender Experts for XDRBold 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.
Seventy-two 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 | 2026-09-17 11:15 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:26 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:54 | yes | 18 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 13:12 | yes | 17 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:44 | yes | 34 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:18 | yes | 8 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:45 | yes | 17 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:00 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:45 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:13 | yes | 9 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:51 | yes | 32 | 272 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:55 | yes | 5 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:20 | yes | 13 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:18 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:46 | yes | 12 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:12 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:24 | yes | 35 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:55 | yes | 7 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:21 | yes | 18 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:18 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:39 | no | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:17 | yes | 8 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:29 | yes | 17 | 322 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:59 | yes | 5 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:32 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:55 | yes | 4 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:50 | yes | 17 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 13:46 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:15 | yes | 28 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:33 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:04 | yes | 9 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:57 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:03 | yes | 9 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:10 | yes | 13 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:10 | yes | 12 | 85 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:18 | yes | 12 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:38 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:27 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:39 | yes | 19 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 12:37 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:31 | yes | 34 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:46 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 13:29 | yes | 25 | 65 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:01 | yes | 10 | 6 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:40 | no | 0 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:19 | yes | 19 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:47 | yes | 35 | 196 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:48 | yes | 16 | 67 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:16 | yes | 36 | 18 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:50 | no | 0 | 20 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:54 | yes | 4 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 12:53 | yes | 20 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:23 | yes | 18 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:46 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:07 | yes | 19 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:35 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:15 | no | 0 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:10 | yes | 14 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:25 | yes | 24 | 68 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:05 | no | 0 | 63 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:43 | yes | 35 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:27 | no | 0 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:13 | yes | 28 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:59 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:48 | yes | 16 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:46 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:46 | yes | 17 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:10 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:23 | yes | 5 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:41 | yes | 23 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:28 | yes | 28 | 77 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:00 | yes | 9 | 28 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
Arctic Wolf read as Arctic Wolf Managed Detection and Response
CrowdStrike Falcon read as CrowdStrike Falcon Complete
Cynet read as Cynet 360
ESET read as ESET PROTECT MDR
Esentire read as eSentire MDR
Expel read as Expel MDR
Expel (Expel MDR) read as Expel MDR
Huntress read as Huntress Managed EDR
Microsoft read as Microsoft Defender Experts for XDR
Microsoft (Defender Experts for XDR / Sentinel-Based MDR) read as Microsoft Defender Experts for XDR
Microsoft Defender Experts read as Microsoft Defender Experts for XDR
Palo Alto (Unit 42/ Cortex) read as Unit 42 Managed Detection and Response
Palo Alto Networks read as Unit 42 Managed Detection and Response
Palo Alto Networks (Cortex) read as Unit 42 Managed Detection and Response
Palo Alto Networks (Unit 42 MDR) read as Unit 42 Managed Detection and Response
Rapid7 read as Rapid7 MDR
Rapid7 (Rapid7 MDR) read as Rapid7 MDR
ReliaQuest read as ReliaQuest GreyMatter
ReliaQuest (GreyMatter) read as ReliaQuest GreyMatter
SecureWorks (CyberDefense Manager) read as Secureworks Taegis ManagedXDR
Secureworks read as Secureworks Taegis ManagedXDR
SentinelOne read as SentinelOne Singularity MDR
SentinelOne (Singularity MDR) read as SentinelOne Singularity MDR
SentinelOne (Wayfinder MDR / Vigilance) read as SentinelOne Singularity MDR
SentinelOne (Wayfinder Threat Detection and Response) read as SentinelOne Singularity MDR
SentinelOne Vigilance / Wayfinder MDR read as SentinelOne Singularity MDR
SentinelOne Vigilance/Wayfinder MDR read as SentinelOne Singularity MDR
Sophos read as Sophos MDR
eSentire read as eSentire MDR
Unresolved, counted raw
Arctic Wolf Network
Daylight Security
Halo Private Defense
Mandiant (Google Cloud) Managed Services
Palo Alto Networks Unit 42 Managed XSIAM
Palo Alto Networks Unit 42 Managed XSIAM 2.0
Discontinued, still offered
No shut-down product was recommended here.