Managed detection and response for small business buyers
Asked as “MDR service”, and as “managed detection and response provider”, on behalf of a small B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
88%
Huntress Managed EDRClear leader
88Huntress Managed EDR05Sophos MDR02Mendel05others
88% of first choices, clear leader.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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 small business.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
One product takes 88% of first choices here, so the chart would put five markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category.
What they warned about
Twelve of twelve models held their first choice under the paraphrase. 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.
CrowdStrike Falcon Complete58%
15 of 26 labels negative · 8 of 12 models · 2 hard negative
“Avoid for Small Business: CrowdStrike Falcon Complete” Kimi K2, paraphrase prompt
Arctic Wolf Managed Detection and Response42%
14 of 33 labels negative · 8 of 12 models · 1 hard negative
“What to Avoid on a Tight Budget ... significantly more expensive” Kimi K2, budget prompt
CrowdStrike40%
2 of 5 labels negative · 2 of 12 models
“Consider CrowdStrike or Secureworks if you're a bit larger... those are often less "small business first" in positioning” GPT-5.4 mini, direct prompt
Expel MDR12%
2 of 17 labels negative · 2 of 12 models
“Top-tier enterprise MDR platforms (such as ReliaQuest or Expel) ... Without a dedicated CISO or security engineer on your staff ... your team will quickly drown in "tool fatigue"” 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
66 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. 767 links across 158 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Consilien41 answers · 47 citations · 11 models
41 answers · 42 citations · 11 models
vendor site · CyberPress33 answers · 35 citations · 10 models
32 answers · 37 citations · 11 models
30 answers · 30 citations · 9 models
26 answers · 29 citations · 9 models
24 answers · 40 citations · 8 models
vendor site · Huntress20 answers · 35 citations · 9 models
19 answers · 23 citations · 8 models
vendor site · G219 answers · 19 citations · 8 models
vendor site · G213 answers · 18 citations · 7 models
vendor site · Defendify13 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.
41 answers · 11 models
40 answers · 11 models
32 answers · 10 models
30 answers · 11 models
30 answers · 9 models
22 answers · 9 models
19 answers · 8 models
16 answers · 7 models
14 answers · 8 models
13 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 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 |
|---|---|---|---|---|---|---|---|---|
| Huntress huntress.com Huntress Managed EDR 88% | 88% | 353 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | 8 |
| Sophos parent site Sophos MDR 5% | 5% | 155 | 18,100 | 2,046 | ||||
| Microsoft Defender parent site Microsoft Defender Experts for XDR 2% | 2% | 19 | 18,100 | 3,525 | ||||
| Mendel | 2% | |||||||
| SecureLayer7 secure.com | 2% | |||||||
| Blackpoint Cyber blackpointcyber.com | 0% | 32 | 1,600 | 21 | 4,057 | 10 | ||
| Expel MDR expel.com | 0% | 88 | 210 | 2 | 16,570 | $314 | 7 | 7 |
| Field Effect fieldeffect.com Field Effect MDR 0% | 0% | 16 | 140 | 1 | 3,981 company | $177 | 46 | |
| Red Canary zscaler.com | 0% | 58 | 4,400 | 232 | 103,886 | $9,116 | 66 | |
| Defendify defendify.com | 0% | 34 | 6 |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (defendify.com, huntress.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 a small B2B company?”Paraphrase“Which managed detection and response provider would you recommend to a small business that sells to other businesses?”Comparative“What are the top MDR services for a small team and how do they differ?”Budget-constrained“What is the best MDR service for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a MDR service. What should we look at?”Negative“Which MDR services should a small business avoid or be cautious about?”
Claude Haiku 4.5Huntress Managed EDRHuntress Managed EDRHeldagainst: CrowdStrike Falcon CompleteHuntress Managed EDRHuntress Managed EDRno first choicenothing named
Two alternatives
Cynet 360, ESET PROTECT MDROne alternative
ESET PROTECT MDRThree alternatives
Cynet 360, Defendify, Expel MDRTwo alternatives
Sophos MDR, Stoic MDRGPT-5.4 miniSophos MDRagainst: CrowdStrike, Secureworks Taegis ManagedXDRSophos MDRHeldArctic Wolf Managed Detection and ResponseMicrosoft Defender Experts for XDRagainst: CrowdStrike Falcon Completeno first choicenothing named
One alternative
Microsoft Defender Experts for XDRTwo alternatives
CrowdStrike Falcon Complete, Microsoft Defender Experts for XDRFour alternatives
CrowdStrike Falcon Complete, Microsoft Defender Experts for XDR, Rapid7 MDR, Sophos MDROne alternative
Sophos MDRGemini 3.5 FlashHuntress Managed EDRHuntress Managed EDRHeldagainst: CrowdStrike Falcon Complete, SentinelOne Singularity MDRHuntress Managed EDRagainst: Arctic Wolf Managed Detection and ResponseHuntress Managed EDRHuntress Managed EDRagainst: Expel MDR, ReliaQuest GreyMatter
Three alternatives
Blackpoint Cyber, Field Effect MDR, Sophos MDRThree alternatives
Arctic Wolf Managed Detection and Response, RADICL, Sophos MDRThree alternatives
Blackpoint Cyber, Field Effect MDR, Sophos MDRThree alternatives
Blackpoint Cyber, Field Effect MDR, Sophos MDRThree alternatives
Blackpoint Cyber, Defendify, Sophos MDRPerplexity SonarHuntress Managed EDRHuntress Managed EDRHeldHuntress Managed EDRagainst: Arctic Wolf Managed Detection and ResponseHuntress Managed EDRno first choicenothing named
Four alternatives
Arctic Wolf Managed Detection and Response, Expel MDR, SentinelOne Singularity MDR, Sophos MDRTwo alternatives
CrowdStrike Falcon Complete, Expel MDRFour alternatives
Blackpoint Cyber, Defendify, Field Effect MDR, Sophos MDRTwo alternatives
Microsoft-centric options, Sophos MDRGrok 4.20Huntress Managed EDRagainst: CrowdStrike Falcon CompleteHuntress Managed EDRHeldagainst: Arctic Wolf Managed Detection and Response, CrowdStrike Falcon CompleteHuntress Managed EDRagainst: CrowdStrike Falcon CompleteHuntress Managed EDRHuntress Managed EDRagainst: Arctic Wolf Managed Detection and Response
One alternative
Sophos MDROne alternative
Sophos MDRFour alternatives
Arctic Wolf Managed Detection and Response, Blackpoint Cyber, Field Effect MDR, Sophos MDRTwo alternatives
Blumira, Sophos MDRThree alternatives
CrowdStrike Falcon Complete, Expel MDR, Red CanaryMistral SmallHuntress Managed EDRagainst: Arctic Wolf Managed Detection and Response, Sophos MDRHuntress Managed EDRHeldHuntress Managed EDRagainst: Arctic Wolf Managed Detection and ResponseHuntress Managed EDRno first choicenothing named
Five alternatives
CrowdStrike Falcon Complete, Expel MDR, Ontinue, Red Canary, Sophos MDRDeepSeek V4 FlashHuntress Managed EDRagainst: Arctic Wolf Managed Detection and Response, CrowdStrike Falcon CompleteHuntress Managed EDRHeldagainst: CrowdStrike Falcon Complete, Expel MDRHuntress Managed EDRagainst: Arctic Wolf Managed Detection and ResponseHuntress Managed EDRagainst: Arctic Wolf Managed Detection and Responseno first choiceagainst: Arctic Wolf Managed Detection and Responseagainst: Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete
Three alternatives
Expel MDR, Red Canary, Sophos MDRThree alternatives
Arctic Wolf Managed Detection and Response, Blackpoint Cyber, Sophos MDRThree alternatives
Blackpoint Cyber, CrowdStrike Falcon Complete, Sophos MDROne alternative
Sophos MDRTwo alternatives
Huntress Managed EDR, Sophos MDRLlama 4 MaverickHuntress Managed EDRHuntress Managed EDRHeldHuntress Managed EDRHuntress Managed EDRno first choicenothing named
Three alternatives
Arctic Wolf Managed Detection and Response, Consilien, Sophos MDRFive alternatives
Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete, Field Effect MDR, Rapid7 MDR, Sophos MDRQwen 3.7 FlashHuntress Managed EDRHuntress Managed EDRHeldagainst: CrowdStrikeHuntress Managed EDRSecureLayer7Mendelnothing named
Three alternatives
Arctic Wolf Managed Detection and Response, Sophos MDR, Tenable OneOne alternative
Red CanaryFour alternatives
Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete, Expel MDR, Sophos MDRFour alternatives
CyberGRi, K7 Computing, Microsoft Defender for Cloud Apps, SentinelOne Singularity MDRFive alternatives
Arctic Wolf Managed Detection and Response, Endgame, Kronos, Orca, Secureworks Taegis ManagedXDRKimi K2Huntress Managed EDRagainst: CrowdStrike Falcon CompleteHuntress Managed EDRHeldagainst: CrowdStrike Falcon Complete, CrowdStrike Falcon GoHuntress Managed EDRagainst: CrowdStrike Falcon CompleteHuntress Managed EDRagainst: Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Complete, Red CanaryHuntress Managed EDRnothing named
Three alternatives
ESET PROTECT MDR, Expel MDR, Sophos MDROne alternative
Sophos MDRFive alternatives
Arctic Wolf Managed Detection and Response, Blackpoint Cyber, Expel MDR, SentinelOne Singularity MDR, Sophos MDROne alternative
Sophos MDRThree alternatives
CrowdStrike Falcon Complete, Expel MDR, Sophos MDRGLM 4.7 FlashXHuntress Managed EDRHuntress Managed EDRHeldHuntress Managed EDRHuntress Managed EDRagainst: Arctic Wolf Managed Detection and Response, CrowdStrike Falcon Completeno first choicenothing named
Two alternatives
Arctic Wolf Managed Detection and Response, Sophos MDRTwo alternatives
Arctic Wolf Managed Detection and Response, Sophos MDRNine alternatives
Arctic Wolf Managed Detection and Response, Blackpoint Cyber, CrowdStrike Falcon Complete, Expel MDR, Field Effect MDR, Ontinue, Red Canary, ReliaQuest GreyMatter, Sophos MDROne alternative
Sophos MDRMiniMax M2.5Huntress Managed EDRHuntress Managed EDRHeldHuntress Managed EDRagainst: CrowdStrike Falcon Complete, Microsoft DefenderHuntress Managed EDRagainst: Arctic Wolf Managed Detection and Responseno first choicenothing named
Three alternatives
Arctic Wolf Managed Detection and Response, ESET PROTECT MDR, Sophos MDRTwo alternatives
Arctic Wolf Managed Detection and Response, Sophos MDROne alternative
Sophos MDRBold 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 10:02 | yes | 13 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:23 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:31 | yes | 13 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 10:38 | 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 11:07 | yes | 12 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:35 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:50 | yes | 7 | 13 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:22 | yes | 10 | 49 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:31 | yes | 9 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:31 | yes | 24 | 79 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:32 | yes | 5 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:14 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:03 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:48 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 10:50 | 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 12:33 | yes | 29 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:38 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:51 | yes | 6 | 15 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:15 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:35 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:23 | yes | 20 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:14 | yes | 26 | 66 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:20 | yes | 10 | 64 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:23 | yes | 14 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:17 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:48 | yes | 11 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 12:18 | yes | 16 | 12 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 14:04 | yes | 22 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:49 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:02 | yes | 25 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:18 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:15 | yes | 5 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:40 | yes | 10 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:29 | yes | 12 | 85 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:46 | yes | 9 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:15 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:32 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:01 | yes | 11 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 13:09 | yes | 20 | 6 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 12:43 | yes | 29 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:43 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:56 | yes | 7 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:24 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:22 | no | 0 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:54 | yes | 8 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:54 | yes | 10 | 124 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:52 | yes | 5 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:36 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:27 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:49 | yes | 8 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 09:26 | yes | 20 | 8 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 10:08 | yes | 19 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:43 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:49 | yes | 18 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:00 | yes | 5 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:54 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:28 | yes | 15 | 189 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:38 | yes | 5 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:17 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:27 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:06 | yes | 21 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 13:39 | yes | 20 | 7 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 12:17 | yes | 19 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:08 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:12 | yes | 18 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:08 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:27 | yes | 11 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:09 | yes | 9 | 19 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:39 | yes | 14 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:44 | yes | 5 | 19 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
Blackpoint read as Blackpoint Cyber
Cynet read as Cynet 360
Expel read as Expel MDR
Field Effect read as Field Effect MDR
Field Effect (Covalence) read as Field Effect MDR
Huntress read as Huntress Managed EDR
Huntress (Managed EDR) read as Huntress Managed EDR
Microsoft Defender Experts read as Microsoft Defender Experts for XDR
Palo Alto Networks read as Unit 42 Managed Detection and Response
ReliaQuest read as ReliaQuest GreyMatter
Secureworks read as Secureworks Taegis ManagedXDR
SentinelOne read as SentinelOne Singularity MDR
SentinelOne (MTR) read as SentinelOne Singularity MDR
Sophos read as Sophos MDR
Sophos Essentials read as Sophos MDR
eSentire read as eSentire MDR
Unresolved, counted raw
CyberGRi
Endgame
K7 Computing
Kronos
Mendel
Microsoft-centric options
RADICL
Discontinued, still offered
No shut-down product was recommended here.