Endpoint detection and response for enterprise buyers
Asked as “EDR platform”, and as “endpoint detection and response tool”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
52%
Clear leader
52CrowdStrike Falcon Insight29Microsoft Defender for Endpoint11SentinelOne Singularity09others
52% of first choices, clear leader.
Since September 2026▲+1Since September 2026: 50% → 51%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.CrowdStrike Falcon Insight held the lead, +1 point on 50%, 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
Microsoft Defender for Cloud47%Clear leader↗new leaderNew leader since September 2026: Microsoft Defender for Cloud (39%) replaces Huntress Managed EDR (44% then, 32% now), 7 points clear, inside the 11-point floor.Standing →Mid-market
Microsoft Defender for Endpoint30%Contested↗new leaderNew leader since September 2026: Microsoft Defender for Endpoint (34%) replaces Bitdefender GravityZone EDR (20% then, 4% now), 30 points clear, past the 11-point floor.Standing →Enterprise
CrowdStrike Falcon Insight52%Clear leader▲+1Since September 2026: 50% → 51%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Microsoft Defender for Cloud47%Clear leader↗new leaderNew leader since September 2026: Microsoft Defender for Cloud (39%) replaces Huntress Managed EDR (44% then, 32% now), 7 points clear, inside the 11-point floor.Standing →Mid-marketMicrosoft Defender for Endpoint30%Contested↗new leaderNew leader since September 2026: Microsoft Defender for Endpoint (34%) replaces Bitdefender GravityZone EDR (20% then, 4% now), 30 points clear, past the 11-point floor.Standing →EnterpriseCrowdStrike Falcon Insight52%Clear leader▲+1Since September 2026: 50% → 51%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01CrowdStrike Falcon Insight52%13%61endorsed leader▲+1Since September 2026: 50% → 51%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.50% → 51%
CrowdStrike Falcon Insight52%13%61endorsed leader▲+1Since September 2026: 50% → 51%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.50% → 51%02Microsoft Defender for Endpoint29%5%62accepted challenger▼−11Since September 2026: 39% → 27%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.39% → 27%
Microsoft Defender for Endpoint29%5%62accepted challenger▼−11Since September 2026: 39% → 27%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.39% → 27%03
SentinelOne Singularity11%10%71accepted challenger▲+5Since September 2026: 7% → 12%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 12%
SentinelOne Singularity11%10%71accepted challenger▲+5Since September 2026: 7% → 12%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 12%04
CrowdStrike4%7%14accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 4%
CrowdStrike4%7%14accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 4%Show the four products at 0%, ordered by negative rate
08
Trellix EDR0%36%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Trellix EDR0%36%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
Sophos Intercept X0%16%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Sophos Intercept X0%16%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%05
Palo Alto Networks Cortex XDR0%8%39accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Palo Alto Networks Cortex XDR0%8%39accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Trend Micro0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Trend Micro0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 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.
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
Microsoft Defender for Endpoint vs Huntress Managed EDRMicrosoft Defender for Endpoint vs Sophos Intercept XMicrosoft Defender for Endpoint vs Bitdefender GravityZone EDRCrowdStrike Falcon Insight vs SentinelOne SingularityCrowdStrike Falcon Insight vs Microsoft Defender for CloudCrowdStrike Falcon Insight vs Huntress Managed EDRCrowdStrike Falcon Insight vs Sophos Intercept XCrowdStrike Falcon Insight vs Bitdefender GravityZone EDRSentinelOne Singularity vs Microsoft Defender for CloudSentinelOne Singularity vs Huntress Managed EDRSentinelOne Singularity vs Sophos Intercept XSentinelOne Singularity vs Bitdefender GravityZone EDRMicrosoft Defender for Cloud vs Huntress Managed EDRMicrosoft Defender for Cloud vs Sophos Intercept XMicrosoft Defender for Cloud vs Bitdefender GravityZone EDRHuntress Managed EDR vs Sophos Intercept XHuntress Managed EDR vs Bitdefender GravityZone EDRSophos Intercept X vs Bitdefender GravityZone EDR
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01CrowdStrike Falcon Insight52%
CrowdStrike Falcon Insight52%02Microsoft Defender for Endpoint29%
Microsoft Defender for Endpoint29%03SentinelOne Singularity11%
SentinelOne Singularity11%04CrowdStrike4%
CrowdStrike4%05Palo Alto Networks Cortex XDR0%
Palo Alto Networks Cortex XDR0%06Sophos Intercept X0%
Sophos Intercept X0%07Trend Micro0%
Trend Micro0%08Trellix EDR0%
Trellix EDR0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Grok 4.1 Fast, Llama 4 Maverick, 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.
CrowdStrike Falcon Insight13%
8 of 61 labels negative · 7 of 14 models · 1 hard negative
“**Avoid CrowdStrike** if strict cost predictability is your top concern” DeepSeek V4 Flash, budget prompt
SentinelOne Singularity10%
7 of 71 labels negative · 6 of 14 models · 1 hard negative
“**Avoid SentinelOne** for this specific requirement of "predictability"” Qwen 3.7 Flash, budget prompt
Sophos Intercept X16%
4 of 25 labels negative · 4 of 14 models · 2 hard negative
“Sophos Intercept X: System stability risks (DoS vulnerabilities).” GLM 4.7 FlashX, negative prompt
Trellix EDR36%
4 of 11 labels negative · 4 of 14 models · 1 hard negative
“Trellix has faced severe criticism regarding support turnaround times” Gemini 3.5 Flash, 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
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. 1086 links across 262 sites, every framing counted. Ranked by the number of answers carrying the site or page. 8 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.
vendor site · Acronis40 answers · 43 citations · 10 models
vendor site · Huntress35 answers · 50 citations · 12 models
vendor site · SentinelOne34 answers · 54 citations · 14 models
34 answers · 38 citations · 11 models
vendor site · Kaseya31 answers · 31 citations · 12 models
26 answers · 28 citations · 9 models
vendor site · Palo Alto Networks24 answers · 31 citations · 10 models
vendor site · CrowdStrike22 answers · 44 citations · 9 models
21 answers · 36 citations · 9 models
21 answers · 28 citations · 9 models
vendor site · Iru19 answers · 20 citations · 11 models
18 answers · 23 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.
40 answers · 10 models
31 answers · 11 models
31 answers · 12 models
26 answers · 9 models
19 answers · 10 models
18 answers · 9 models
18 answers · 9 models
18 answers · 10 models
17 answers · 9 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 edr platform”, “edr platform”, “edr 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| CrowdStrike parent site CrowdStrike Falcon Insight 52% | 52% | 162 | 74,000 | 5,130 | ||||
| Microsoft Defender parent site Microsoft Defender for Endpoint 29%, Microsoft Defender XDR 0% | 29% | 268 | 18,100 | 3,525 | ||||
| SentinelOne sentinelone.com SentinelOne Singularity 11% | 11% | 534 | 33,100 | 1,675 | 446,702 company | $780 | 22 | 1 |
| CrowdStrike crowdstrike.com | 4% | 337 | 74,000 | 5,130 | 715,209 | $13,967 | 119 | |
| Huntress huntress.com Huntress Managed EDR 2% | 2% | 290 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | |
| Microsoft microsoft.com | 2% | 289 | 2,240,000 | 403,136 | 145,358,109 | $12,455 | 103 | 4 |
| Microsoft parent site Microsoft Defender 2% | 2% | 52 | 2,240,000 | 403,136 | ||||
| Palo Alto Networks parent site Palo Alto Networks Cortex XDR 0% | 0% | 241 | 40,500 | 1,088 | ||||
| Sophos sophos.com Sophos Intercept X 0% | 0% | 252 | 18,100 | 2,046 | 186,716 company | $1,427 | 65 | |
| Trend Micro trendmicro.com | 0% | 25 | 18,100 | 1,728 | 588,295 | $541 | 112 |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (acronis.com, gartner.com, paloaltonetworks.com, sentinelone.com). The first result for “best edr platform” 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 EDR platform for an enterprise B2B company?”Paraphrase“Which endpoint detection and response tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade EDR platforms and how do they differ?”Budget-constrained“What is the best EDR platform 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 EDR platform. What should we look at?”Negative“Which EDR platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5CrowdStrike Falcon InsightCrowdStrike Falcon InsightHeldCrowdStrike Falcon Insight, SentinelOne SingularityHuntress Managed EDR, Microsoft Defender for Endpointno first choiceagainst: CrowdStrike Falcon Insight, SentinelOne Singularity
Three alternatives
Huntress Managed EDR, Microsoft Defender for Endpoint, SentinelOne SingularityThree alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne SingularityTwo alternatives
Huntress Managed EDR, Microsoft Defender for EndpointTwo alternatives
CrowdStrike Falcon Insight, SentinelOne SingularityGPT-5.4 miniCrowdStrike Falcon InsightMicrosoft Defender for EndpointChangedCrowdStrike Falcon Insight, Microsoft Defender for Endpointagainst: Sophos Intercept X, Trellix EDRMicrosoft Defender for Endpointno first choiceagainst: CrowdStrike Falcon Insight
Two alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityTwo alternatives
CrowdStrike Falcon Insight, SentinelOne SingularityTwo alternatives
Palo Alto Networks Cortex XDR, SentinelOne SingularityOne alternative
CrowdStrike Falcon InsightGemini 3.5 FlashCrowdStrike Falcon Insight, Microsoft Defender for EndpointCrowdStrike Falcon Insight, Microsoft Defender for EndpointHeldCrowdStrike Falcon InsightMicrosoft Defender for Endpointno first choiceagainst: Huntress Managed EDR, Jamf Protect, Kaspersky Endpoint Detection and Response (EDR) Expert, Malwarebytes, Microsoft Defender for Endpoint, Sophos Intercept X, Symantec Endpoint Security, Trellix EDR, VMware Carbon Black
Two alternatives
Palo Alto Networks Cortex XDR, SentinelOne SingularityTwo alternatives
Palo Alto Networks Cortex XDR, SentinelOne SingularityFour alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept XThree alternatives
Bitdefender GravityZone EDR, CrowdStrike Falcon Insight, Sophos Intercept XPerplexity SonarCrowdStrike Falcon InsightCrowdStrike Falcon InsightHeldCrowdStrike Falcon Insight, SentinelOne SingularityMicrosoft Defender for Endpointno first choicenothing named
Three alternatives
Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept XTwo alternatives
Microsoft Defender XDR, SentinelOne SingularityTwo alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDRTwo alternatives
CrowdStrike, SentinelOne SingularityGrok 4.1 FastCrowdStrike, MicrosoftCrowdStrike Falcon InsightChangedCrowdStrike Falcon InsightMicrosoft Defender for Endpointagainst: CrowdStrike, Palo Alto Networks Cortex XDR, SentinelOne SingularityCrowdStrike, Microsoft Defender, SentinelOne Singularityagainst: Bitdefender GravityZone EDR, Elastic Security, McAfee MVISION, Sophos Intercept X, Symantec Endpoint Security, Trend Micro Apex One
Three alternatives
Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept XFour alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept XFour alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept XMistral SmallCrowdStrike Falcon Insight, SentinelOne SingularityCrowdStrike Falcon Insight, SentinelOne SingularityHeldCrowdStrike Falcon InsightCrowdStrike Falcon Insight, SentinelOne Singularityno first choiceagainst: FireEye EDR, ThreatDown EDR
Three alternatives
Bitdefender GravityZone EDR, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDRTwo alternatives
Bitdefender GravityZone EDR, Palo Alto Networks Cortex XDRSix alternatives
FortiEDR, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trellix EDROne alternative
Microsoft Defender for EndpointDeepSeek V4 FlashCrowdStrike Falcon InsightCrowdStrike Falcon InsightHeldCrowdStrike Falcon InsightMicrosoft Defender for Endpoint, SentinelOne Singularityagainst: CrowdStrike Falcon InsightCrowdStrike Falcon Insightagainst: Palo Alto Networks Cortex XDRagainst: CrowdStrike Falcon Insight, SentinelOne Singularity, Trellix EDR
Two alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityTwo alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityFour alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept XTwo alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityLlama 4 Maverickno first choiceCrowdStrike Falcon InsightChangedno first choiceno first choiceno first choiceagainst: CrowdStrike Falcon Insight, SentinelOne Singularity
Two alternatives
SentinelOne Singularity, Sophos Intercept XQwen 3.7 FlashCrowdStrike Falcon InsightCrowdStrike Falcon InsightHeldCrowdStrike Falcon InsightCrowdStrike Falcon Insight, Microsoft Defender for Endpointagainst: SentinelOne Singularityno first choiceagainst: CrowdStrike Falcon Insight, Cynet, Microsoft Defender for Endpoint, SentinelOne Singularity, VMware Carbon Black
Two alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityThree alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne SingularityFive alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trellix EDRKimi K2CrowdStrike Falcon InsightCrowdStrike Falcon InsightHeldCrowdStrike Falcon InsightMicrosoft Defender for Endpoint, SentinelOne Singularityagainst: CrowdStrike Falcon InsightCrowdStrike Falcon Insightagainst: BlackBerry Cylance, Check Point EDR, Fortinet EDR, Kaspersky Endpoint Detection and Response (EDR) Expert, Trellix EDR
Two alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityTwo alternatives
Microsoft Defender for Endpoint, SentinelOne SingularitySix alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X with EDR, Trend Micro, VMware Carbon BlackThree alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne SingularityGLM 4.7 FlashXCrowdStrike Falcon InsightCrowdStrike Falcon InsightHeldCrowdStrike Falcon Insight, Microsoft Defender for Endpoint, SentinelOne SingularityMicrosoft Defender for Endpointno first choiceagainst: Bitdefender GravityZone EDR, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, Sophos Intercept X
Two alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityTwo alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityFive alternatives
Broadcom, FortiEDR, Sophos Intercept X, Symantec Endpoint Security, Trellix EDRTwo alternatives
CrowdStrike Falcon Insight, SentinelOne SingularityMiniMax M2.5CrowdStrike Falcon InsightCrowdStrike Falcon Insight, Microsoft Defender for EndpointChangedCrowdStrike Falcon InsightMicrosoft Defender for EndpointCrowdStrike Falcon Insightnothing named
Two alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityTwo alternatives
Palo Alto Networks Cortex XDR, SentinelOne SingularityThree alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne SingularityTwo alternatives
CrowdStrike Falcon Insight, SentinelOne SingularityTwo alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityGPT-6 LunaCrowdStrike Falcon InsightCrowdStrike Falcon InsightHeldCrowdStrike Falcon Insight, Microsoft Defender for Endpoint, SentinelOne SingularityMicrosoft Defender for Endpointno first choiceagainst: Kaspersky Endpoint Detection and Response (EDR) Expert, Symantec EDR S550 hardware appliances
Three alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne SingularityTwo alternatives
Microsoft Defender for Endpoint, SentinelOne SingularityThree alternatives
Palo Alto Networks Cortex XDR, Sophos Intercept X, Trend Vision One Endpoint SecurityTwo alternatives
CrowdStrike, SentinelOne SingularityMuse Glimmer 30Bno first choiceCrowdStrike Falcon InsightChangedCrowdStrike Falcon Insight, Microsoft Defender for Endpoint, SentinelOne SingularityMicrosoft Defender for Endpointno first choiceagainst: CrowdStrike Falcon Insight, SentinelOne Singularity, VMware Carbon Black
Three alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne SingularityOne alternative
Palo Alto Networks Cortex XDROne alternative
CrowdStrike Falcon InsightBold 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 11:16 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:57 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:08 | yes | 8 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:43 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:34 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:19 | yes | 12 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:34 | yes | 22 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:17 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:54 | yes | 10 | 42 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:34 | yes | 10 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:47 | yes | 24 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:07 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:13 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:25 | yes | 20 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:12 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:14 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:29 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:52 | yes | 21 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:13 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:42 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:03 | yes | 23 | 113 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:36 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:53 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:01 | yes | 15 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:21 | yes | 14 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:06 | no | 0 | 10 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:58 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:03 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:06 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:48 | yes | 7 | 16 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:27 | yes | 9 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:51 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:18 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:47 | yes | 18 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:27 | yes | 23 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:28 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:27 | yes | 5 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:37 | yes | 15 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:41 | yes | 19 | 70 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:34 | yes | 15 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:47 | yes | 7 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:58 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:17 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:38 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:37 | yes | 16 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:21 | yes | 17 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:35 | yes | 24 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:21 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:16 | yes | 23 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:42 | yes | 10 | 72 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:43 | yes | 17 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:06 | yes | 9 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:14 | yes | 24 | 87 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:19 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:01 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:41 | yes | 26 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:44 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:31 | yes | 8 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:27 | yes | 18 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:04 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:38 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:17 | yes | 24 | 65 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:25 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:52 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:45 | yes | 20 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:57 | no | 0 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | yes | 10 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:10 | yes | 1 | 29 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:04 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:19 | yes | 26 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:05 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:07 | yes | 19 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:28 | yes | 25 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:37 | yes | 25 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:22 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:13 | yes | 25 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:22 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:45 | yes | 23 | 66 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:41 | yes | 25 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:47 | yes | 24 | 75 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:45 | yes | 22 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:13 | yes | 4 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:27 | yes | 24 | 32 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
Acronis read as Acronis Cyber Protect
Bitdefender read as Bitdefender GravityZone EDR
Bitdefender GravityZone read as Bitdefender GravityZone EDR
Bitdefender GravityZone Ultra read as Bitdefender GravityZone EDR
Broadcom Symantec Endpoint Security Complete read as Symantec Endpoint Security
Carbon Black read as VMware Carbon Black
Carbon Black (VMware) read as VMware Carbon Black
CrowdStrike Falcon read as CrowdStrike Falcon Insight
CrowdStrike Falcon (Enterprise) read as CrowdStrike Falcon Insight
CrowdStrike Falcon (Enterprise/Elite tier) read as CrowdStrike Falcon Insight
CrowdStrike Falcon Enterprise read as CrowdStrike Falcon Insight
CrowdStrike Falcon Insight XDR read as CrowdStrike Falcon Insight
ESET PROTECT Enterprise read as ESET PROTECT
Fortinet FortiEDR read as FortiEDR
Huntress read as Huntress Managed EDR
Kaspersky read as Kaspersky Endpoint Detection and Response (EDR) Expert
Microsoft Defender for Endpoint Plan 2 read as Microsoft Defender for Endpoint
Palo Alto Cortex XDR read as Palo Alto Networks Cortex XDR
Palo Alto Networks read as Palo Alto Networks Cortex XDR
Palo Alto Networks (Cortex XDR) read as Palo Alto Networks Cortex XDR
SentinelOne read as SentinelOne Singularity
SentinelOne Singularity read as SentinelOne Singularity
SentinelOne Singularity Complete read as SentinelOne Singularity
SentinelOne Singularity Endpoint read as SentinelOne Singularity
SentinelOne Singularity Enterprise read as SentinelOne Singularity
SentinelOne Singularity Platform read as SentinelOne Singularity
Sophos read as Sophos Intercept X
Sophos (Intercept X) read as Sophos Intercept X
Sophos Endpoint read as Sophos Intercept X
Sophos Endpoint / Intercept X read as Sophos Intercept X
Sophos Intercept X Advanced read as Sophos Intercept X
Symantec read as Symantec Endpoint Security
Symantec EDR read as Symantec Endpoint Security
Trellix read as Trellix EDR
Trellix (formerly McAfee + FireEye) read as Trellix EDR
Trellix (formerly McAfee Enterprise) read as Trellix EDR
Trellix (formerly McAfee) read as Trellix EDR
Trellix Endpoint Security read as Trellix EDR
Trend Micro Vision One read as Trend Micro
Unresolved, counted raw
Check Point EDR
Fortinet EDR
Jamf Protect
Palo Alto Networks' Cortex XDR
SentinelOne Singularity Control
Sophos Intercept X with EDR
Symantec EDR S550 hardware appliances
Trend Vision One Endpoint Security
VMware Carbon Black Cloud
Discontinued, still offered
No shut-down product was recommended here.