AI Indexes
IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › IT operations and endpoint › October 2026 Edition

Endpoint protection

Asked as “endpoint protection platform”, and as “business antivirus and endpoint security tool”, on behalf of a mid-market B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · Bitdefender GravityZone 17%
22Microsoft Defender for Endpoint17Bitdefender GravityZone17Microsoft Defender for Cloud44others

22% of first choices, contested.

Since September 2026↗new leaderNew leader since September 2026: Microsoft Defender for Endpoint (23%) replaces Microsoft Defender for Cloud (22% then, 17% now), 6 points clear, inside the 11-point floor.Microsoft Defender for Endpoint leads at 23%, replacing Microsoft Defender for Cloud, which led at 22% and stands at 17% now: 6 points clear, inside the floor, so the swap reads as unsettled.

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 fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Microsoft Defender for Endpoint22%5%40accepted challenger▲+5Since September 2026: 18% → 23%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 23%
02Bitdefender GravityZone17%3%34accepted challenger▼−1Since September 2026: 20% → 19%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 19%
03Microsoft Defender for Cloud17%8%12accepted challenger▼−5Since September 2026: 22% → 17%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 17%
04CrowdStrike Falcon12%22%41accepted challenger▲+8Since September 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 12%
05Sophos Intercept X5%12%42accepted challenger▼−4Since September 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 4%
06SentinelOne Singularity5%0%25accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%
07SentinelOne Singularity Endpoint3%9%22accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%
08ESET PROTECT2%6%16accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Show the three products at 0%, ordered by negative rate
11Trend Micro Apex One0%38%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
09Palo Alto Networks Cortex XDR0%0%20accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
10Huntress Managed EDR0%0%13accepted 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.
All twenty-eight head-to-head pages: the top eight products, each against each

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
07
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09
10
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Microsoft Defender for Endpoint22%
02Bitdefender GravityZone17%
03Microsoft Defender for Cloud17%
04CrowdStrike Falcon12%
05Sophos Intercept X5%
06SentinelOne Singularity5%
07SentinelOne Singularity Endpoint3%
08ESET PROTECT2%
09Palo Alto Networks Cortex XDR0%
10Huntress Managed EDR0%
11Trend Micro Apex One0%

What they warned about

Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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
22%
9 of 41 labels negative · 9 of 14 models
“**CrowdStrike Falcon** (with significant caveats) ... It's still a strong product, but the outage demonstrated that relying on any single endpoint platform carries systemic risk.” DeepSeek V4 Flash, negative prompt
Kaspersky Endpoint Security
88%
7 of 8 labels negative · 7 of 14 models · 5 hard negative
“Why to avoid: Because Kaspersky can no longer push threat signature and codebase updates to U.S. endpoints” Gemini 3.5 Flash, negative prompt
Trend Micro Apex One
38%
5 of 13 labels negative · 5 of 14 models · 2 hard negative
“Cautious Avoid / Immediate Patch Required ... critical security vulnerabilities that should be immediate red flags” GLM 4.7 FlashX, negative prompt
Sophos Intercept X
12%
5 of 42 labels negative · 5 of 14 models
“Some platforms like Sophos Endpoint have received complaints about slow performance on older systems and high resource usage affecting productivity” MiniMax M2.5, 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

74 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. 1015 links across 224 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.

34 answers · 39 citations · 11 models
vendor site · Guideflow30 answers · 31 citations · 11 models
vendor site · Huntress29 answers · 39 citations · 8 models
23 answers · 24 citations · 11 models
vendor site · Microsoft22 answers · 33 citations · 9 models
vendor site · SentinelOne21 answers · 39 citations · 11 models
vendor site · Iru21 answers · 21 citations · 9 models
20 answers · 25 citations · 9 models
vendor site · CrowdStrike19 answers · 32 citations · 9 models
vendor site · G215 answers · 29 citations · 8 models
15 answers · 18 citations · 10 models
vendor site · Venn15 answers · 15 citations · 9 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

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 endpoint protection platform”, “endpoint protection platform”, “endpoint protection 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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Microsoft Defender parent site
Microsoft Defender for Endpoint 22%, Microsoft Defender for Business / Defender for Endpoint 3%, Microsoft Defender for Business / Endpoint 0%
25%26818,1003,525
Microsoft Defender microsoft.com
Microsoft Defender for Cloud 17%, Microsoft 2%
19%5692,240,000403,136145,358,109 company$12,455103
Bitdefender bitdefender.com
Bitdefender GravityZone 17%
17%9990,5003,261649,861 company93
CrowdStrike parent site
CrowdStrike Falcon 12%, CrowdStrike Falcon Go 0%
12%23474,0005,130
Sophos sophos.com
Sophos Intercept X 5%
5%25218,1002,046186,716 company$1,42765
SentinelOne sentinelone.com
SentinelOne Singularity 5%
5%53433,1001,675446,702 company$780222
Bitdefender parent site
Bitdefender GravityZone Business Security 3%, Bitdefender GravityZone Small Business Security 2%
5%2290,5003,261
SentinelOne parent site
SentinelOne Singularity Endpoint 3%
3%6733,1001,675
ESET eset.com
ESET PROTECT 2%
2%8118,1001,812637,959 company$4,397752
CrowdStrike crowdstrike.com2%33774,0005,130715,209$13,9671195

Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (crowdstrike.com, g2.com, sentinelone.com, venn.com). The first result for “best endpoint protection 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
ModelDirect“What is the best endpoint protection platform for a mid-market B2B company?”Paraphrase“Which business antivirus and endpoint security tool would you recommend to a mid-sized B2B company?”Comparative“What are the top endpoint protection platforms and how do they differ?”Budget-constrained“What is the best endpoint protection platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an endpoint protection platform. What should we look at?”Negative“Which endpoint protection platforms should I avoid or be cautious about?”
Claude Haiku 4.5Sophos Intercept X
Three alternativesBitdefender GravityZone, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR
against: CrowdStrike Falcon
Bitdefender GravityZoneChanged
Four alternativesCrowdStrike Falcon, ESET PROTECT, Microsoft Defender for Endpoint, Sophos Intercept X
CrowdStrike, SentinelOne Singularity Endpoint
Three alternativesCynet, Huntress Managed EDR, Microsoft Defender for Endpoint
Microsoft Defender for Endpoint
Three alternativesAvast Business Antivirus, Bitdefender GravityZone Business Security, Kaspersky Endpoint Security
against: ClamAV
no first choiceagainst: Avast Business, Bitdefender GravityZone, Cybereason, Kaspersky Endpoint Security, Sophos Intercept X, ThreatDown
GPT-5.4 miniCrowdStrike Falcon
Three alternativesMicrosoft Defender for Endpoint, SentinelOne Singularity Endpoint, Sophos Intercept X
Microsoft Defender for CloudChanged
Two alternativesBitdefender GravityZone, CrowdStrike Falcon
no first choiceMicrosoft Defender for Cloud
Two alternativesBitdefender GravityZone, Microsoft 365
no first choiceagainst: FortiEDR, SentinelOne Singularity Endpoint, Sophos Intercept X
Gemini 3.5 FlashSophos Intercept X
Three alternativesHuntress Managed EDR, Microsoft Defender for Business / Defender for Endpoint, SentinelOne Singularity
against: CrowdStrike Falcon Complete
Microsoft Defender for Business / Defender for EndpointChanged
Three alternativesCrowdStrike Falcon, Huntress Managed EDR, SentinelOne Singularity
CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity
Two alternativesPalo Alto Networks Cortex XDR, Sophos Intercept X
Microsoft Defender for Cloud
Five alternativesBitdefender GravityZone, CrowdStrike Falcon Go, Huntress Managed EDR, ThreatDown, Wazuh
against: SentinelOne Singularity Endpoint
SentinelOne Singularity Endpoint
Three alternativesCrowdStrike, Microsoft Defender for Endpoint, Sophos Intercept X
against: Carbon Black, CrowdStrike Falcon, Datto EDR, Kaspersky Endpoint Security, Symantec Endpoint Security, Trellix Endpoint Security Suite, UltraAV
Perplexity SonarBitdefender GravityZone
Four alternativesCrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X
Bitdefender GravityZoneHeld
Two alternativesCrowdStrike, ESET PROTECT
CrowdStrike Falcon
Six alternativesHuntress Managed EDR, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, ThreatLocker Zero Trust Platform
Microsoft Defender for Endpoint
Three alternativesBitdefender GravityZone SBS, ESET PROTECT, Trend Micro Worry-Free Services
no first choiceagainst: ESET PROTECT, McAfee Endpoint Security, Symantec Endpoint Protection, Trend Micro Apex One
Grok 4.1 FastMicrosoft Defender for Endpoint
Three alternativesBitdefender GravityZone, SentinelOne Singularity, Sophos Intercept X
against: CrowdStrike Falcon
Bitdefender GravityZoneChanged
Five alternativesCrowdStrike Falcon Go, ESET PROTECT Endpoint, Microsoft Defender for Business / Endpoint, SentinelOne Singularity, Sophos Intercept X
CrowdStrike
Six alternativesBitdefender GravityZone, Microsoft, Palo Alto Networks Cortex XDR, SentinelOne Singularity Endpoint, Sophos Intercept X, Trend Micro Apex One
Microsoft Defender for Cloud
Three alternativesBitdefender GravityZone Business Security, Malwarebytes, Trend Micro Worry-Free Services
against: Microsoft Defender
CrowdStrike, Microsoft, SentinelOne Singularity Endpoint
Two alternativesBitdefender GravityZone, Sophos Intercept X
against: Avast Business, Check Point Endpoint Security, CrowdStrike, Cybereason NGAV, HP (Wolfray Cyber Security) Wolf Pro Security, Kaspersky Endpoint Security, Malwarebytes, MicroWorld eScan Enterprise EDR, Sophos Intercept X, Symantec Endpoint Security, Trellix Endpoint Security Suite, Trend Micro Apex One
Mistral SmallBitdefender GravityZone, CrowdStrike Falcon
One alternativeAcronis Cyber Protect
Microsoft Defender for EndpointChanged
Three alternativesBitdefender GravityZone, ESET Endpoint Security, Sophos Intercept X
CrowdStrike Falcon, SentinelOne Singularity
Four alternativesMicrosoft Defender for Endpoint, Palo Alto Networks Cortex XDR, Sophos Intercept X, Symantec Endpoint Security
Bitdefender GravityZone Small Business Security, Microsoft Defender for Endpoint
Three alternativesESET PROTECT, Malwarebytes for Business, Norton Small Business
no first choiceagainst: Avast Business, Cisco Endpoint Security, Malwarebytes Endpoint Protection, Microsoft Defender for Endpoint, Trend Micro Apex One
DeepSeek V4 FlashSentinelOne Singularity
Four alternativesBitdefender GravityZone, CrowdStrike Falcon, Microsoft Defender for Business / Endpoint, Sophos Intercept X
SentinelOne SingularityHeld
Three alternativesBitdefender GravityZone, CrowdStrike Falcon, Microsoft Defender for Business / Endpoint
CrowdStrike Falcon
Six alternativesBitdefender GravityZone, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trend Vision One
Microsoft Defender for Cloud
Three alternativesCrowdStrike Falcon Go, Huntress Managed EDR, Sophos Intercept X
CrowdStrike Falcon, Microsoft Defender for Endpoint
Three alternativesBitdefender GravityZone, SentinelOne Singularity, Sophos Intercept X
against: Acronis Cyber Protect, Avast Business, CrowdStrike Falcon, Cynet, FortiClient, Guardio, Sophos Intercept X, Symantec Endpoint Security
Llama 4 MaverickBitdefender GravityZoneBitdefender GravityZoneHeldno first choiceESET PROTECT, Malwarebytes for Business, Norton Small Businessno first choicenothing named
Qwen 3.7 FlashMicrosoft Defender for Endpoint
Four alternativesCrowdStrike Falcon, SentinelOne Singularity Endpoint, Sophos Intercept X, Trend Vision One
Bitdefender GravityZone, Microsoft Defender for EndpointChanged
One alternativeSentinelOne Singularity Endpoint
CrowdStrike Falcon, SentinelOne Singularity Endpoint
Two alternativesMicrosoft Defender for Endpoints, Sophos Intercept X
Microsoft Defender for Cloud
Two alternativesCrowdStrike Falcon Go, Malwarebytes for Business
no first choice
Four alternativesBitdefender GravityZone, CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity Endpoint
against: Cisco Secure Client, CrowdStrike Falcon, G DATA, Huawei, Kaspersky Endpoint Security, VIPRE Business Security, VMware Carbon Black
Kimi K2Microsoft Defender for Endpoint
Three alternativesBitdefender GravityZone, CrowdStrike Falcon, SentinelOne Singularity
Bitdefender GravityZone, CrowdStrike Falcon, Microsoft Defender for EndpointChanged
One alternativeSentinelOne Singularity
CrowdStrike Falcon
Five alternativesMicrosoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X, Symantec Endpoint Security, Trellix Endpoint Security Suite
Microsoft Defender for Cloud
Two alternativesCrowdStrike Falcon Go, Malwarebytes ThreatDown
against: Comodo OpenEDR, FreeEDR
no first choice
One alternativeDefender for Endpoint
against: CrowdStrike Falcon, Kaspersky Endpoint Security, Microsoft Defender for Endpoint
GLM 4.7 FlashXCrowdStrike Falcon
Two alternativesMicrosoft Defender for Endpoint, Sophos Intercept X
Microsoft Defender for CloudChanged
Five alternativesBitdefender GravityZone Business Security, CrowdStrike Falcon, ESET PROTECT, SentinelOne Singularity, Sophos Intercept X
CrowdStrike Falcon
Five alternativesBitdefender GravityZone, Carbon Black, Microsoft Defender for Endpoint, SentinelOne Singularity, Sophos Intercept X
against: Malwarebytes
Microsoft Defender for Cloud
Three alternativesESET Small Office Protection, Huntress Managed EDR, Malwarebytes for Business
no first choiceagainst: Check Point Endpoint Security, CrowdStrike Falcon, Kaspersky Endpoint Security, Trend Micro Apex One
MiniMax M2.5Bitdefender GravityZone, CrowdStrike Falcon
Two alternativesMicrosoft Defender for Endpoint, Sophos Intercept X
Microsoft Defender for Endpoint, SentinelOne SingularityChanged
One alternativeSophos Intercept X
against: CrowdStrike Falcon
CrowdStrike Falcon
Two alternativesMicrosoft Defender for Endpoint, SentinelOne Singularity
Bitdefender GravityZone Business Security, Microsoft Defender for Endpoint
Two alternativesKaspersky Small Office Security, Sophos Intercept X
no first choiceagainst: CrowdStrike, McAfee, Sophos Intercept X
GPT-6 LunaCrowdStrike Falcon
Two alternativesMicrosoft Defender for Endpoint, SentinelOne Singularity
against: Microsoft Defender for Cloud
Microsoft Defender for EndpointChanged
Two alternativesMicrosoft Defender for Cloud, Sophos Endpoint with MDR
no first choice
Seven alternativesBitdefender GravityZone, CrowdStrike Falcon, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trend Vision One
Microsoft Defender for Cloud
Two alternativesBitdefender GravityZone, Microsoft 365
no first choiceagainst: CrowdStrike Falcon, Kaspersky Endpoint Security
Muse Glimmer 30BBitdefender GravityZone Business Security, Microsoft Defender for Business / Defender for Endpoint
Three alternativesCrowdStrike Falcon, SentinelOne Singularity, Sophos Intercept X
Sophos Intercept XChanged
Four alternativesBitdefender GravityZone, ESET PROTECT, Microsoft, SentinelOne Singularity Endpoint
CrowdStrike Falcon, Microsoft Defender for Endpoint, SentinelOne Singularity Endpoint
One alternativeSophos Intercept X
Microsoft Defender built-in / Defender for Business
Three alternativesCrowdStrike Falcon Go, Huntress Managed EDR, SentinelOne Singularity Endpoint
no first choiceagainst: Check Point Endpoint Security, Ivanti Endpoint Manager, Trend Micro Apex One
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:01yes1510 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:16yes36 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:45yes1627 s
Direct recommendationPerplexity Sonarsonar2026-10-01 11:47yes202 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:08yes239 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 13:28yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:26yes2433 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 07:39yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 13:13no032 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 12:49yes1018 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 13:40yes2362 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:51yes1026 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-01 09:22yes314 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 13:01yes1427 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:15yes97 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 13:41yes45 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:24yes1022 s
ParaphrasePerplexity Sonarsonar2026-10-01 11:44yes233 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 11:57yes248 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 10:11yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:45yes2327 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 10:03yes51 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:35yes918 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:43yes1026 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:47yes1676 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 13:12yes531 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-01 10:28yes311 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:36yes1326 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 13:19yes97 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:09yes612 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 11:16yes1226 s
ComparativePerplexity Sonarsonar2026-10-01 12:35yes199 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:55yes2311 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 13:27yes916 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 13:35yes2352 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:53yes51 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:37no037 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:27yes1428 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:08yes2334 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:07yes1019 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-01 11:57yes823 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:58yes1328 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 12:29no04 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 07:42yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:33yes1824 s
Budget constrainedPerplexity Sonarsonar2026-10-01 10:13yes193 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:48yes259 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 13:49yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 10:46yes1416 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:40yes51 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 07:53yes1556 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:58yes1520 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 09:47yes2531 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:10no044 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-01 07:58yes314 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:23yes1526 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 12:45no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 13:25no06 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 11:03no017 s
Scale constrainedPerplexity Sonarsonar2026-10-01 08:38yes154 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:38yes208 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 11:36no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 13:11yes2451 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:00yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:02no027 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:05yes1420 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:38yes1538 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:29yes510 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-01 11:40yes315 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 11:53no01 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:10yes188 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 13:03yes55 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:38yes3130 s
Negative framingPerplexity Sonarsonar2026-10-01 09:44yes257 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:42yes238 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 12:06yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:56yes2426 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:53yes51 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 13:23yes21125 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:13yes2533 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 13:09yes2372 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:47yes2130 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-01 12:34yes324 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 07:45yes2035 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
Avast Business Security read as Avast Business
Bitdefender read as Bitdefender GravityZone
Broadcom Symantec read as Symantec Endpoint Security
Broadcom Symantec Endpoint Security Complete read as Symantec Endpoint Security
Check Point read as Check Point Harmony Endpoint
ESET read as ESET PROTECT
Huntress read as Huntress Managed EDR
Kaspersky read as Kaspersky Endpoint Security
Palo Alto 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
Palo Alto Networks (Prisma Access) read as Palo Alto Networks Cortex XDR
SentinelOne read as SentinelOne Singularity Endpoint
SentinelOne (Singularity) read as SentinelOne Singularity Endpoint
Sophos read as Sophos Intercept X
Sophos (Intercept X / Sophos MDR) 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 Endpoint read as Sophos Intercept X
ThreatLocker read as ThreatLocker Zero Trust Platform
Trellix read as Trellix Endpoint Security Suite
Trellix (McAfee + FireEye) read as Trellix Endpoint Security Suite
Trellix (formerly McAfee Enterprise & FireEye) read as Trellix Endpoint Security Suite
Trellix (formerly McAfee/FireEye) read as Trellix Endpoint Security Suite
Trend Micro read as Trend Micro Apex One
Trend Micro (Trend Vision One) read as Trend Micro Apex One
Unresolved, counted raw
Bitdefender Endpoint Security
Broadcomm
Cisco Endpoint Security
Cisco Secure Client (AMP for Endpoints)
Comodo OpenEDR
Cybereason NGAV
ESET PROTECT Endpoint
ESET Small Office Protection
FreeEDR (GitHub)
Guardio
HP (Wolfray Cyber Security) Wolf Pro Security
Kaspersky Small Office Security
MicroWorld eScan Enterprise EDR
Microsoft Defender built-in / Defender for Business
Microsoft Defender for Endpoints
NetSecurity
UltraAV (Pango Group)
VIPRE Business Security
Discontinued, still offered
No shut-down product was recommended here.
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