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

Extended detection and response for enterprise buyers

Asked as “XDR platform”, and as “extended detection and response solution”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
44%
44Microsoft Defender XDR36CrowdStrike Falcon Insight XDR06Stellar Cyber Open XDR14others

44% of first choices, clear leader.

Since September 2026▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Microsoft Defender XDR held the lead, −5 points on 48%, 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.

The 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
01Microsoft Defender XDR44%12%65endorsed leader▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.48% → 43%
02CrowdStrike Falcon Insight XDR36%12%67endorsed leader▲+12Since September 2026: 24% → 36%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.24% → 36%
03Stellar Cyber Open XDR6%12%16accepted challenger=heldSince September 2026: 4% → 5%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%
04Palo Alto Networks Cortex XDR4%20%54accepted challenger▼−11Since September 2026: 15% → 5%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 5%
05SentinelOne Singularity2%7%54accepted 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
08Trellix XDR0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
07Cisco XDR0%22%23accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
06Trend Vision One0%20%30accepted 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 ten head-to-head pages: the top five 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
08
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft Defender XDR44%
02CrowdStrike Falcon Insight XDR36%
03Stellar Cyber Open XDR6%
04Palo Alto Networks Cortex XDR4%
05SentinelOne Singularity2%
06Trend Vision One0%
07Cisco XDR0%
08Trellix XDR0%

What they warned about

Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Palo Alto Networks Cortex XDR
20%
11 of 54 labels negative · 10 of 14 models · 1 hard negative
“Why it's NOT the best fit here... this is the platform with the highest risk of budget overruns.” DeepSeek V4 Flash, budget prompt
Microsoft Defender XDR
12%
8 of 65 labels negative · 8 of 14 models · 1 hard negative
“Platforms with Consistent Negative Feedback | Microsoft Defender XDR | High licensing costs and complex, fragmented licensing” GLM 4.7 FlashX, negative prompt
CrowdStrike Falcon Insight XDR
12%
8 of 67 labels negative · 8 of 14 models
“Native XDR platforms from single vendors (e.g., **CrowdStrike**, **Palo Alto Networks**, **Trend Micro**) if your organization does not already use 70-80% of their ecosystem.” Qwen 3.7 Flash, negative prompt
Cisco XDR
22%
5 of 23 labels negative · 5 of 14 models · 2 hard negative
“Cisco XDR | Complex, unintuitive interface and steep learning curve... High pricing and licensing complexity” GLM 4.7 FlashX, 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

81 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. 1161 links across 234 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 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 · Palo Alto Networks47 answers · 70 citations · 14 models
47 answers · 50 citations · 11 models
vendor site · SentinelOne31 answers · 54 citations · 10 models
vendor site · Guideflow30 answers · 31 citations · 10 models
27 answers · 27 citations · 11 models
26 answers · 40 citations · 11 models
26 answers · 28 citations · 9 models
vendor site · Fidelis Security23 answers · 25 citations · 10 models
23 answers · 25 citations · 11 models
vendor site · CrowdStrike22 answers · 38 citations · 10 models
22 answers · 22 citations · 9 models
18 answers · 25 citations · 8 models

Pages the answers cite

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

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 xdr platform”, “xdr platform”, “xdr 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 XDR 44%, Microsoft Defender for Endpoint 2%
46%26818,1003,525
CrowdStrike parent site
CrowdStrike Falcon Insight XDR 36%, CrowdStrike Falcon Complete 0%
36%16974,0005,130
Stellar Cyber Open XDR stellarcyber.ai6%6603,048316
Palo Alto Networks parent site
Palo Alto Networks Cortex XDR 4%, Palo Alto Networks Cortex XSIAM 0%
4%24140,5001,088
SentinelOne sentinelone.com
SentinelOne Singularity 2%
2%53433,1001,675446,702 company$780221
Ontinue ontinue.com2%672035,4470
Palo Alto paloaltonetworks.com
Palo Alto Networks 2%
2%149246,00018,254951,391 company$3831066
ESET eset.com
ESET XDR 2%
2%218,1001,812637,959 company$4,39775
Trend Vision One trendmicro.com0%9432018588,295$5411127
Cisco parent site
Cisco XDR 0%
0%53165,00048,352

Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (crowdstrike.com, fidelissecurity.com, paloaltonetworks.com, sentinelone.com). The first result for “best xdr 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 XDR platform for an enterprise B2B company?”Paraphrase“Which extended detection and response solution would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade XDR platforms and how do they differ?”Budget-constrained“What is the best XDR 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 XDR platform. What should we look at?”Negative“Which XDR platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR
Two alternativesMicrosoft Defender XDR, SentinelOne Singularity
Palo Alto Networks Cortex XDRChanged
Three alternativesCrowdStrike Falcon Insight XDR, Microsoft Defender XDR, SentinelOne Singularity
no first choiceStellar Cyber Open XDR
Two alternativesCrowdStrike Falcon Insight XDR, Microsoft Defender XDR
against: Cortex Data Lake
no first choiceagainst: Cisco XDR, CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
GPT-5.4 miniMicrosoft Defender XDR
Four alternativesCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM, SentinelOne Singularity
Microsoft Defender XDRHeld
One alternativePalo Alto Networks Cortex XDR
no first choice
Seven alternativesCisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Trellix XDR, Trend Vision One
Microsoft Defender XDR
One alternativeCrowdStrike Falcon Insight XDR
against: Microsoft Sentinel
no first choicenothing named
Gemini 3.5 FlashMicrosoft Defender XDR
Three alternativesCrowdStrike Falcon Insight XDR, Palo Alto Networks, SentinelOne Singularity
CrowdStrike Falcon Insight XDRChanged
Four alternativesMicrosoft Defender XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM, SentinelOne Singularity
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR
Four alternativesPalo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM, SentinelOne Singularity, Trend Vision One
Microsoft Defender XDR
Two alternativesCrowdStrike Falcon Insight XDR, SentinelOne Singularity
against: Palo Alto Networks Cortex XDR
no first choiceagainst: Acronis Cyber Protect, Bitdefender GravityZone XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Sophos Intercept X, Trellix XDR, Trend Micro Trend Vision One
Perplexity SonarMicrosoft Defender XDR
Four alternativesCisco XDR, CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDRChanged
Three alternativesMicrosoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne Singularity
Microsoft Defender XDR
Five alternativesCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM, SentinelOne Singularity, Stellar Cyber Open XDR
Microsoft Defender XDR
One alternativeStellar Cyber Open XDR
against: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR
no first choiceagainst: Microsoft Defender XDR, Microsoft-only environments
Grok 4.1 FastCrowdStrike Falcon Insight XDR
Three alternativesMicrosoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
Microsoft Defender XDRChanged
Two alternativesCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR
Four alternativesCisco XDR, SentinelOne Singularity, Sophos Intercept X, Trend Vision One
Microsoft Defender XDR
Two alternativesCrowdStrike Falcon Enterprise XDR, SentinelOne Singularity
against: Bitdefender GravityZone XDR, Palo Alto Networks Cortex XDR, Trend Vision One
no first choiceagainst: Broadcom, Cisco XDR, ESET PROTECT, Fortinet FortiXDR, IBM Security QRadar XDR, SentinelOne Singularity, Sophos Intercept X, Trellix XDR, Trend Vision One
Mistral SmallMicrosoft Defender XDR
Three alternativesCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDRChanged
Two alternativesCisco XDR, Microsoft Defender XDR
CrowdStrike Falcon Insight XDR
Three alternativesMicrosoft Defender XDR, Palo Alto Networks Cortex XDR, Trend Vision One
Ontinue, Stellar Cyber Open XDR
Two alternativesMicrosoft Defender XDR, SentinelOne Singularity
no first choiceagainst: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Sophos Endpoint, Trend Vision One
DeepSeek V4 FlashCrowdStrike Falcon Insight XDR
Three alternativesMicrosoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDR, Microsoft Defender XDRChanged
Two alternativesPalo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR
Four alternativesCisco XDR, Fortinet FortiXDR, SentinelOne Singularity, Trend Vision One
against: Trellix XDR
Microsoft Defender XDR
Two alternativesCrowdStrike Falcon Insight XDR, SentinelOne Singularity
against: Palo Alto Networks Cortex XDR
Microsoft Defender XDR
Two alternativesCrowdStrike Falcon Insight XDR, SentinelOne Singularity
against: Acronis Cyber Protect, Bitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, Exabeam Fusion, Hunters, Securonix, SentinelOne Singularity, Sophos Intercept X, Stellar Cyber Open XDR, Trend Vision One
Llama 4 Maverickno first choiceESET XDRChanged
Two alternativesAhnLab XDR, Sophos Intercept X
no first choiceCrowdStrike Falcon Insight XDR
Two alternativesPalo Alto Networks Cortex XDR, Trend Vision One
no first choicenothing named
Qwen 3.7 FlashCrowdStrike Falcon Insight XDR
Four alternativesMicrosoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Trend Vision One
Microsoft Defender XDRChanged
Two alternativesPalo Alto Networks Cortex XDR, Trend Vision One
no first choiceCrowdStrike Falcon Insight XDR, Microsoft Defender for Endpoint
Two alternativesSophos Intercept X Advanced XDR, Trend Vision One
no first choiceagainst: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks, Trend Vision One
Kimi K2CrowdStrike Falcon Insight XDR, Microsoft Defender XDR
Two alternativesPalo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDRChanged
Three alternativesMicrosoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR
Five alternativesBitdefender GravityZone XDR, Cisco XDR, IBM Security QRadar XDR, SentinelOne Singularity, Trend Vision One
Microsoft Defender XDR, SentinelOne Singularity
One alternativeCrowdStrike Falcon Insight XDR
against: Cisco XDR, IBM Security QRadar XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM
no first choice
Five alternativesCrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X
against: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR
GLM 4.7 FlashXCrowdStrike Falcon Insight XDR, Microsoft Defender XDR
Two alternativesPalo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDRChanged
Two alternativesMicrosoft Defender XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDR
Four alternativesMicrosoft Defender XDR, Palo Alto Networks, SentinelOne Singularity, Trend Vision One
Microsoft Defender XDR
Three alternativesReliaQuest GreyMatter, SentinelOne Singularity, Stellar Cyber Open XDR
no first choiceagainst: Cisco XDR, CrowdStrike Falcon Insight XDR, Exabeam Fusion, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Stellar Cyber Open XDR
MiniMax M2.5CrowdStrike Falcon Insight XDR, Palo Alto Networks
One alternativeMicrosoft Defender for Endpoint
CrowdStrike Falcon Insight XDRChanged
Three alternativesIBM Security QRadar XDR, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR
Palo Alto Networks Cortex XDR
Two alternativesCrowdStrike Falcon Insight XDR, Microsoft Defender XDR
Microsoft Defender XDR
Five alternativesCrowdStrike Falcon Insight XDR, Ontinue, ReliaQuest GreyMatter, SentinelOne Singularity, Stellar Cyber Open XDR
no first choiceagainst: Cisco XDR, Fortinet FortiXDR, Palo Alto Networks Cortex XDR, Trend Vision One
GPT-6 LunaMicrosoft Defender XDR
Three alternativesCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
Microsoft Defender XDRHeld
Three alternativesCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
no first choice
Six alternativesCisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Trend Vision One
Microsoft Defender XDR
Two alternativesCrowdStrike Falcon Insight XDR, SentinelOne Singularity
against: Microsoft Sentinel
no first choiceagainst: Microsoft Defender XDR, Palo Alto Networks Cortex XDR
Muse Glimmer 30BCrowdStrike Falcon Insight XDR
Three alternativesMicrosoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDRHeld
Three alternativesDefender for Endpoint, IBM Security QRadar XDR, Microsoft Defender XDR
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR
Three alternativesPalo Alto Networks Cortex XDR, SentinelOne Singularity, Stellar Cyber Open XDR
Stellar Cyber Open XDR
Four alternativesCrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Ontinue, ReliaQuest GreyMatter
against: Palo Alto, Rapid7 InsightIDR, deepwatch
no first choiceagainst: Acronis Cyber Protect XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Sophos Intercept X
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 13:00yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 13:19yes35 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 12:51yes1924 s
Direct recommendationPerplexity Sonarsonar2026-10-01 10:36yes154 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 13:26yes207 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 13:41yes75 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 10:22yes2130 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:19yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:03yes734 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:21yes1924 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:26yes2436 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:58yes522 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-01 07:42yes321 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:01yes1540 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:10yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 13:18yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:26yes1820 s
ParaphrasePerplexity Sonarsonar2026-10-01 08:37yes252 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:11yes229 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 10:47yes53 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:44yes2339 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:26yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:25yes1018 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:36yes1921 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 13:06yes2494 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:46yes545 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-01 11:59yes417 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 09:01yes1428 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 13:42yes149 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 09:01yes79 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:37yes1828 s
ComparativePerplexity Sonarsonar2026-10-01 08:51yes205 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:15yes197 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 13:19yes2511 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:15yes2368 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:28yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 12:08yes521 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:07yes1632 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 09:42yes2451 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:56yes1226 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-01 08:53yes824 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 09:48yes1542 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:49yes148 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 12:36yes57 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:12yes2029 s
Budget constrainedPerplexity Sonarsonar2026-10-01 09:46yes304 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:05yes1410 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 10:27yes53 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:52yes2332 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 07:42yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:57yes516 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 08:12yes2531 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:13yes2024 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:46yes1227 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-01 09:45yes315 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:59yes1940 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:43yes1914 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:28yes29 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:11no015 s
Scale constrainedPerplexity Sonarsonar2026-10-01 09:21yes195 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:04yes2010 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 08:30no09 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:55yes2376 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:49yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:29no034 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 13:35yes2437 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:36yes2547 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:05yes839 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-01 08:45yes319 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:30yes1527 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 12:03yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 12:11yes511 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:50yes1526 s
Negative framingPerplexity Sonarsonar2026-10-01 12:59yes274 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:11yes2410 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 07:28yes147 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:36yes2244 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:09yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:54yes1043 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:02yes2425 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 12:32yes2235 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:18yes1878 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-01 10:59yes327 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:25yes2334 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
Acronis read as Acronis Cyber Protect
Bitdefender read as Bitdefender GravityZone XDR
Bitdefender GravityZone read as Bitdefender GravityZone XDR
Cisco read as Cisco XDR
CrowdStrike read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon (Insight XDR or Complete) read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon (XDR and related modules) read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Enterprise read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Platform read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon XDR read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon platform read as CrowdStrike Falcon Insight XDR
Cybereason read as Cybereason Defense Platform
Elastic read as Elastic Security
Exabeam read as Exabeam Fusion
Fortinet read as Fortinet FortiXDR
Fortinet (FortiXDR) read as Fortinet FortiXDR
IBM QRadar XDR read as IBM Security QRadar XDR
Microsoft read as Microsoft Defender XDR
Microsoft (Microsoft 365-centric native XDR) read as Microsoft Defender XDR
Microsoft Defender read as Microsoft Defender XDR
Microsoft Defender Suite read as Microsoft Defender XDR
Palo Alto Cortex read as Palo Alto Networks Cortex XDR
Rapid7 read as Rapid7 InsightIDR
ReliaQuest read as ReliaQuest GreyMatter
SentinelOne read as SentinelOne Singularity
Stellar Cyber read as Stellar Cyber Open XDR
Stellar Cyber (Open XDR) read as Stellar Cyber Open XDR
Stellar Cyber (open XDR) read as Stellar Cyber Open XDR
Trellix read as Trellix XDR
Trellix (formerly McAfee) read as Trellix XDR
Trend Micro read as Trend Vision One
Trend Micro (Trend Micro XDR) read as Trend Vision One
Trend Micro Vision One XDR read as Trend Vision One
Unresolved, counted raw
Acronis Cyber Protect XDR
AhnLab XDR
Cortex Data Lake
CrowdStrike Falcon Enterprise XDR
FortiXDR
Microsoft-only environments
Sophos Intercept X Advanced XDR
Sophos Intercept X Next-Gen Endpoint
Stellar Cyber's Open XDR
Trend Micro Trend Vision One
Discontinued, still offered
No shut-down product was recommended here.
← Enterprise browsersGRC →