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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
48%
Clear leader
48Microsoft Defender XDR24CrowdStrike Falcon Insight XDR15Palo Alto Networks Cortex XDR13others
48% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
Microsoft Defender XDR vs CoroMicrosoft Defender XDR vs SentinelOne SingularityMicrosoft Defender XDR vs CrowdStrike Falcon Insight XDR
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All fifteen head-to-head pages: the top six products, each against each
Microsoft Defender XDR vs Bitdefender GravityZone XDRMicrosoft Defender XDR vs Sophos Intercept XCoro vs SentinelOne SingularityCoro vs CrowdStrike Falcon Insight XDRCoro vs Bitdefender GravityZone XDRCoro vs Sophos Intercept XSentinelOne Singularity vs CrowdStrike Falcon Insight XDRSentinelOne Singularity vs Bitdefender GravityZone XDRSentinelOne Singularity vs Sophos Intercept XCrowdStrike Falcon Insight XDR vs Bitdefender GravityZone XDRCrowdStrike Falcon Insight XDR vs Sophos Intercept XBitdefender GravityZone XDR vs Sophos Intercept X
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
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft Defender XDR48%
Microsoft Defender XDR48%02CrowdStrike Falcon Insight XDR24%
CrowdStrike Falcon Insight XDR24%03Palo Alto Networks Cortex XDR15%
Palo Alto Networks Cortex XDR15%04SentinelOne Singularity4%
SentinelOne Singularity4%05Stellar Cyber Open XDR4%
Stellar Cyber Open XDR4%06Trend Vision One0%
Trend Vision One0%07Cisco XDR0%
Cisco XDR0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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 XDR18%
9 of 49 labels negative · 7 of 12 models · 2 hard negative
“Palo Alto Cortex XDR often quotes a low per-endpoint rate ... but charges significant additional fees for data ingestion and retention ... your bill will spike unpredictably.” GLM 4.7 FlashX, budget prompt
Trend Vision One27%
7 of 26 labels negative · 7 of 12 models · 1 hard negative
“Avoid if you are a multi-vendor environment and choose Fortinet or Trend Micro.” GLM 4.7 FlashX, negative prompt
Cisco XDR35%
6 of 17 labels negative · 6 of 12 models · 1 hard negative
“Platforms to Avoid or Approach with Extreme Caution ... Cisco SecureX / Cisco XDR” Kimi K2, negative prompt
CrowdStrike Falcon Insight XDR16%
9 of 55 labels negative · 6 of 12 models
“Native platforms like CrowdStrike, Palo Alto Cortex, Microsoft Defender XDR, SentinelOne, Trend Micro, Sophos, Trellix, and Cisco are best suited when your environment is already heavily invested” Mistral Small, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
63 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 903 links across 196 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Palo Alto Networks44 answers · 69 citations · 12 models
43 answers · 62 citations · 11 models
vendor site · CyberPress32 answers · 38 citations · 10 models
32 answers · 34 citations · 10 models
vendor site · Guideflow30 answers · 30 citations · 11 models
26 answers · 36 citations · 9 models
24 answers · 36 citations · 11 models
21 answers · 21 citations · 9 models
vendor site · SentinelOne18 answers · 28 citations · 6 models
vendor site · CrowdStrike17 answers · 24 citations · 8 models
vendor site · Microsoft15 answers · 23 citations · 7 models
vendor site · Fidelis Security13 answers · 15 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
42 answers · 11 models
34 answers · 10 models
31 answers · 10 models
30 answers · 11 models
29 answers · 10 models
22 answers · 9 models
21 answers · 9 models
20 answers · 9 models
13 answers · 9 models
12 answers · 9 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 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 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft Defender parent site Microsoft Defender XDR 48%, Microsoft Defender for Endpoint 0% | 48% | 264 | 18,100 | 3,525 | ||||
| CrowdStrike parent site CrowdStrike Falcon Insight XDR 24% | 24% | 166 | 74,000 | 5,130 | ||||
| Palo Alto Networks parent site Palo Alto Networks Cortex XDR 15% | 15% | 251 | 40,500 | 1,088 | ||||
| SentinelOne sentinelone.com SentinelOne Singularity 4% | 4% | 499 | 33,100 | 1,675 | 446,702 company | $780 | 22 | 1 |
| Stellar Cyber Open XDR stellarcyber.ai | 4% | 101 | 0 | 3,048 | 31 | 6 | ||
| ReliaQuest GreyMatter reliaquest.com | 2% | 55 | 480 | 10 | 10,314 | $20,150 | 24 | |
| Ontinue ontinue.com | 2% | 8 | 720 | 3 | 5,447 | 0 | ||
| Trend Vision One trendmicro.com | 0% | 107 | 320 | 18 | 588,295 | $541 | 112 | 7 |
| Elastic elastic.co Elastic Security 0% | 0% | 124 | 74,000 | 34,672 | 208,306 company | 105 | ||
| Cybereason Defense Platform cybereason.com | 0% | 1 | 3 |
Google's top ten for the three searches hold 22 sites; 5 of them are among the sites the models cited here (crowdstrike.com, fidelissecurity.com, gartner.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
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 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 XDRno first choiceChangedCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRMicrosoft Defender XDRno first choicenothing named
Three alternatives
Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne SingularityThree alternatives
Microsoft Defender XDR, Stellar Cyber Open XDR, eSentireTwo alternatives
Palo Alto Networks Cortex XDR, Stellar Cyber Open XDRGPT-5.4 miniMicrosoft Defender XDRMicrosoft Defender XDRHeldMicrosoft Defender XDRMicrosoft Defender XDRno first choiceagainst: Trend Vision One
Two alternatives
Cisco XDR, Palo Alto Networks Cortex XDROne alternative
Palo Alto Networks Cortex XDRThree alternatives
Cisco XDR, CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRTwo alternatives
CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRGemini 3.5 FlashMicrosoft Defender XDRCrowdStrike Falcon Insight XDRChangedno first choiceMicrosoft Defender XDRagainst: Palo Alto Networks Cortex XDRno first choiceagainst: Bitdefender GravityZone XDR, Broadcom, Cisco XDR, CrowdStrike Falcon Insight XDR, Elastic Security, Microsoft Defender XDR, Palo Alto Networks, Trellix XDR, Trend Vision One
Five alternatives
CrowdStrike Falcon Insight XDR, Elastic Security, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Stellar Cyber Open XDRThree alternatives
Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne SingularityFive alternatives
CrowdStrike Falcon Insight XDR, Microsoft: Defender XDR & Microsoft Sentinel, Palo Alto Networks: Cortex XDR / Cortex XSIAM, SentinelOne Singularity, Trend Vision OneTwo alternatives
CrowdStrike Falcon Insight XDR, Stellar Cyber Open XDRPerplexity SonarCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRCrowdStrike Falcon Insight XDRChangedCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRagainst: Fidelis Elevate, Trend Vision OneMicrosoft Defender XDR, Stellar Cyber Open XDRagainst: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAMno first choiceagainst: Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR
Four alternatives
Microsoft Defender XDR, Secureworks Taegis, SentinelOne Singularity, Stellar Cyber Open XDRThree alternatives
Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, SentinelOne SingularityFour alternatives
Cisco XDR, Microsoft Defender XDR, SentinelOne Singularity, Stellar Cyber Open XDRGrok 4.20CrowdStrike Falcon Insight XDR, Microsoft Defender XDRPalo Alto Networks Cortex XDRChangedno first choiceMicrosoft Defender XDRagainst: Palo Alto Networks Cortex XDR, Rapid7 InsightIDRno first choiceagainst: Broadcom, Cisco XDR, Fortinet FortiXDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trellix XDR, Trend Vision One
Two alternatives
Palo Alto Networks Cortex XDR, SentinelOne SingularityTwo alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDRThree alternatives
CrowdStrike Falcon Insight XDR, SentinelOne Singularity, Trend Vision OneSix alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM, Rapid7 InsightIDR, SentinelOne SingularityMistral SmallMicrosoft Defender XDRPalo Alto Networks Cortex XDRChangedno first choiceMicrosoft Defender XDRagainst: CrowdStrike Falcon Insight XDR, Palo Alto Networks, SentinelOne Singularityno first choiceagainst: Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trellix XDR, Trend Vision One
Four alternatives
CrowdStrike Falcon Insight XDR, Palo Alto Networks, SentinelOne Singularity, Trend Vision OneTwo alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDRThree alternatives
Ontinue, ReliaQuest GreyMatter, Stellar Cyber Open XDRDeepSeek V4 FlashMicrosoft Defender XDR, Palo Alto Networks Cortex XDRMicrosoft Defender XDRChangedCrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne SingularityMicrosoft Defender XDRagainst: Palo Alto, Rapid7 InsightIDR, deepwatchno first choiceagainst: CrowdStrike Falcon Insight XDR, Exabeam Fusion, Hunters, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM, Securonix, SentinelOne Singularity, Stellar Cyber Open XDR
Two alternatives
CrowdStrike Falcon Insight XDR, SentinelOne SingularityThree alternatives
CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne SingularityTwo alternatives
Stellar Cyber Open XDR, Trend Vision OneTwo alternatives
CrowdStrike Falcon Insight XDR, Stellar Cyber Open XDRLlama 4 MaverickPalo Alto Networks Cortex XDRCrowdStrike Falcon Insight XDRChangedno first choiceno first choiceno first choicenothing named
Four alternatives
Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Trend Vision OneThree alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Stellar Cyber Open XDRQwen 3.7 FlashCrowdStrike Falcon Insight XDR, Microsoft Defender XDRCrowdStrike Falcon Insight XDR, Microsoft Defender XDRHeldCrowdStrike Falcon Insight XDRSentinelOne Singularityagainst: CrowdStrike Falcon Insight XDRno first choicenothing named
Three alternatives
Palo Alto Networks, SentinelOne Singularity, Trend Vision OneOne alternative
Palo Alto Networks Cortex XDRThree alternatives
Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne SingularityThree alternatives
Microsoft Defender for Endpoint, Trend Vision One, Zscaler Zero Trust ExchangeKimi K2CrowdStrike Falcon Insight XDR, Microsoft Defender XDRCrowdStrike Falcon Insight XDRChangedCrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDRagainst: Trend Vision OneMicrosoft Defender XDRno first choiceagainst: Cisco XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Sophos Intercept X
Two alternatives
Palo Alto Networks Cortex XDR, Stellar Cyber Open XDROne alternative
Microsoft Defender XDRThree alternatives
Cisco XDR, SentinelOne Singularity, Stellar Cyber Open XDRTwo alternatives
ReliaQuest GreyMatter, SentinelOne SingularityGLM 4.7 FlashXCrowdStrike Falcon Insight XDR, Microsoft Defender XDRPalo Alto Networks Cortex XDRChangedCrowdStrike Falcon Insight XDR, Microsoft Defender XDRMicrosoft Defender XDR, SentinelOne Singularityagainst: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRno first choiceagainst: Cisco XDR, CrowdStrike Falcon Insight XDR, Fortinet FortiXDR, Palo Alto Networks, Trellix XDR, Trend Vision One
Four alternatives
Bitdefender GravityZone XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Stellar Cyber Open XDRThree alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, SentinelOne SingularityFour alternatives
Palo Alto Networks Cortex XDR, SentinelOne Singularity, Stellar Cyber Open XDR, Trend Vision OneMiniMax M2.5Microsoft Defender XDRMicrosoft Defender XDR, Palo Alto Networks Cortex XDRChangedPalo Alto Networks Cortex XDROntinue, ReliaQuest GreyMatter, Stellar Cyber Open XDRagainst: Palo Alto, Rapid7 InsightIDR, deepwatchno first choicenothing named
Three alternatives
CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, Trend Vision OneOne alternative
Trend Vision OneSix alternatives
CrowdStrike Falcon Insight XDR, Elastic Security, Microsoft Defender XDR, SentinelOne Singularity, Sophos Intercept X, Stellar Cyber Open XDRFive alternatives
Bitdefender GravityZone XDR, Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Trend Vision OneBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:15 | yes | 13 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:02 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:30 | yes | 15 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 10:56 | yes | 17 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:50 | yes | 30 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:13 | yes | 7 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:27 | yes | 11 | 11 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:31 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:52 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:57 | yes | 13 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:58 | yes | 14 | 85 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:14 | yes | 5 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:15 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:31 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:17 | yes | 11 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 12:10 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:34 | yes | 37 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:30 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:45 | yes | 29 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:57 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:02 | yes | 10 | 78 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:58 | yes | 13 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:17 | yes | 23 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:36 | yes | 10 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:03 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:35 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:27 | yes | 21 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 12:26 | yes | 20 | 12 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:55 | yes | 29 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:36 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:05 | yes | 14 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:52 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:49 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:26 | yes | 13 | 65 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:28 | yes | 25 | 161 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:34 | yes | 12 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:43 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:15 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:50 | yes | 16 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 14:12 | yes | 20 | 7 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:32 | yes | 17 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:29 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:57 | yes | 15 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:33 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:46 | no | 0 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:08 | yes | 22 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:21 | yes | 17 | 179 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:43 | yes | 13 | 60 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:21 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:07 | no | 0 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:52 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 10:36 | yes | 17 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:01 | yes | 17 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:12 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:27 | yes | 17 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:48 | yes | 5 | 8 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:38 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:10 | yes | 25 | 79 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:42 | yes | 14 | 128 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:27 | no | 0 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:27 | yes | 23 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:58 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:35 | yes | 16 | 42 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 11:46 | yes | 19 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:48 | yes | 36 | 21 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:55 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:01 | yes | 25 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:27 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:55 | yes | 5 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:32 | yes | 30 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:04 | yes | 25 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:06 | yes | 5 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
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 Platform read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon XDR read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon XDR (Falcon Insight XDR) read as CrowdStrike Falcon Insight XDR
CrowdStrike: Falcon Platform read as CrowdStrike Falcon Insight XDR
Crowdstrike Falcon read as CrowdStrike Falcon Insight XDR
Cybereason read as Cybereason Defense Platform
ESET read as ESET PROTECT
Elastic read as Elastic Security
Exabeam read as Exabeam Fusion
Fortinet read as Fortinet FortiXDR
Fortinet (FortiXDR) read as Fortinet FortiXDR
Microsoft read as Microsoft Defender XDR
Microsoft Defender 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
Sophos read as Sophos Intercept X
Stellar Cyber read as Stellar Cyber Open XDR
Stellar Cyber (Open XDR) read as Stellar Cyber Open XDR
Trellix read as Trellix XDR
Trend Micro read as Trend Vision One
Trend Micro (Trend Vision One / TrendAI) read as Trend Vision One
Trend Micro (Vision One) read as Trend Vision One
XSIAM read as Palo Alto Networks Cortex XSIAM
Unresolved, counted raw
Microsoft: Defender XDR & Microsoft Sentinel
Palo Alto Networks: Cortex XDR / Cortex XSIAM
Discontinued, still offered
No shut-down product was recommended here.