Extended detection and response
Asked as “XDR platform”, and as “extended detection and response solution”, on behalf of a mid-market B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
63%
Clear leader
63Microsoft Defender XDR07Coro05Bitdefender GravityZone XDR24others
63% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
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
One product takes 63% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Four 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 and Qwen 3.7 Flash 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.
Microsoft Defender XDR15%
9 of 61 labels negative · 9 of 12 models
“Tech giants like Microsoft (Defender XDR), Palo Alto Networks (Cortex XDR), and Fortinet (FortiXDR) offer incredibly powerful native XDR suites. However, they are optimized for their own security tools.” Gemini 3.5 Flash, negative prompt
CrowdStrike Falcon Insight XDR18%
9 of 49 labels negative · 7 of 12 models
“deeply embedded within massive, enterprise-grade licensing suites like Microsoft and CrowdStrike... requires an exorbitant financial commitment” Claude Haiku 4.5, negative prompt
Trend Vision One27%
6 of 22 labels negative · 6 of 12 models
“If you're looking for alternatives to Trend Micro, consider options like CrowdStrike Falcon, Microsoft Defender XDR + Sentinel, Palo Alto Networks Cortex XDR, SentinelOne Singularity, and others.” Llama 4 Maverick, negative prompt
Palo Alto Networks Cortex XDR21%
6 of 29 labels negative · 5 of 12 models
“Complex policy tuning/detections leading to high false positives/noise (requires expertise), steep learning curve ... aggressive pricing” Grok 4.20, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 893 links across 195 sites, every framing counted. Ranked by the number of answers carrying the site or page.
47 answers · 78 citations · 11 models
vendor site · CyberPress43 answers · 52 citations · 10 models
vendor site · Palo Alto Networks35 answers · 46 citations · 11 models
31 answers · 36 citations · 10 models
vendor site · Guideflow22 answers · 23 citations · 10 models
21 answers · 32 citations · 9 models
21 answers · 22 citations · 9 models
20 answers · 20 citations · 9 models
vendor site · G217 answers · 53 citations · 10 models
vendor site · SentinelOne17 answers · 19 citations · 6 models
15 answers · 15 citations · 8 models
14 answers · 15 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
41 answers · 10 models
41 answers · 11 models
29 answers · 10 models
29 answers · 10 models
26 answers · 10 models
22 answers · 10 models
20 answers · 9 models
19 answers · 9 models
18 answers · 7 models
15 answers · 8 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 63%, Microsoft Defender for Endpoint 0% | 63% | 264 | 18,100 | 3,525 | ||||
| Coro coro.net | 7% | 90 | 49,500 | 4,833 | 3,791 | 3 | ||
| SentinelOne sentinelone.com SentinelOne Singularity 5% | 5% | 499 | 33,100 | 1,675 | 446,702 company | $780 | 22 | 1 |
| CrowdStrike parent site CrowdStrike Falcon Insight XDR 5% | 5% | 166 | 74,000 | 5,130 | ||||
| Bitdefender parent site Bitdefender GravityZone XDR 5% | 5% | 42 | 90,500 | 3,261 | ||||
| Sophos sophos.com Sophos Intercept X 5% | 5% | 304 | 18,100 | 2,046 | 186,716 company | $1,427 | 65 | |
| Cynet 360 AutoXDR cynet.com | 5% | 24 | 10 | 0 | 13,782 | 43 | 7 | |
| ESET eset.com ESET PROTECT 2% | 2% | 111 | 18,100 | 1,812 | 637,959 company | $4,397 | 75 | |
| Sophos parent site Sophos Intercept X + Sophos MDR 2% | 2% | 18,100 | 2,046 | |||||
| Stellar Cyber Open XDR stellarcyber.ai | 0% | 101 | 0 | 3,048 | 31 | 6 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (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 a mid-market B2B company?”Paraphrase“Which extended detection and response solution would you recommend to a mid-sized B2B company?”Comparative“What are the top XDR platforms and how do they differ?”Budget-constrained“What is the best XDR platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a XDR platform. What should we look at?”Negative“Which XDR platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceESET PROTECTChangedno first choiceCynet 360 AutoXDRno first choiceagainst: Check Point, Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks, Trend Vision One
Two alternatives
Huntress Managed EDR, Microsoft Defender for EndpointTwo alternatives
Blumira, Microsoft Defender XDRGPT-5.4 miniMicrosoft Defender XDRMicrosoft Defender XDRHeldno first choiceMicrosoft Defender XDRagainst: Palo Alto Networks Cortex XDRno first choiceagainst: Bitdefender GravityZone XDR, Microsoft Defender XDR, Sophos Intercept X, Stellar Cyber Open XDR, Taegis XDR, Trend Vision One, WithSecure Elements XDR
Five alternatives
Cisco XDR, CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept XOne alternative
SentinelOne SingularitySeven alternatives
CrowdStrike Falcon Insight XDR, Elastic Security, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Sophos Intercept X, Trend Vision OneOne alternative
CrowdStrike Falcon Insight XDRGemini 3.5 FlashSophos Intercept X + Sophos MDRMicrosoft Defender XDRChangedCrowdStrike Falcon Insight XDR, Palo Alto NetworksCynet 360 AutoXDR, Microsoft Defender XDRSentinelOne Singularityagainst: CrowdStrike Falcon Insight XDR, Fortinet FortiXDR, Microsoft Defender XDR, Palo Alto Networks
Four alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, SentinelOne Singularity, Stellar Cyber Open XDRFour alternatives
Blumira, SentinelOne Singularity, Sophos Intercept X, Stellar Cyber Open XDRFour alternatives
Cisco XDR, Microsoft Defender XDR, SentinelOne Singularity, Sophos Intercept XFour alternatives
Coro, Huntress Managed EDR, LimaCharlie, WazuhFour alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Sophos Intercept X + Sophos MDR, Stellar Cyber Open XDRPerplexity SonarCrowdStrike Falcon Insight XDR, Microsoft Defender XDRCrowdStrike Falcon Insight XDRChangedno first choiceMicrosoft Defender XDRagainst: CrowdStrike Falcon Insight XDRno first choiceagainst: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto
Three alternatives
Rapid7 InsightIDR, SentinelOne Singularity, Stellar Cyber Open XDRThree alternatives
Bitdefender GravityZone XDR, Huntress Managed EDR, Microsoft Defender for EndpointSeven alternatives
Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Stellar Cyber Open XDR, Trend Vision OneTwo alternatives
Rapid7 InsightIDR, Stellar Cyber Open XDRGrok 4.20Microsoft Defender XDRSophos Intercept XChangedPalo Alto Networks Cortex XDRMicrosoft Defender XDRno first choiceagainst: Broadcom/VMware, Cisco XDR, Fortinet FortiXDR, Palo Alto Networks Cortex XDR, Sophos Intercept X, Trellix XDR, Trend Vision One
Four alternatives
Bitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, Sophos Intercept XThree alternatives
Bitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDRSeven alternatives
Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, SentinelOne Singularity, Sophos Intercept X, Stellar Cyber Open XDR, Trend Vision OneThree alternatives
Coro, Huntress Managed EDR, WazuhMistral SmallBitdefender GravityZone XDRMicrosoft Defender XDRChangedCrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRMicrosoft Defender XDRno first choiceagainst: Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto, SentinelOne Singularity, Sophos Intercept X, Trellix XDR, Trend Vision One
Three alternatives
Microsoft Defender XDR, Ontinue, Stellar Cyber Open XDRThree alternatives
Bitdefender GravityZone XDR, Ontinue, Stellar Cyber Open XDRFour alternatives
Microsoft Defender XDR, SentinelOne Singularity, Stellar Cyber Open XDR, Trend Vision OneTwo alternatives
Bitdefender GravityZone XDR, OntinueDeepSeek V4 FlashMicrosoft Defender XDR, SentinelOne Singularityagainst: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRMicrosoft Defender XDRChangedPalo Alto Networks Cortex XDRMicrosoft Defender XDRMicrosoft Defender XDRagainst: Barracuda Managed XDR, Coro, Hunters, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Secureworks Taegis XDR
Three alternatives
Bitdefender GravityZone XDR, Ontinue, Sophos Intercept XTwo alternatives
CrowdStrike Falcon Insight XDR, SentinelOne SingularityFive alternatives
Coro, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, SentinelOne Singularity, Stellar Cyber Open XDRThree alternatives
Coro, CrowdStrike Falcon Insight XDR, SentinelOne SingularityTwo alternatives
CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDRLlama 4 MaverickBitdefender GravityZone XDRMicrosoft Defender XDRChangedno first choiceMicrosoft Defender XDRno first choiceagainst: Trend Vision One
One alternative
OntinueOne alternative
Bitdefender GravityZone XDRThree alternatives
Bitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, SentinelOne SingularityQwen 3.7 FlashMicrosoft Defender XDR, Sophos Intercept XMicrosoft Defender XDRChangedCrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDRCoroagainst: CrowdStrike Falcon Insight XDR, Palo Alto Networksno first choiceagainst: Acronis Cyber Protect, Bitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Sophos Intercept X
Two alternatives
CrowdStrike Falcon Insight XDR, SentinelOne SingularityThree alternatives
Bitdefender GravityZone XDR, Cisco XDR, OntinueFour alternatives
Bitdefender GravityZone XDR, Fortinet FortiXDR, SentinelOne Singularity, Trend Vision OneTwo alternatives
Bitdefender GravityZone XDR, Microsoft Defender XDRKimi K2Microsoft Defender XDRMicrosoft Defender XDRHeldagainst: Palo Alto, Rapid7 InsightIDRPalo Alto Networks Cortex XDRMicrosoft Defender XDRno first choiceagainst: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto, Trend Vision One
Three alternatives
Bitdefender GravityZone XDR, Cynet 360 AutoXDR, Sophos Intercept XFive alternatives
Bitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, Huntress Managed EDR, SentinelOne Singularity, Stellar Cyber Open XDRFour alternatives
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, SentinelOne Singularity, Stellar Cyber Open XDRThree alternatives
Bitdefender GravityZone XDR, Coro, Huntress Managed EDRGLM 4.7 FlashXMicrosoft Defender XDRMicrosoft Defender XDRHeldCrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDRCorono first choicenothing named
Seven alternatives
Bitdefender GravityZone XDR, Coro, CrowdStrike Falcon Insight XDR, Elastic Security, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Trend Vision OneTwo alternatives
Blumira, CrowdStrike Falcon Insight XDREight alternatives
Acronis Cyber Protect, Cisco XDR, Coro, SentinelOne Singularity, Sophos Intercept X, Stellar Cyber Open XDR, Trend Vision One, eSentire Managed XDRFive alternatives
CrowdStrike Falcon Insight XDR, Elastic Security, Huntress Managed EDR, Microsoft Defender XDR, Sophos Intercept XMiniMax M2.5Microsoft Defender XDRMicrosoft Defender XDRHeldno first choiceCorono first choiceagainst: Cisco XDR, Microsoft Defender XDR, Open XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
Four alternatives
Bitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, Ontinue, Palo Alto Networks Cortex XDRThree alternatives
Bitdefender GravityZone XDR, Coro, OntinueThree alternatives
Bitdefender GravityZone XDR, Microsoft Defender XDR, Microsoft Defender for CloudBold 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 13:42 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:46 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:32 | yes | 17 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 09:22 | yes | 20 | 5 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 14:01 | yes | 35 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:27 | yes | 11 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:21 | yes | 18 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:00 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:02 | yes | 19 | 72 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:51 | yes | 8 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:21 | yes | 13 | 60 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:44 | yes | 7 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:28 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:23 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:10 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:10 | 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 14:11 | yes | 42 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:25 | yes | 7 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 12:10 | yes | 14 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:02 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:06 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:24 | yes | 16 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 14:09 | yes | 24 | 35 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:03 | yes | 5 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:44 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:50 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:30 | yes | 26 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 11:52 | yes | 20 | 8 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 12:23 | yes | 26 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:33 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:10 | yes | 13 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:53 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:00 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:45 | yes | 12 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:20 | yes | 5 | 78 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:06 | yes | 12 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:48 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:43 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:47 | yes | 19 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 12:27 | yes | 20 | 5 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 11:55 | yes | 39 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:30 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:55 | yes | 17 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:39 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:20 | yes | 5 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:46 | yes | 8 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:38 | yes | 8 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:55 | yes | 5 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:14 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:01 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:08 | yes | 15 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 09:34 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:06 | yes | 16 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:05 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:05 | yes | 14 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:40 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:59 | no | 0 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:24 | yes | 10 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:43 | yes | 7 | 62 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:39 | no | 0 | 59 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:26 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:27 | yes | 9 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:34 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 11:13 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:11 | yes | 39 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:31 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 13:42 | yes | 26 | 64 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:20 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:14 | yes | 8 | 81 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:49 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:05 | yes | 24 | 104 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:01 | yes | 9 | 45 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
Bitdefender GravityZone (Managed XDR) read as Bitdefender GravityZone XDR
Cisco read as Cisco XDR
Cisco (Cisco XDR & Splunk) read as Cisco XDR
CrowdStrike read as CrowdStrike Falcon Insight XDR
CrowdStrike (Falcon Insight XDR) read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon (Falcon Insight) read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon (with Falcon Complete) read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Enterprise read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Go/Pro read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Insight read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon XDR read as CrowdStrike Falcon Insight XDR
Crowdstrike read as CrowdStrike Falcon Insight XDR
Cybereason read as Cybereason Defense Platform
Cynet read as Cynet 360 AutoXDR
Cynet 360 read as Cynet 360 AutoXDR
ESET read as ESET PROTECT
Elastic read as Elastic Security
Fortinet read as Fortinet FortiXDR
Fortinet (FortiXDR) read as Fortinet FortiXDR
Huntress read as Huntress Managed EDR
Microsoft read as Microsoft Defender XDR
Microsoft (Defender 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
Palo Alto Networks Cortex read as Palo Alto Networks Cortex 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
SentinelOne (Singularity XDR) read as SentinelOne Singularity
Sophos read as Sophos Intercept X
Sophos (Sophos Fusion & Secureworks Taegis) read as Sophos Intercept X
Stellar Cyber read as Stellar Cyber Open XDR
Trellix read as Trellix XDR
Trellix (formerly FireEye/McAfee) read as Trellix XDR
Trend Micro read as Trend Vision One
Trend Micro Vision One XDR read as Trend Vision One
Unresolved, counted raw
Amazon Security Lake
Bitdefender MXDR
Google Chronicle Security Operations Suite
Open XDR
Secureworks Taegis XDR
Taegis XDR
eSentire Atlas
eSentire Managed XDR
Discontinued, still offered
No shut-down product was recommended here.