Network detection and response for enterprise buyers
Asked as “NDR platform”, and as “network traffic analysis tool”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
17%
Contested · Darktrace 13%
17Vectra AI13Darktrace09ExtraHop Reveal62others
17% of first choices, contested.
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 one product 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.
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
06T07
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Vectra AI17%
Vectra AI17%02Darktrace13%
Darktrace13%03ExtraHop Reveal9%
ExtraHop Reveal9%04Corelight Open NDR6%
Corelight Open NDR6%05ExtraHop RevealX6%
ExtraHop RevealX6%06Cisco Secure Network Analytics6%
Cisco Secure Network Analytics6%07Trellix NDR0%
What they warned about
One of twelve models held their first choice under the paraphrase. GPT-5.4 mini, 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.
Darktrace28%
15 of 54 labels negative · 11 of 12 models · 1 hard negative
“Avoid for Predictability: **Darktrace**” DeepSeek V4 Flash, budget prompt
Vectra AI20%
10 of 49 labels negative · 8 of 12 models
“most leading NDR solutions (e.g., Vectra AI, ExtraHop, Cisco Secure Network Analytics) use quote-based or custom pricing ... making costs variable and harder to predict” Grok 4.1 Fast, budget prompt
ExtraHop RevealX22%
8 of 37 labels negative · 7 of 12 models
“use quote-based or custom pricing typically tied to network throughput, data volume, sensors, or flows—making costs variable and harder to predict” Grok 4.1 Fast, budget prompt
Trellix NDR
33%
5 of 15 labels negative · 5 of 12 models · 2 hard negative
“High operational overhead; better for mid-market than petabyte-scale deployments.” Grok 4.1 Fast, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve 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 12 models: citations where the model returns them, or the search results it consulted. 1099 links across 231 sites, every framing counted. Ranked by the number of answers carrying the site or page.
43 answers · 50 citations · 11 models
vendor site · Vectra35 answers · 59 citations · 12 models
34 answers · 34 citations · 11 models
26 answers · 35 citations · 11 models
vendor site · Fidelis Security25 answers · 27 citations · 12 models
vendor site · ExtraHop23 answers · 32 citations · 11 models
vendor site · G223 answers · 30 citations · 11 models
vendor site · Guideflow22 answers · 23 citations · 10 models
vendor site · NetWitness21 answers · 24 citations · 10 models
vendor site · Darktrace20 answers · 31 citations · 9 models
20 answers · 22 citations · 10 models
19 answers · 24 citations · 10 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.
36 answers · 11 models
34 answers · 11 models
22 answers · 10 models
20 answers · 10 models
19 answers · 10 models
15 answers · 5 models
15 answers · 7 models
15 answers · 10 models
13 answers · 10 models
11 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best ndr platform”, “ndr platform”, “ndr 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 |
|---|---|---|---|---|---|---|---|---|
| Vectra vectra.ai Vectra AI 17%, Vectra AI Platform 2% | 19% | 144 | 1,900 | 138 | 56,480 company | $273 | 3 | 4 |
| ExtraHop Reveal extrahop.com ExtraHop Reveal 9%, ExtraHop RevealX 6%, ExtraHop Reveal(x) 360 2% | 17% | 83 | 70 | 0 | 21,608 | $514 | 36 | 7 |
| Darktrace darktrace.com Darktrace 13%, Darktrace ActiveAI Security Platform 2% | 15% | 184 | 8,100 | 447 | 65,093 | 29 | ||
| Corelight Open NDR corelight.com | 6% | 101 | 10 | 0 | 13,796 | 36 | 2 | |
| Cisco parent site Cisco Secure Network Analytics 6% | 6% | 64 | 165,000 | 48,352 | ||||
| Kentik kentik.com | 6% | 43 | 246,000 | 62 | 110,569 | 24 | ||
| SolarWinds parent site SolarWinds NetFlow Traffic Analyzer 4%, SolarWinds Network Performance Monitor 2% | 6% | 89 | 14,800 | 1,396 | ||||
| WatchGuard watchguard.com WatchGuard ThreatSync+ NDR 4% | 4% | 5 | 6,600 | 781 | 19,015 company | 11 | ||
| Palo Alto paloaltonetworks.com Palo Alto Networks 2% | 2% | 149 | 246,000 | 18,254 | 951,391 company | $383 | 106 | 3 |
| Arctic Wolf arcticwolf.com | 2% | 40 | 49,500 | 1,342 | 40,780 | 56 |
Google's top ten for the three searches hold 19 sites; 5 of them are among the sites the models cited here (extrahop.com, fidelissecurity.com, gartner.com, netwitness.com, vectra.ai). The first result for “best ndr 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 NDR platform for an enterprise B2B company?”Paraphrase“Which network traffic analysis tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade NDR platforms and how do they differ?”Budget-constrained“What is the best NDR 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 NDR platform. What should we look at?”Negative“Which NDR platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldDarktrace, ExtraHop RevealX, Vectra AIDarktrace, Vectra AIno first choicenothing named
Three alternatives
Cisco SNA, Corelight Open NDR, Seceon OTMGPT-5.4 miniCorelight Open NDRntopngChangedagainst: ZeekDarktrace, Vectra AIagainst: NetWitnessCorelight Open NDR, Huntressagainst: Darktrace, ExtraHop RevealX, Vectra AIno first choiceagainst: OpenText Network Detection & Response, Verizon Network Detection and Response
Three alternatives
Darktrace, ExtraHop RevealX, Vectra AITwo alternatives
nAnalyst, nProbe/nProbe CentoFive alternatives
Arista Networks, Corelight Open NDR, ExtraHop RevealX, Fortinet FortiNDR, Trend Vision OneTwo alternatives
Arctic Wolf, Cisco Secure Network AnalyticsGemini 3.5 FlashVectra AIExtraHop RevealChangedExtraHop Revealagainst: Cisco Secure Network AnalyticsWatchGuard ThreatSync+ NDRagainst: Darktrace, ExtraHop RevealX, Vectra AIno first choiceagainst: Darktrace, Fortinet FortiNDR, Snort, Suricata, Trellix NDR
Three alternatives
Corelight Open NDR, Darktrace Active / Networks, ExtraHop RevealXThree alternatives
Corelight Open NDR, Darktrace ActiveAI, Vectra AIThree alternatives
Corelight Open NDR, Darktrace, Vectra AI PlatformThree alternatives
Corelight Open NDR, Sophos NDR, Stamus NetworksPerplexity SonarVectra AI PlatformKentikChangedDarktrace, ExtraHop Reveal, NetWitness NDR, Vectra AIStellar Cyber Open XDRagainst: Vectra AIno first choicenothing named
Three alternatives
ExtraHop Reveal, Fidelis Network, Stamus Clear NDRTwo alternatives
ManageEngine NetFlow Analyzer, SolarWinds NetFlow Traffic AnalyzerThree alternatives
Cisco NDR / Secure Network Analytics, Palo Alto Networks Cortex XDR, Trend Vision OneOne alternative
Cisco Secure Network AnalyticsGrok 4.1 FastVectra AISolarWinds NetFlow Traffic AnalyzerChangedno first choiceDarktraceagainst: ExtraHop RevealX, Vectra AIno first choiceagainst: Arista NDR, Darktrace, Stellar Cyber Open XDR, Trellix NDR, Trend Vision One, Vectra AI
Two alternatives
Darktrace, ExtraHop (Reveal(x))Three alternatives
ExtraHop RevealX, Kentik, NetScout nGeniusONEFour alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, IBM QRadar NDRMistral SmallDarktrace, Vectra AICisco Secure Network Analytics, Darktrace, ExtraHop RevealChangedVectra AIRAM Enterprise Securityagainst: Cisco Secure Network Analytics, Darktrace, ExtraHop RevealX, Vectra AIno first choiceagainst: Arista NDR, Corelight Open NDR, Darktrace
Two alternatives
ExtraHop (Reveal(x)), Stamus NetworksTwo alternatives
Gigamon ThreatINSIGHT, KentikSix alternatives
Cisco Secure Network Analytics, CrowdStrike Falcon, Darktrace, ExtraHop Reveal, Gatewatcher AIonIQ, Trend Micro Network OneDeepSeek V4 FlashExtraHop Reveal(x) 360KentikChangedVectra AIVectra AIagainst: Darktraceno first choiceagainst: Arista NDR, Darktrace, Fidelis Security, NetWitness, Trellix NDR
Six alternatives
Cisco, Corelight Open NDR, Darktrace, Fortinet FortiNDR, Trend Micro Network One, Vectra AITwo alternatives
Cisco ThousandEyes, SolarWinds NetFlow Traffic AnalyzerFour alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealXOne alternative
ExtraHop RevealXLlama 4 Maverickno first choiceManageEngine OpManager NexusChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Kentik, Motadata, NetFlow AnalyzerQwen 3.7 FlashVectra AIExtraHop Reveal, SolarWinds Network Performance MonitorChangedDarktracePalo Alto Networksno first choiceagainst: Cisco Secure Network Analytics, Darktrace, ExtraHop Reveal, Tenable Network Security, Vectra AI
Three alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealXThree alternatives
Corelight Open NDR, ManageEngine OpManager, SplunkFive alternatives
Cisco Secure Network Analytics, ExtraHop Reveal, Nozomi Networks, Palo Alto Networks, Vectra AITwo alternatives
CrowdStrike, DarktraceKimi K2ExtraHop RevealKentikChangedDarktraceCisco Secure Network Analytics, Darktraceagainst: Corelight Open NDR, ExtraHop RevealX, FortiNDR, Vectra AIno first choiceagainst: Corelight Open NDR, Darktrace, ExtraHop RevealX, Fidelis Security, LinkShadow, Trellix NDR, Vectra AI
Three alternatives
CrowdStrike Falcon, Darktrace, Vectra AIThree alternatives
Cisco ThousandEyes, LogicMonitor, SolarWinds Network Performance MonitorFive alternatives
Cisco Secure Network Analytics, Corelight Open NDR, ExtraHop RevealX, Trend Micro Network One, Vectra AIGLM 4.7 FlashXVectra AIExtraHop RevealXChangedDarktraceSophos NDR, WatchGuard ThreatSync+ NDRno first choiceagainst: Darktrace, NetWitness, Vectra AI
Three alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealXThree alternatives
Cisco ThousandEyes, Kentik, NetScout nGeniusONEFour alternatives
Cisco Secure Network Analytics, ExtraHop Reveal, Palo Alto Networks Cortex XDR, Vectra C2Two alternatives
Cisco Secure Network Analytics, DarktraceMiniMax M2.5ExtraHop RevealXSolarWinds NetFlow Traffic Analyzer, SplunkChangedExtraHop RevealX, Vectra AIArctic Wolfagainst: Darktrace, ExtraHop RevealXno first choiceagainst: Darktrace, Trellix NDR
Two alternatives
Trellix NDR, Vectra AIThree alternatives
Cisco NetFlow, ManageEngine NetFlow Analyzer, Paessler PRTG Network MonitorFive alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, Fortinet FortiNDR, Palo Alto NetworksOne alternative
Vectra AIBold 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
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 | 2026-10-05 00:41 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:02 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:32 | yes | 15 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:56 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:37 | yes | 23 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:10 | yes | 14 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:53 | yes | 19 | 52 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:55 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:58 | yes | 13 | 67 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:22 | yes | 18 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:23 | yes | 24 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:59 | yes | 10 | 61 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:26 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:38 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:57 | yes | 7 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:25 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:02 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:07 | no | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:23 | yes | 19 | 44 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:55 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:42 | no | 0 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:06 | yes | 15 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:48 | yes | 16 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:36 | yes | 5 | 58 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:29 | yes | 13 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:22 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:37 | yes | 22 | 36 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:43 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:00 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:35 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:41 | yes | 22 | 70 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:07 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:22 | yes | 18 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:46 | no | 0 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:11 | yes | 18 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:45 | yes | 27 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:36 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:04 | yes | 14 | 37 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:11 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:24 | yes | 19 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:53 | yes | 9 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:12 | yes | 24 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:10 | no | 0 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:24 | yes | 23 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:09 | yes | 22 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:00 | yes | 18 | 49 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:10 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:24 | yes | 4 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:01 | yes | 17 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:49 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:43 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:00 | yes | 22 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:56 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:36 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:25 | yes | 23 | 48 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:43 | yes | 13 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:55 | yes | 18 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:28 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:09 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:16 | yes | 21 | 36 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:32 | yes | 15 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 23 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:31 | yes | 13 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:21 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:25 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:35 | yes | 25 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:58 | yes | 22 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:06 | yes | 23 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:24 | yes | 21 | 35 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
Cisco Secure Network Analytics, formerly Stealthwatch read as Cisco Secure Network Analytics
Cisco StealthWatch read as Cisco Secure Network Analytics
Cisco Stealthwatch read as Cisco Secure Network Analytics
Corelight read as Corelight Open NDR
Corelight (Open NDR) read as Corelight Open NDR
ExtraHop read as ExtraHop RevealX
ExtraHop (RevealX) read as ExtraHop RevealX
ExtraHop (now part of Cisco) read as ExtraHop RevealX
Fidelis read as Fidelis Network
Fortinet read as Fortinet FortiNDR
PRTG read as Paessler PRTG Network Monitor
PRTG Network Monitor read as Paessler PRTG Network Monitor
Paessler PRTG read as Paessler PRTG Network Monitor
Stellar Cyber read as Stellar Cyber Open XDR
Trellix read as Trellix NDR
Trellix (RSA NetWitness) read as Trellix NDR
Trend Micro read as Trend Vision One
Trend Micro (VisionGuard/TippingPoint NDR) read as Trend Vision One
Vectra read as Vectra AI
Unresolved, counted raw
Cisco NDR / Secure Network Analytics
Cisco NetFlow
Cisco Netflow/NetFlow Collector
Cyber Hawk
Darktrace Active / Networks
Darktrace ActiveAI
FireEye Network Security
IBM QRadar NDR
IronDefense
Kentik Detect
LiveAction
LogRhythm Network Monitor
NetFlow Analyzer
NetWitness NDR
OpenText Network Detection & Response
QRadar NDR
RAM Enterprise Security
Stealthwatch
Tenable Network Security
VMware NSX Defender / NSX Detonator SKUs
VMware vDefend NDR
Vectra AI Platform
Vectra C2
Zeek-based solutions
nAnalyst
nProbe/nProbe Cento
Discontinued, still offered
No shut-down product was recommended here.