Network detection and response for enterprise buyers
Asked as “NDR platform”, and as “network traffic analysis tool”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
24%
Contested · ExtraHop RevealX 12%
24Vectra AI Platform12ExtraHop RevealX10Cisco Secure Network Analytics53others
24% of first choices, contested.
Since October 2026▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.Vectra AI Platform held the lead, +5 points on 19%, 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.
Small business
Sophos NDR16%Contested↗new leaderNew leader since October 2026: Sophos NDR (16%) replaces Security Onion (15% then, 7% now), 9 points clear, inside the 11-point floor.Standing →Mid-market
Vectra AI Platform24%Contested▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.Standing →EnterpriseVectra AI Platform24%Contested▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.This page
Sophos NDR16%Contested↗new leaderNew leader since October 2026: Sophos NDR (16%) replaces Security Onion (15% then, 7% now), 9 points clear, inside the 11-point floor.Standing →Mid-marketVectra AI Platform24%Contested▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.Standing →EnterpriseVectra AI Platform24%Contested▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.This pageThe 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 October 2026
01Vectra AI Platform24%13%52accepted challenger▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.19% → 24%
Vectra AI Platform24%13%52accepted challenger▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.19% → 24%02
ExtraHop RevealX12%22%41accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%
ExtraHop RevealX12%22%41accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%03
Cisco Secure Network Analytics10%9%43accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 11-point floor: within noise.6% → 10%
Cisco Secure Network Analytics10%9%43accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 11-point floor: within noise.6% → 10%04
Darktrace6%28%54criticized challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%
Darktrace6%28%54criticized challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%05
Corelight Open NDR4%14%50accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Corelight Open NDR4%14%50accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%06
ExtraHop Reveal4%8%13accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
ExtraHop Reveal4%8%13accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%Show the two products at 0%, ordered by negative rate
08Trellix NDR0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
07
Arista NDR0%14%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Arista NDR0%14%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to head
Vectra AI Platform vs ExtraHop RevealVectra AI Platform vs ManageEngine NetFlow AnalyzerVectra AI Platform vs Corelight Open NDR
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-eight head-to-head pages: the top eight products, each against each
Vectra AI Platform vs Cisco Secure Network AnalyticsVectra AI Platform vs ExtraHop RevealXVectra AI Platform vs Stellar Cyber Open XDRVectra AI Platform vs DarktraceExtraHop Reveal vs ManageEngine NetFlow AnalyzerExtraHop Reveal vs Corelight Open NDRExtraHop Reveal vs Cisco Secure Network AnalyticsExtraHop Reveal vs ExtraHop RevealXExtraHop Reveal vs Stellar Cyber Open XDRExtraHop Reveal vs DarktraceManageEngine NetFlow Analyzer vs Corelight Open NDRManageEngine NetFlow Analyzer vs Cisco Secure Network AnalyticsManageEngine NetFlow Analyzer vs ExtraHop RevealXManageEngine NetFlow Analyzer vs Stellar Cyber Open XDRManageEngine NetFlow Analyzer vs DarktraceCorelight Open NDR vs Cisco Secure Network AnalyticsCorelight Open NDR vs ExtraHop RevealXCorelight Open NDR vs Stellar Cyber Open XDRCorelight Open NDR vs DarktraceCisco Secure Network Analytics vs ExtraHop RevealXCisco Secure Network Analytics vs Stellar Cyber Open XDRCisco Secure Network Analytics vs DarktraceExtraHop RevealX vs Stellar Cyber Open XDRExtraHop RevealX vs DarktraceStellar Cyber Open XDR vs Darktrace
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 →
01020304050607T08
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Vectra AI Platform24%
Vectra AI Platform24%02ExtraHop RevealX12%
ExtraHop RevealX12%03Cisco Secure Network Analytics10%
Cisco Secure Network Analytics10%04Darktrace6%
Darktrace6%05Corelight Open NDR4%
Corelight Open NDR4%06ExtraHop Reveal4%
ExtraHop Reveal4%07Arista NDR0%
Arista NDR0%08Trellix NDR0%
What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Darktrace28%
15 of 54 labels negative · 11 of 14 models · 5 hard negative
“Avoid or proceed with extreme caution with vendors that have widely reported issues: Darktrace, Corelight, and Cisco Secure Network Analytics are flagged for high pricing, alert fatigue, false positives, and operational complexity.” GLM 4.7 FlashX, negative prompt
ExtraHop RevealX22%
9 of 41 labels negative · 7 of 14 models
“ExtraHop, Corelight, and comparable wire-data products can require correctly designed taps, SPAN, aggregation, decryption, storage, and sensor capacity.” Perplexity Sonar, negative prompt
Corelight Open NDR14%
7 of 50 labels negative · 6 of 14 models · 1 hard negative
“Avoid or proceed with extreme caution with vendors that have widely reported issues: Darktrace, Corelight, and Cisco Secure Network Analytics are flagged” GLM 4.7 FlashX, negative prompt
Vectra AI Platform13%
7 of 52 labels negative · 6 of 14 models
“some enterprise reviews note it can still produce false positives in highly dynamic/large-scale environments without significant tuning” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
78 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. 938 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page. 39 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 · Vectra42 answers · 90 citations · 13 models
37 answers · 37 citations · 11 models
26 answers · 42 citations · 10 models
19 answers · 20 citations · 10 models
vendor site · G218 answers · 24 citations · 10 models
17 answers · 28 citations · 9 models
vendor site · Stellar Cyber17 answers · 17 citations · 10 models
vendor site · ExtraHop16 answers · 21 citations · 9 models
vendor site · Fidelis Security15 answers · 15 citations · 6 models
vendor site · Arista14 answers · 15 citations · 8 models
vendor site · NetWitness14 answers · 15 citations · 10 models
14 answers · 14 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.
37 answers · 11 models
18 answers · 10 models
15 answers · 6 models
15 answers · 9 models
13 answers · 7 models
12 answers · 6 models
11 answers · 7 models
10 answers · 8 models
10 answers · 7 models
10 answers · 5 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 AI Platform vectra.ai | 24% | 137 | 56,480 | $273 | 3 | 4 | ||
| ExtraHop Reveal extrahop.com ExtraHop RevealX 12%, ExtraHop Reveal 4%, ExtraHop Reveal(x) 360 2% | 18% | 99 | 70 | 0 | 21,608 | $514 | 36 | 7 |
| Cisco parent site Cisco Secure Network Analytics 10% | 10% | 81 | 165,000 | 48,352 | ||||
| Stamus Networks Clear NDR stamus-networks.com | 8% | 11 | 2 | |||||
| Darktrace darktrace.com | 6% | 217 | 8,100 | 447 | 65,093 | 29 | ||
| Kentik kentik.com | 6% | 33 | 246,000 | 62 | 110,569 | 24 | ||
| Corelight Open NDR corelight.com | 4% | 107 | 10 | 0 | 13,796 | 36 | 2 | |
| Seceon OTM seceon.com | 4% | 10 | ||||||
| SolarWinds parent site SolarWinds Network Performance Monitor 2%, SolarWinds NetFlow Traffic Analyzer 2% | 4% | 91 | 14,800 | 1,396 | ||||
| FortiNDR | 2% |
Google's top ten for the three searches hold 19 sites; 6 of them are among the sites the models cited here (extrahop.com, fidelissecurity.com, gartner.com, netwitness.com, stellarcyber.ai, 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 4.5ExtraHop RevealXSolarWinds NetFlow Traffic Analyzer, SplunkChangedagainst: ZeekDarktraceIronNet, Sophos NDRno first choicenothing named
Four alternatives
Cisco Secure Network Analytics, Darktrace, Palo Alto Networks Cortex Cloud, Vectra AI PlatformTwo alternatives
Cisco Netflow/AppDynamics, KentikFour alternatives
Cisco Secure Network Analytics, Corelight Open NDR, ExtraHop Reveal, Vectra AI PlatformOne alternative
Cisco Secure Network AnalyticsGPT-5.4 miniCorelight Open NDRCisco Secure Network AnalyticsChangedno first choiceFortiNDRagainst: Darktrace, Vectra AI Platformno first choicenothing named
Three alternatives
Darktrace, ExtraHop RevealX, Vectra AI PlatformOne alternative
Cisco ThousandEyes Traffic InsightsSix alternatives
Cisco NDR ecosystem, Corelight Open NDR, Darktrace, ExtraHop Reveal, FortiNDR, Vectra AI PlatformOne alternative
Corelight Open NDRGemini 3.5 FlashExtraHop RevealExtraHop RevealHeldagainst: NetFlow collectors, WiresharkCorelight Open NDR, ExtraHop RevealVectra AI Platformno first choiceagainst: Snort, Suricata
Four alternatives
Arista NDR, Corelight Open NDR, Darktrace, Vectra AI PlatformFour alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, Vectra AI PlatformFour alternatives
Arista NDR, Cisco Secure Network Analytics, Darktrace, Vectra AI PlatformTwo alternatives
Corelight Open NDR, ExtraHop RevealXPerplexity SonarVectra AI PlatformManageEngine NetFlow AnalyzerChangedagainst: WiresharkExtraHop RevealXCisco Secure Network Analyticsagainst: Corelight Open NDR, ExtraHop RevealXno first choiceagainst: Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealX, FortiNDR
Two alternatives
Corelight Open NDR, ExtraHop RevealXThree alternatives
Datadog Network Performance Monitoring, Kentik, SolarWinds NetFlow Traffic AnalyzerSeven alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, Fortinet FortiNDR, NetWitness, Vectra AI PlatformTwo alternatives
OpenText NDR, Vectra AI PlatformGrok 4.20Vectra AI PlatformExtraHop RevealXChangedagainst: ManageEngine NetFlow Analyzer, SolarWinds NetFlow Traffic Analyzer, ntopngVectra AI PlatformCisco Secure Network Analyticsagainst: Corelight Open NDR, Darktrace, ExtraHop Reveal, Vectra AI Platformno first choiceagainst: Darktrace, ExtraHop RevealX, Gigamon, NetWitness NDR, Palo Alto, Trellix NDR, Vectra AI Platform, Zeek
Three alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealXTwo alternatives
Corelight Open NDR, KentikThree alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealMistral SmallDarktrace, Vectra AI PlatformExtraHop RevealXChangedDarktraceExtraHop Reveal(x) 360against: Darktrace, Vectra AI Platformno first choiceagainst: Corelight Open NDR, Darktrace, ExtraHop RevealX, ManageEngine NetFlow Analyzer
One alternative
Cisco Secure Network AnalyticsThree alternatives
Cisco Secure Network Analytics, Darktrace, ManageEngine NetFlow AnalyzerFive alternatives
Arista NDR, Cisco Secure Network Analytics, ExtraHop Reveal, Fortinet FortiNDR, Vectra AI PlatformDeepSeek V4 FlashVectra AI PlatformKentikChangedagainst: Auvik Network ManagementDarktrace, Vectra AI PlatformVectra AI Platformagainst: Corelight Open NDR, ExtraHop RevealXno first choiceagainst: Cisco Secure Network Analytics, Darktrace, Fortinet FortiNDR, IBM QRadar NDR, Progress Flowmon
Three alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealFour alternatives
Cisco Secure Network Analytics, Darktrace, ExtraHop RevealX, SolarWinds NetFlow Traffic AnalyzerSix alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, ExtraHop (Reveal(x)), Trellix NDR, Trend Vision OneThree alternatives
Darktrace, Stamus Networks Clear NDR, WatchGuard ThreatSync+ NDRLlama 4 MaverickSeceon OTMKentikChangedno first choiceSeceon OTMno first choiceagainst: Darktrace, Trellix NDR
Five alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealX, Vectra AI PlatformTwo alternatives
Paessler PRTG Network Monitor, SolarWinds NFTAThree alternatives
ExtraHop Reveal, Fidelis Network, NetWitness NDRQwen 3.7 FlashVectra AI PlatformCisco Secure Network AnalyticsChangedVectra AI PlatformStamus Networks Clear NDRno first choiceagainst: Arista NDR, Corelight Open NDR, Darktrace, Vectra AI Platform
Two alternatives
Corelight Open NDR, DarktraceThree alternatives
ExtraHop (Reveal(x)), SolarWinds Network Performance Monitor, SplunkFour alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealTwo alternatives
Corelight Open NDR, ExtraHop RevealXKimi K2ExtraHop RevealX, Vectra AI PlatformVectra AI PlatformChangedCorelight Open NDR, Darktrace, ExtraHop RevealX, Vectra AI PlatformCisco Secure Network Analytics, Corelight Open NDRagainst: Darktrace, ExtraHop RevealX, Vectra AI Platformno first choiceagainst: Cisco Secure Network Analytics, CrowdStrike, Darktrace, ExtraHop RevealX, Microsoft Defender, OpenText NDR solutions, Palo Alto Networks Cortex XDR
Three alternatives
Cisco Secure Network Analytics, Darktrace, Fortinet FortiNDRThree alternatives
Cisco Secure Network Analytics, Gigamon Deep Observability, NetScout nGeniusONEFour alternatives
Arista NDR, Cisco Secure Network Analytics, Gigamon ThreatINSIGHT, Trellix NDRTwo alternatives
Arista NDR, Gigamon ThreatINSIGHTGLM 4.7 FlashXDarktrace, Vectra AI PlatformSolarWinds Network Performance MonitorChangedDarktrace, Vectra AI PlatformStamus Networks Clear NDRagainst: ExtraHop RevealXno first choiceagainst: Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, Fortinet FortiNDR
Four alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, ExtraHop RevealXTen alternatives
Corelight Sensors, Datadog Network Performance Monitoring, Elastic Stack, HPE IMC Network Traffic Analyzer, ManageEngine NetFlow Analyzer, New Relic, Noction Flow Analyzer, Observer GigaStor, OpenText Network Observability, ntopngEight alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, ExtraHop Reveal, Fortinet FortiNDR, Gigamon ThreatINSIGHT, Palo Alto Networks Cortex XDR, Trellix NDRThree alternatives
Darktrace, Sophos NDR, Vectra AI PlatformMiniMax M2.5DarktraceKentikChangedDarktraceStamus Networks Clear NDR, Stellar Cyber Open XDRagainst: Darktrace, ExtraHop RevealX, Vectra AI Platformno first choiceagainst: Darktrace
Six alternatives
Arista NDR, Cisco Secure Network Analytics, ExtraHop RevealX NDR, Fortinet FortiNDR, Gigamon ThreatINSIGHT, Vectra AI PlatformFour alternatives
Cisco ThousandEyes, Datadog Network Performance Monitoring, Paessler PRTG Network Monitor, SolarWinds Network Performance MonitorThree alternatives
Corelight Open NDR, ExtraHop RevealX, Vectra AI PlatformThree alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDRGPT-6 LunaVectra AI PlatformExtraHop RevealXChangedno first choiceStamus Clear NDRno first choiceagainst: Arista NDR, Gatewatcher AIonIQ, LogRhythm NDR, NetWitness, Stellar Cyber Open XDR, ThreatBook
Two alternatives
Corelight Open NDR, ExtraHop RevealXTwo alternatives
Corelight Open NDR, Vectra AI PlatformThree alternatives
Cisco Secure Network Analytics, ExtraHop RevealX, Vectra AI PlatformMuse Glimmer 30BVectra AI PlatformExtraHop RevealXChangedno first choiceStamus Networks Clear NDRno first choiceagainst: Arista NDR, Darktrace, NetWitness, RSA, Trellix NDR
Five alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealX, Fidelis Network, TrendAI Vision OneTwo alternatives
Cisco Secure Network Analytics, DarktraceFour alternatives
Cisco Secure Network Analytics, Corelight Open NDR, ExtraHop RevealX, FortiNDRBold 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.
Eighty-four 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 | 2026-11-01 16:59 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:40 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:13 | yes | 7 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:33 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:51 | yes | 14 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:20 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:19 | yes | 18 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:45 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | yes | 19 | 86 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:41 | yes | 15 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:16 | yes | 19 | 79 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:24 | yes | 10 | 69 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:00 | yes | 12 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:20 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:14 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:27 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 18:34 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:37 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:16 | yes | 18 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:34 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:48 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:58 | yes | 15 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 15 | 114 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:23 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:45 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:29 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:58 | yes | 10 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:17 | yes | 7 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:27 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:55 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:22 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:48 | yes | 22 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:50 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:40 | yes | 9 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:54 | yes | 16 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:32 | yes | 24 | 75 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:02 | yes | 25 | 63 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:58 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:00 | yes | 13 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:54 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:29 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:12 | yes | 8 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 19:13 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:55 | yes | 23 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:49 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:54 | yes | 23 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:56 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:10 | yes | 15 | 70 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:35 | yes | 22 | 56 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:04 | yes | 23 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:14 | yes | 5 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:05 | yes | 4 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:45 | yes | 20 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:18 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 4 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:42 | no | 0 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:26 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:52 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:49 | yes | 21 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:37 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:04 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:20 | yes | 24 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 11 | 114 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:47 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:18 | yes | 3 | 35 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:20 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:02 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:15 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:30 | yes | 10 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:33 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:09 | yes | 20 | 21 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:32 | yes | 24 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | yes | 25 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:21 | yes | 22 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:53 | yes | 21 | 114 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:12 | yes | 20 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:55 | yes | 4 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:47 | yes | 19 | 27 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
Arista read as Arista NDR
Arista Networks read as Arista NDR
Auvik read as Auvik Network Management
Cisco read as Cisco Secure Network Analytics
Cisco (Tetration/Stealthwatch) read as Cisco Secure Network Analytics
Cisco Secure Network Analytics / Stealthwatch read as Cisco Secure Network Analytics
Cisco Stealthwatch read as Cisco Secure Network Analytics
Corelight read as Corelight Open NDR
Corelight (based on Zeek) read as Corelight Open NDR
Datadog read as Datadog Network Performance Monitoring
ExtraHop read as ExtraHop RevealX
ExtraHop (RevealX) read as ExtraHop RevealX
Fidelis read as Fidelis Network
Fortinet (Gigamon ThreatInsight NDR) read as Fortinet FortiNDR
Gatewatcher read as Gatewatcher AIonIQ
ManageEngine NetFlow Analyzer – Enterprise Edition read as ManageEngine NetFlow Analyzer
Microsoft read as Microsoft Defender
Microsoft (Defender for XDR with network signals) read as Microsoft Defender
Paessler PRTG read as Paessler PRTG Network Monitor
Palo Alto Networks read as Palo Alto Networks Cortex XDR
Palo Alto Networks (Cortex) read as Palo Alto Networks Cortex XDR
Palo Alto Networks (Prisma) read as Palo Alto Networks Cortex XDR
Palo Alto Networks Cortex NDR read as Palo Alto Networks Cortex XDR
Stamus Networks (Clear NDR Enterprise) read as Stamus Networks Clear NDR
Stamus Networks (Stamus Security Platform) read as Stamus Networks Clear NDR
Stellar Cyber read as Stellar Cyber Open XDR
Trellix read as Trellix NDR
Trellix (formerly FireEye Network Security) read as Trellix NDR
Vectra read as Vectra AI Platform
Vectra AI read as Vectra AI Platform
Vectra AI (Vectra AI Platform) read as Vectra AI Platform
Unresolved, counted raw
Arista Awake
Awake
Bricata
Cisco NDR ecosystem
Cisco Netflow/AppDynamics
Corelight Sensors (NDR)
Exeon Analytics ExeonTrace
ExtraHop RevealX NDR
Garland
Gigamon Deep Observability
Gurucul NTA
HPE IMC Network Traffic Analyzer
Hughes Network Systems
LogRhythm Network Monitor
NetFlow collectors
NetWitness Network Detection and Response
Netography
Observer GigaStor (VIAVI)
OpenText NDR
OpenText NDR solutions
OpenText Network Observability
Rapid7 NDR
SolarWinds NFTA
Discontinued, still offered
No shut-down product was recommended here.