Network detection and response
Asked as “NDR platform”, and as “network traffic analysis tool”, on behalf of a mid-market B2B company. 50 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 Reveal 6%
24Vectra AI Platform06ExtraHop Reveal06ManageEngine NetFlow Analyzer64others
24% of first choices, contested.
Since October 2026▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.Vectra AI Platform held the lead, +3 points on 21%, 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.This pageEnterpriseVectra AI Platform24%Contested▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseVectra AI Platform24%Contested▲+5Since October 2026: 19% → 24%, +5 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Vectra AI Platform24%20%46accepted challenger▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.21% → 24%
Vectra AI Platform24%20%46accepted challenger▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.21% → 24%02
ExtraHop Reveal6%7%15accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
ExtraHop Reveal6%7%15accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%03
ManageEngine NetFlow Analyzer6%18%11accepted challenger▼−15Since October 2026: 21% → 6%, −15 points. Past the 11-point floor: movement.21% → 6%
ManageEngine NetFlow Analyzer6%18%11accepted challenger▼−15Since October 2026: 21% → 6%, −15 points. Past the 11-point floor: movement.21% → 6%04
Corelight Open NDR2%12%33accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Corelight Open NDR2%12%33accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%05
Cisco Secure Network Analytics2%12%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Cisco Secure Network Analytics2%12%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
ExtraHop RevealX2%23%31accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
ExtraHop RevealX2%23%31accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%07
Stellar Cyber Open XDR2%6%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Stellar Cyber Open XDR2%6%18accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08
Darktrace2%38%47criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Darktrace2%38%47criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the two products at 0%, ordered by negative rate
10Trellix NDR0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
Arista NDR0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Arista NDR0%10%20accepted 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.
For buyers
Head to head
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 →
010203040506070809T10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Vectra AI Platform24%
Vectra AI Platform24%02ExtraHop Reveal6%
ExtraHop Reveal6%03ManageEngine NetFlow Analyzer6%
ManageEngine NetFlow Analyzer6%04Corelight Open NDR2%
Corelight Open NDR2%05Cisco Secure Network Analytics2%
Cisco Secure Network Analytics2%06ExtraHop RevealX2%
ExtraHop RevealX2%07Stellar Cyber Open XDR2%
Stellar Cyber Open XDR2%08Darktrace2%
Darktrace2%09Arista NDR0%
Arista NDR0%10Trellix NDR0%
What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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.
Darktrace38%
18 of 47 labels negative · 13 of 14 models · 5 hard negative
“these enterprise-level NDR platforms should generally be avoided or approached with caution if you're a small business” MiniMax M2.5, negative prompt
Vectra AI Platform20%
9 of 46 labels negative · 7 of 14 models · 3 hard negative
“What to Avoid: Enterprise-only platforms like Darktrace or Vectra AI (typically $100K+)” GLM 4.7 FlashX, budget prompt
ExtraHop RevealX23%
7 of 31 labels negative · 7 of 14 models · 2 hard negative
“Noted for: Being more of a network monitoring company than cybersecurity-focused” MiniMax M2.5, negative prompt
Cisco Secure Network Analytics12%
3 of 25 labels negative · 3 of 14 models · 1 hard negative
“Multiple concerns from users: Complex setup and configuration ... High false positive rates” DeepSeek V4 Flash, 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
73 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. 797 links across 203 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 · G225 answers · 38 citations · 13 models
25 answers · 25 citations · 9 models
vendor site · Vectra20 answers · 35 citations · 9 models
vendor site · Stellar Cyber20 answers · 22 citations · 10 models
17 answers · 26 citations · 9 models
16 answers · 16 citations · 8 models
16 answers · 16 citations · 10 models
15 answers · 27 citations · 8 models
15 answers · 15 citations · 7 models
14 answers · 25 citations · 9 models
14 answers · 17 citations · 9 models
vendor site · Darktrace12 answers · 23 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.
25 answers · 9 models
19 answers · 10 models
13 answers · 11 models
13 answers · 10 models
12 answers · 7 models
11 answers · 9 models
11 answers · 7 models
10 answers · 5 models
10 answers · 7 models
9 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 | ||
| ManageEngine parent site ManageEngine NetFlow Analyzer 6%, ManageEngine OpManager 4% | 10% | 223 | 8,100 | 675 | ||||
| ExtraHop Reveal extrahop.com ExtraHop Reveal 6%, ExtraHop RevealX 2% | 8% | 99 | 70 | 0 | 21,608 | $514 | 36 | 7 |
| WatchGuard watchguard.com WatchGuard ThreatSync+ NDR 6% | 6% | 9 | 6,600 | 781 | 19,015 company | 11 | ||
| Rapid7 parent site Rapid7 InsightIDR 4% | 4% | 88 | 14,800 | 798 | ||||
| Auvik Network Management auvik.com | 4% | 12 | 41,968 | 120 | ||||
| Flowmon | 4% | |||||||
| ntopng | 4% | 1,600 | 24 | |||||
| Security Onion securityonion.net | 4% | 41 | 3,600 | 209 | 2,016 | |||
| Cisco parent site Cisco Secure Network Analytics 2%, Cisco ThousandEyes Traffic Insights 2% | 4% | 81 | 165,000 | 48,352 |
Google's top ten for the three searches hold 19 sites; 4 of them are among the sites the models cited here (gartner.com, reddit.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 a mid-market B2B company?”Paraphrase“Which network traffic analysis tool would you recommend to a mid-sized B2B company?”Comparative“What are the top NDR platforms and how do they differ?”Budget-constrained“What is the best NDR platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a NDR platform. What should we look at?”Negative“Which NDR platforms should I avoid or be cautious about?”
Claude Haiku 4.5Vectra AI PlatformWireshark, ntopngChangedVectra AI PlatformStellar Cyber Open XDRagainst: Security Onionno first choiceagainst: Darktrace
Three alternatives
Darktrace, ExtraHop RevealX, MuninnFour alternatives
Cisco Meraki, Cisco Netflow/sFlow-based tools, SolarWinds NetFlow Traffic Analyzer, ZeekFour alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealXFive alternatives
Awake Security Platform, Corelight Open NDR, SolarWinds Security Event Manager, SonicWall Network Security, Vectra AI PlatformGPT-5.4 miniVectra AI PlatformCisco ThousandEyes Traffic InsightsChangedVectra AI PlatformSophos NDRagainst: ExtraHop RevealX, Vectra AI Platformno first choicenothing named
Three alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealOne alternative
KentikFour alternatives
Darktrace, ExtraHop RevealX, Fortinet FortiNDR, Trellix NDRTwo alternatives
FortiNDR, Stamus Networks Clear NDRGemini 3.5 FlashExtraHop Reveal, Vectra AI PlatformVectra AI PlatformChangedVectra AI PlatformLumu Technologies, Security Onionagainst: Darktrace, ELK Stack, ExtraHop RevealX, Suricata, Zeekno first choiceagainst: Snort, Suricatanothing named
Four alternatives
Darktrace, Fortinet FortiNDR, Sophos NDR, Stellar Cyber Open XDRThree alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealFive alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop (Reveal(x))Five alternatives
Fortinet FortiNDR, Malcolm, Progress Flowmon, Sophos NDR, Stellar Cyber Open XDRPerplexity SonarVectra AI PlatformManageEngine NetFlow AnalyzerChangedagainst: WiresharkExtraHop RevealX, NetWitnessagainst: Stellar Cyber Open XDRRapid7 InsightIDRagainst: Arctic Wolf, Zeekno first choiceagainst: Darktrace, ExtraHop RevealX
Five alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealX, FortiNDRFive alternatives
Datadog Network Performance Monitoring, Kentik, ManageEngine OpManager, Motadata ObserveOps, SolarWinds NetFlow Traffic AnalyzerFive alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, Fortinet FortiNDR, Vectra AI PlatformTwo alternatives
Sophos NDR, Stellar Cyber Open XDRGrok 4.20Vectra AI PlatformAuvik Network ManagementChangedagainst: SolarWinds NetFlow Traffic Analyzer, WiresharkDarktrace, ExtraHop Reveal, Vectra AI PlatformPlixer Scrutinizer, Stamus Networks Clear NDRagainst: Corelight Open NDR, Darktrace, ExtraHop Reveal, Vectra AI PlatformExtraHop RevealXagainst: Darktraceagainst: Cisco Secure Network Analytics, Darktrace, Vectra AI Platform
Four alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealX, Stellar Cyber Open XDRThree alternatives
ManageEngine OpManager, Zeek, ntopngThree alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Palo Alto Networks Cortex XDRFour alternatives
Cisco Secure Network Analytics, Flowmon, Rapid7 InsightIDR, Stellar Cyber Open XDRFour alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Palo Alto Networks Cortex XDR, Vectra AI PlatformMistral SmallTrend Vision One, Vectra AI Platformno first choiceChangedExtraHop RevealXFlowmonno first choiceagainst: Darktrace, ManageEngine NetFlow Analyzer
Two alternatives
Darktrace, ExtraHop RevealXFour alternatives
Blumira, Darktrace, Stellar Cyber Open XDR, Vectra AI PlatformOne alternative
Stellar Cyber Open XDRDeepSeek V4 FlashVectra AI PlatformPaessler PRTG Network MonitorChangedDarktrace, ExtraHop RevealX, Vectra AI PlatformSecurity Onionagainst: Cisco NDR, Darktrace, ExtraHop RevealX, Vectra AI Platformno first choiceagainst: Cisco Secure Network Analytics, Darktrace, Progress WhatsUp Gold, Vectra AI Platform
Two alternatives
Darktrace, ExtraHop RevealTwo alternatives
Auvik Network Management, SolarWinds NetFlow Traffic AnalyzerSix alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, Fortinet FortiNDR, IBM, Trellix NDRThree alternatives
Plixer Scrutinizer, Sophos NDR, Stamus Networks Clear NDRFour alternatives
Corelight Open NDR, Darktrace, ExtraHop RevealX, Vectra AI PlatformLlama 4 MaverickExtraHop Reveal, Vectra AI Platformno first choiceChangedno first choiceCisco Secure Network Analytics, Corelight Open NDRno first choiceagainst: Darktrace
Three alternatives
Corelight Open NDR, Gatewatcher AIonIQ, ManageEngine NetFlow AnalyzerTwo alternatives
Rapid7 InsightIDR, Stellar Cyber Open XDRQwen 3.7 FlashVectra AI Platformagainst: Darktrace, ManageEngine NetFlow AnalyzerManageEngine OpManagerChangedVectra AI PlatformSolarWinds Event Log Manageragainst: Cisco Secure Network Analytics, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Splunkno first choicenothing named
Two alternatives
Corelight Open NDR, ExtraHop RevealTwo alternatives
ExtraHop (Reveal(x)), Paessler PRTG Network MonitorSeven alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealX, Gigamon, Trellix NDRThree alternatives
Seceon OTM, SonicWall Network Security, Sophos Intercept XKimi K2Vectra AI Platformagainst: Arista NDR, Corelight Open NDR, DarktraceSolarWinds NetFlow Traffic AnalyzerChangedno first choiceClear NDR Communityno first choiceagainst: Corelight Open NDR, Darktrace, ExtraHop RevealX, Vectra AI Platform
Three alternatives
ExtraHop Reveal, Trend Vision One, WatchGuard ThreatSync+ NDRTwo alternatives
ManageEngine NetFlow Analyzer, WiresharkFive alternatives
Corelight Open NDR, Darktrace, ExtraHop Reveal, Stamus Networks Clear NDR, Vectra AI PlatformThree alternatives
Corelight Open NDR, Rapid7 InsightIDR, Stellar Cyber Open XDRGLM 4.7 FlashXDarktraceManageEngine OpManagerChangedagainst: WiresharkCisco Secure Network Analytics, DarktraceFlowmon, Rapid7 InsightIDRagainst: Darktrace, Vectra AI Platformno first choiceagainst: Darktrace, NetWitness NDR, Trellix NDR
Four alternatives
Arista NDR, Cisco Secure Network Analytics, ExtraHop Reveal, Vectra AI PlatformFour alternatives
Auvik Network Management, Paessler PRTG Network Monitor, SolarWinds NetFlow Traffic Analyzer, ntopng Community EditionSeven alternatives
Dragos, Elastic Security, ExtraHop RevealX, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Vectra AI Platform, Zscaler Z-NDRThree alternatives
ManageEngine NetFlow Analyzer, SonicWall Network Security, Stellar Cyber Open XDRMiniMax M2.5ExtraHop RevealAuvik Network Management, ManageEngine NetFlow AnalyzerChangedDarktrace, Vectra AI PlatformWatchGuard ThreatSync+ NDRno first choiceagainst: Darktrace, ExtraHop RevealX, Stealthwatch, Vectra AI Platform
Two alternatives
Arista NDR, DarktraceTwo alternatives
Corelight Open NDR, ExtraHop RevealXFour alternatives
Arctic Wolf, Plixer Scrutinizer, Sophos NDR, Stellar Cyber Open XDRGPT-6 LunaVectra AI PlatformntopngChangedno first choiceWatchGuard ThreatSync+ NDRno first choiceagainst: Corelight Open NDR, Darktrace, ExtraHop RevealX, FortiNDR, Trellix NDR, Vectra AI Platform
Two alternatives
Darktrace, ExtraHop RevealXTwo alternatives
Corelight Open NDR, ExtraHop RevealXSix alternatives
Cisco Secure Network Analytics, Corelight Open NDR, Darktrace, ExtraHop RevealX, FortiNDR, Vectra AI PlatformOne alternative
Security OnionMuse Glimmer 30BManageEngine NetFlow AnalyzerPaessler PRTG Network AnalyzerChangedDarktrace, Vectra AI PlatformWatchGuard ThreatSync+ NDRno first choiceagainst: Arista NDR, CrowdStrike, Darktrace, Microsoft Defender, NetWitness, Palo Alto Networks Cortex XDR, Progress, aizoOn
One alternative
Vectra AI PlatformFour alternatives
ManageEngine NetFlow Analyzer, OpManager, SolarWinds NetFlow Traffic Analyzer, WiresharkSix alternatives
Arista NDR, Cisco Secure Network Analytics, Corelight Open NDR, ExtraHop RevealX, Fortinet FortiNDR, Palo Alto Networks Cortex XDRTwo alternatives
Corelight Open NDR, Stellar Cyber Open XDRBold 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 17:05 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:36 | yes | 4 | 6 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 15:02 | yes | 11 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:55 | yes | 11 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:30 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:21 | yes | 20 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:17 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:07 | yes | 20 | 50 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:22 | yes | 14 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:48 | yes | 18 | 55 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:23 | yes | 3 | 24 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:30 | yes | 22 | 37 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:05 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | yes | 3 | 4 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 19:25 | yes | 4 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:28 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:57 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:30 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:39 | yes | 25 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:48 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:35 | no | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:59 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:11 | yes | 14 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:18 | yes | 5 | 85 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:42 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:24 | yes | 15 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:03 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | yes | 6 | 8 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 17:55 | yes | 9 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:44 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:28 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:49 | yes | 23 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:54 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:17 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:03 | yes | 20 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | no | 0 | 20 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:45 | yes | 21 | 82 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:44 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:59 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:48 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | 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 09:39 | yes | 5 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:53 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 9 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:57 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:46 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:33 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:05 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:46 | yes | 10 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:49 | yes | 14 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:56 | yes | 8 | 43 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:34 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:07 | yes | 24 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:26 | yes | 19 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:07 | no | 0 | 9 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 15:53 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:06 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:13 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:22 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:24 | yes | 13 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:44 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:08 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:19 | yes | 15 | 52 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:04 | no | 0 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:08 | no | 0 | 79 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:26 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:58 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:23 | yes | 20 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | yes | 5 | 5 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 09:49 | yes | 9 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:28 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:31 | yes | 25 | 22 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:37 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:07 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:07 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:23 | yes | 5 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:20 | yes | 24 | 66 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:55 | yes | 20 | 122 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:39 | yes | 9 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:03 | yes | 7 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:25 | yes | 24 | 26 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Arista read as Arista NDR
Arista (Awake) read as Arista NDR
Arista Networks read as Arista NDR
Arista Networks (Arista NDR / formerly Awake Security) read as Arista NDR
Arista Networks (Arista NDR) read as Arista NDR
Auvik read as Auvik Network Management
Cisco read as Cisco Secure Network Analytics
Cisco (Secure Network Analytics / formerly Stealthwatch) read as Cisco Secure Network Analytics
Cisco Meraki Dashboard read as Cisco Meraki
Cisco Secure Network Analytics, formerly Stealthwatch read as Cisco Secure Network Analytics
Corelight read as Corelight Open NDR
Corelight (Open NDR Platform) read as Corelight Open NDR
Corelight (Open Source Zeek) 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 read as Fortinet FortiNDR
Fortinet (FortiNDR) read as Fortinet FortiNDR
Gatewatcher read as Gatewatcher AIonIQ
Microsoft read as Microsoft Defender
PRTG Network Monitor read as Paessler PRTG Network Monitor
PRTG Network Monitor (by Paessler) read as Paessler PRTG Network Monitor
Palo Alto Networks read as Palo Alto Networks Cortex XDR
Palo Alto Networks Cortex NDR read as Palo Alto Networks Cortex XDR
Seceon read as Seceon OTM
SentinelOne read as SentinelOne Singularity
Stamus Networks read as Stamus Networks Clear NDR
Stamus Networks – Clear NDR (Community Edition) read as Stamus Networks Clear NDR
Stellar Cyber read as Stellar Cyber Open XDR
Stellar Cyber (Open XDR with NDR) read as Stellar Cyber Open XDR
Stellar Cyber (Open XDR with Native NDR) read as Stellar Cyber Open XDR
Stellar Cyber (Open XDR) read as Stellar Cyber Open XDR
Trellix read as Trellix NDR
Trellix (McAfee/Cisco merged) read as Trellix NDR
Trellix (Network Security / NDR) read as Trellix NDR
Trend Micro read as Trend Vision One
Vectra read as Vectra AI Platform
Vectra AI read as Vectra AI Platform
Vectra AI (Cognito/Attack Signal Intelligence) read as Vectra AI Platform
Vectra AI (Vectra Attack Signal Intelligence) read as Vectra AI Platform
WatchGuard NDR read as WatchGuard ThreatSync+ NDR
Unresolved, counted raw
Awake Security Platform
BIMA by Peris.ai
Cado Security
Cisco NDR
Cisco Netflow/sFlow-based tools
Clear NDR Community (by Stamus Networks)
Garland Technology
PRTG Network Traffic Analyzer
SolarWinds Event Log Manager (SEM)
Stealthwatch
Zeek agent
Zscaler Z-NDR
aizoOn
ntopng Community Edition
Discontinued, still offered
No shut-down product was recommended here.