Zero of fourteen models named Corelight Open NDR first on the direct prompt; one named Darktrace. Corelight Open NDR was named by twelve of the fourteen models and Darktrace by fourteen and Corelight Open NDR carries 33 labels and Darktrace 47, so the shares are not directly comparable.
Named in one category this edition.
Named in eleven categories this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the network detection and response page.
Across every category in the November 2026 Edition, Corelight Open NDR and Darktrace were named in the same answer ninety-one times, of the 111 answers naming Corelight Open NDR and the 236 naming Darktrace. In those answers Darktrace took the first choice eleven times and Corelight Open NDR six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“One reviewer cited limits on custom alerting and potentially significant costs for some cloud monitoring setups.” GPT-6 Luna · negative prompt · soft negative
“over pricier alternatives like Vectra AI, Darktrace, ExtraHop Reveal(x), or Corelight” Grok 4.20 · budget prompt · soft negative
“Originally IDS-focused; evaluate if you need full response capabilities” Kimi K2 · direct prompt · soft negative
“The best NDR platform for a company with a limited budget is Corelight or Cisco Secure Network Analytics.” Llama 4 Maverick · budget prompt · first choice
“Evidence- and hunting-oriented, built around Zeek network data... Threat-hunting teams that value detailed investigation, customization, and data portability.” GPT-6 Luna · comparative prompt · alternative
“If budget = $0 for software, build on Zeek/Suricata-based open NDR such as Corelight Open NDR, accepting higher operational cost.” Muse Glimmer 30B · budget prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“these enterprise-level NDR platforms should generally be avoided or approached with caution if you're a small business” MiniMax M2.5 · negative prompt · hard negative
“What to Avoid on a Tight Budget ... Darktrace — premium pricing, often better for large enterprises” DeepSeek V4 Flash · budget prompt · hard negative
“Darktrace is the platform most frequently cited as one to avoid or approach with caution” Mistral Small · negative prompt · hard negative
“Market leaders tend to be ExtraHop, Vectra AI, and Darktrace in pure-play NDR” Grok 4.20 · comparative prompt · first choice
“Choose Darktrace for self-learning AI with autonomous response across multi-surface.” Muse Glimmer 30B · comparative prompt · first choice
“Darktrace | Leader | Self-learning AI that autonomously models normal behavior” MiniMax M2.5 · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.