Eleven of fourteen models named Vectra AI Platform first on the direct prompt; zero named Corelight Open NDR. Vectra AI Platform was named by fourteen of the fourteen models and Corelight Open NDR by twelve and Vectra AI Platform carries 46 labels and Corelight Open NDR 33, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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, Vectra AI Platform and Corelight Open NDR were named in the same answer ninety-three times, of the 144 answers naming Vectra AI Platform and the 111 naming Corelight Open NDR. In those answers Corelight Open NDR took the first choice four times and Vectra AI Platform thirty-one.
| 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.
“What to Avoid: Enterprise-only platforms like Darktrace or Vectra AI (typically $100K+)” GLM 4.7 FlashX · budget prompt · hard negative
“Vectra AI — powerful but generally cost-prohibitive for small budgets” DeepSeek V4 Flash · budget prompt · hard negative
“Criticized for: Being detection-first with evidence as secondary product” MiniMax M2.5 · negative prompt · hard negative
“Vectra AI achieved the highest placement in the inaugural 2025 Gartner Magic Quadrant for NDR, ranking first in both Ability to Execute and Completeness of Vision” Claude Haiku 4.5 · direct prompt · first choice
“Choose Vectra AI if your primary challenge is prioritizing real attack signals across hybrid networks, cloud control planes, and identity layers” Gemini 3.5 Flash · comparative prompt · first choice
“Best For: Reducing alert fatigue and prioritizing real attacks for small security teams... consistently ranks as an industry leader” Gemini 3.5 Flash · direct prompt · first choice
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
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.