Seven of fourteen models named Vectra AI first on the direct prompt; zero named Corelight Open NDR. Vectra AI was named by thirteen of the fourteen models and Corelight Open NDR by fourteen and Vectra AI carries 36 labels and Corelight Open NDR 40, so the shares are not directly comparable.
Named in five categories 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 October 2026 Edition, Vectra AI and Corelight Open NDR were named in the same answer eighty-three times, of the 149 answers naming Vectra AI and the 105 naming Corelight Open NDR. In those answers Corelight Open NDR took the first choice five times and Vectra AI twenty-five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“Options to Avoid on a Tight Budget - Darktrace, Vectra AI, ExtraHop” DeepSeek V4 Flash · budget prompt · hard negative
“No subscription fees, unlike commercial options like Vectra AI, Darktrace, or ExtraHop ($50K–$500K+/year)” Grok 4.1 Fast · budget prompt · soft negative
“High-end NDR platforms (like Darktrace or Vectra AI) are notoriously expensive, complex” Gemini 3.5 Flash · budget prompt · soft negative
“If your primary concern is catching hackers, insider threats, and lateral movement across your network, Vectra AI is highly recommended.” Gemini 3.5 Flash · paraphrase prompt · first choice
“First choice: Vectra AI – It gives you the best "bang for the buck" regarding signal quality vs. analyst workload” DeepSeek V4 Flash · direct prompt · first choice
“Very strong on signal-to-noise ratio and hybrid/cloud coverage; integrates exceptionally well with existing EDRs.” Gemini 3.5 Flash · scale 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.
“Corelight — commercial Zeek sensors start around $150K+/year” DeepSeek V4 Flash · budget prompt · hard negative
“For open-telemetry platforms such as Corelight buyers are warned about "Cost growth tied to throughput, sensor count, data retention, or site expansion"” Muse Glimmer 30B · negative prompt · soft negative
“It can be powerful, but it may still require more in-house skill and infrastructure than a true budget buyer wants.” GPT-5.4 mini · budget prompt · soft negative
“vendors (like Corelight) that allow you to deploy unlimited virtual sensors and charge based on enterprise-wide licensing rather than gigabyte-level "taxes"” Gemini 3.5 Flash · negative prompt · first choice
“SMBs can leverage Corelight or Awake Security for cost-effective monitoring” Claude Haiku 4.5 · budget prompt · first choice
“Corelight (based on Zeek) or open-source Zeek are the best choices” Mistral Small · budget 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.