Two of fourteen models named Varonis Data Security Platform first on the direct prompt; zero named BigID. Varonis Data Security Platform was named by fourteen of the fourteen models and BigID by twelve and Varonis Data Security Platform carries 40 labels and BigID 33, so the shares are not directly comparable.
Named in three categories this edition.
Named in four 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 data security posture management page.
Across every category in the October 2026 Edition, Varonis Data Security Platform and BigID were named in the same answer ninety-five times, of the 211 answers naming Varonis Data Security Platform and the 132 naming BigID. In those answers BigID took the first choice twelve times and Varonis Data Security Platform four.
| 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 six in this category shown.
“Enterprise-focused, pricing on request” Kimi K2 · budget prompt · hard negative
“Varonis is a market leader with high customer satisfaction, but it is widely cited as having a steep learning curve and complex management.” GLM 4.7 FlashX · negative prompt · soft negative
“Varonis is frequently cited as a friction point: "Hit friction and high operational costs with agent-based, connector-heavy deployment"” Muse Glimmer 30B · comparative prompt · soft negative
“Choose Varonis if you want the most established "data security platform" path and have a broader security program.” GPT-5.4 mini · direct prompt · first choice
“Need pure DSPM with modern cloud focus: Cyera, Varonis.” GPT-5.4 mini · comparative prompt · first choice
“I'd recommend starting with Securiti or Varonis” GLM 4.7 FlashX · 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.
“cannot afford massive, complex enterprise tools (like BigID, IBM Guardium, or Symantec DLP)” Gemini 3.5 Flash · paraphrase prompt · hard negative
“avoid overkill platforms like Cyera or BigID ($50K+/yr minimums)” Grok 4.1 Fast · budget prompt · hard negative
“Prioritized affordability, ease of use, and hybrid support over enterprise-scale tools like BigID or Cyera” Grok 4.1 Fast · paraphrase prompt · soft negative
“BigID and Trellix DLP are top recommendations due to their balance of advanced features, ease of use, and scalability” Mistral Small · paraphrase prompt · first choice
“Choose Cyera or BigID if your priority is deep data discovery and classification across many data sources.” Perplexity Sonar · comparative prompt · first choice
“The best breadth of data connectors and the deepest privacy/compliance automation” DeepSeek V4 Flash · 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.