Zero of fourteen models named Varonis Data Security Platform first on the direct prompt; zero named IBM Guardium. Varonis Data Security Platform was named by fourteen of the fourteen models and IBM Guardium by ten and Varonis Data Security Platform carries 46 labels and IBM Guardium 15, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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 November 2026 Edition, Varonis Data Security Platform and IBM Guardium were named in the same answer forty times, of the 242 answers naming Varonis Data Security Platform and the 54 naming IBM Guardium. In those answers IBM Guardium took the first choice three times and Varonis Data Security Platform three.
| 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 seven in this category shown.
“Avoid full suites like Varonis, Cyera, or Palo Alto Prisma unless you negotiate a minimal pilot—these often exceed SMB budgets.” Grok 4.20 · budget prompt · hard negative
“What to Avoid on a Tight Budget ... (Varonis, Cyera, BigID, Wiz, Palo Alto Prisma Cloud) are premium enterprise tools” Kimi K2 · budget prompt · hard negative
“mentioned as a "criticized challenger" and is not recommended for mid-market B2B companies due to its complexity and cost” Llama 4 Maverick · negative prompt · hard negative
“Varonis Data Security Platform – Best Overall ... If budget allows: Varonis – It goes beyond discovery to actually protect data” Kimi K2 · paraphrase prompt · first choice
“Varonis Data Security Platform is the strongest overall recommendation” Perplexity Sonar · paraphrase prompt · first choice
“### 1. Varonis Data Security Platform (Strong Overall Choice)” MiniMax M2.5 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“also mentioned as a "criticized challenger" and is not recommended for mid-market B2B companies due to its complexity and cost” Llama 4 Maverick · negative prompt · hard negative
“Avoid pure enterprise tools like IBM Guardium unless you have massive scale” Grok 4.20 · direct prompt · hard negative
“Consistently rated as the top solution with a high G2 Score, ideal for comprehensive data security and compliance needs.” Mistral Small · paraphrase prompt · first choice
“IBM was the first major brand to acquire DSPM capabilities when it purchased Polar Security in May of 2023.” Muse Glimmer 30B · comparative prompt · alternative
“Hybrid environment with legacy databases? IBM Guardium or Varonis offer the best coverage.” MiniMax M2.5 · comparative 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.