Securiti vs IBM Guardium
Zero of fourteen models named Securiti first on the direct prompt; zero named IBM Guardium. Securiti was named by fourteen of the fourteen models and IBM Guardium by ten and Securiti carries 22 labels and IBM Guardium 15, so the shares are not directly comparable.
Named in three categories this edition.
IBM Guardium
criticized challengerNamed 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.
By framing
SecuritiFirst choices, of fourteen modelsIBM GuardiumAcross every category in the November 2026 Edition, Securiti and IBM Guardium were named in the same answer twenty-one times, of the 93 answers naming Securiti and the 54 naming IBM Guardium. In those answers IBM Guardium took the first choice two times and Securiti zero.
Every model, every framing
| Model | DirectIG | ParaphraseIG | ComparativeIG | Budget-constrainedIG | Scale-constrainedIG | NegativeIG |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | |||||
| Perplexity Sonar | | | ||||
| Grok 4.20 | IG | | | |||
| Mistral Small | IG | IG | ||||
| DeepSeek V4 Flash | | IG | IG | | ||
| Llama 4 Maverick | IG | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | IG | |||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | IG | | |||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | IG |
SecuritiIG IBM Guardium first choice named as an alternative argued againstblank: not namedEach cell is one answer, Securiti on the left and IBM Guardium on the right.The direct prompt
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Securiti0%#8 of 11Securiti2%#7 of 11Securiti0%#10 of 12What the models said about Securiti
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Platforms to Avoid on a Tight Budget” Qwen 3.7 Flash · budget prompt · hard negative
“For Hybrid/AI-Heavy: Cyera or Securiti for comprehensive coverage.” Grok 4.20 · comparative prompt · first choice
“| Overall best balance | Varonis or Securiti |” MiniMax M2.5 · paraphrase prompt · first choice
“Strong AI-driven discovery across multicloud; great if you have diverse clouds, but it may require more setup than Purview.” Grok 4.20 · paraphrase prompt · alternative
What the models said about IBM Guardium
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.