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Data security posture management · October 2026 Edition

Wiz vs Varonis Data Security Platform

Three of fourteen models named Wiz first on the direct prompt; two named Varonis Data Security Platform. Wiz was named by eleven of the fourteen models and Varonis Data Security Platform by fourteen and Wiz carries 29 labels and Varonis Data Security Platform 40, so the shares are not directly comparable.

Wiz

accepted challenger

Named in sixteen categories this edition.

Varonis Data Security Platform

criticized challenger

Named in three categories this edition.

First-choice share10%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%28%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 12; printed, not drawn.
Labels2940A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Wiz reading right to left. Rank and label count are printed, not drawn.Cyera was named alongside these two in twelve of the fourteen direct answers. Microsoft Purview vs Wiz · Microsoft Purview vs Varonis Data Security Platform · Sentra vs Wiz

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
WizFirst choices, of fourteen modelsVaronis Data Security Platform
Direct32
Paraphrase102 against Varonis Data Security Platform
Comparative211 against Wiz · 1 against Varonis Data Security Platform
Budget-constrained103 against Wiz · 4 against Varonis Data Security Platform
Scale-constrained00
Negative001 against Wiz · 4 against Varonis Data Security Platform
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Wiz and Varonis Data Security Platform stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Wiz Varonis Data Security Platform first choice named as an alternative argued againstblank: not namedEach cell is one answer, Wiz on the left and Varonis Data Security Platform on the right.

The direct prompt

The plain question, one answer per model, grouped by where Wiz and Varonis Data Security Platform stood in it.

Wiz first, Varonis Data Security Platform an alternative

3 of 14 modelsVaronis Data Security Platform was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashWiz alternatives: CrowdStrike, Cyera, Proofpoint DSPM, Sentra
Qwen 3.7 FlashWiz alternatives: Cyera, Microsoft Defender for Cloud, Orca Security
Kimi K2Wiz alternatives: BigID, Varonis Data Security Platform

Varonis Data Security Platform first, Wiz not the choice

2 of 14 modelsWiz was named in the answer but not as the choice, or not at all.
GPT-5.4 miniVaronis Data Security Platform alternatives: Microsoft Purview, Teleskope
GLM 4.7 FlashXSecuriti, Varonis Data Security Platform alternatives: Cyera, Microsoft Purview

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarSentra alternatives: Concentric, Cyera, Prisma Cloud DSPM, Wiz
Grok 4.1 FastSentra alternatives: Concentric AI, Cyera, Varonis Data Security Platform

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Cyera alternatives: Netwrix, Normalyze, Sentra
Mistral SmallSentra alternatives: Concentric, Cyera
DeepSeek V4 FlashSentra alternatives: Concentric AI, Cyera
Llama 4 MaverickConcentric, Cyera, Sentra
MiniMax M2.5Cyera, Sentra alternatives: Concentric, Forcepoint DSPM, Microsoft Purview
GPT-6 LunaWiz DSPM alternatives: Cyera, Microsoft Purview, Sentra
Muse Glimmer 30BSentra alternatives: Concentric AI, Cyera

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Wiz leads by five points.
Wiz5%#6 of 12
Varonis Data Security Platform0%#11 of 12
The full small business standing →
Mid-marketThe figures above
Wiz leads by six points.
Wiz10%#3 of 12
Varonis Data Security Platform4%#5 of 12
The full mid-market standing →
Enterprise
The order flips: Varonis Data Security Platform leads at enterprise.
Varonis Data Security Platform22%#1 of 11
Wiz2%#8 of 11
The full enterprise standing →

What the models said about Wiz

No label in this category carried a quote.

What the models said about Varonis Data Security Platform

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
Also compared

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.