Data security posture management · November 2026 Edition
Varonis Data Security Platform vs Amazon Macie
Zero of fourteen models named Varonis Data Security Platform first on the direct prompt; zero named Amazon Macie. Varonis Data Security Platform was named by fourteen of the fourteen models and Amazon Macie by nine and Varonis Data Security Platform carries 46 labels and Amazon Macie 11, so the shares are not directly comparable.
Named in three categories this edition.
Amazon Macie
accepted challengerNamed in one category this edition.
First-choice share8%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate39%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 11; printed, not drawn.
Labels4611A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Varonis Data Security Platform reading right to left. Rank and label count are printed, not drawn.Cyera was named alongside these two in eleven of the fourteen direct answers. Microsoft Purview vs Varonis Data Security Platform · Microsoft Purview vs Amazon Macie · Cyera vs Varonis Data Security Platform
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.
Varonis Data Security PlatformFirst choices, of fourteen modelsAmazon MacieDirect002 against Varonis Data Security Platform
Paraphrase303 against Varonis Data Security Platform
Comparative00
Budget-constrained036 against Varonis Data Security Platform
Scale-constrained10
Negative007 against Varonis Data Security Platform · 2 against Amazon Macie
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 Varonis Data Security Platform and Amazon Macie stood in it.
| Model | DirectAM | ParaphraseAM | ComparativeAM | Budget-constrainedAM | Scale-constrainedAM | NegativeAM |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | AM | | |||
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | AM | | |
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | AM | ||
| Llama 4 Maverick | | AM | | |||
| Qwen 3.7 Flash | | | AM | AM | ||
| Kimi K2 | | | AM | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | AM | ||||
| GPT-6 Luna | | AM | ||||
| Muse Glimmer 30B | | | AM |
Varonis Data Security PlatformAM Amazon Macie first choice named as an alternative argued againstblank: not namedEach cell is one answer, Varonis Data Security Platform on the left and Amazon Macie on the right.The direct prompt
The plain question, one answer per model, grouped by where Varonis Data Security Platform and Amazon Macie stood in it.
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarCyera alternatives: BigID, Microsoft Purview, Sentra, Varonis Data Security Platform
Mistral SmallCyera, Wiz alternatives: Microsoft Defender for Cloud, Varonis Data Security Platform
Llama 4 Maverickno first choice alternatives: Cyera, Varonis Data Security Platform, Wiz
GLM 4.7 FlashXCyera, Wiz alternatives: BigID, Microsoft Purview, Varonis Data Security Platform
Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Sentra alternatives: Cyera, Netwrix
GPT-5.4 miniSentra alternatives: BigID, Rubrik, Tenable
Gemini 3.5 FlashCyera alternatives: Concentric AI, Sentra, Wiz
Grok 4.20Wiz alternatives: Cyera DSPM, Securiti, Sentra
DeepSeek V4 FlashCyera alternatives: Securiti, Sentra, Wiz
Qwen 3.7 FlashMicrosoft Purview alternatives: Cyera, Securiti, Upwind
Kimi K2Sentra alternatives: BigID, Cyera, Orca Security, Wiz
MiniMax M2.5Microsoft Purview alternatives: Sentra
GPT-6 LunaCyera alternatives: BigID, Microsoft Purview, Wiz
Muse Glimmer 30BCyera, Sentra alternatives: Wiz DSPM
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
Amazon Macie leads by six points.
Amazon Macie6%#5 of 11
Varonis Data Security Platform0%#11 of 11Mid-marketThe figures above
The order flips: Varonis Data Security Platform leads at mid-market.
Varonis Data Security Platform8%#5 of 11Amazon Macie6%#6 of 11
The full mid-market standing →Enterprise
Varonis Data Security Platform leads by twenty points.
Varonis Data Security Platform20%#1 of 12Amazon Macie0%#– of 12
The full enterprise standing →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 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
What the models said about Amazon Macie
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Basic CSP-Native Tools (e.g., Basic AWS Macie / Azure Purview setups): While powerful individually, using them as a standalone DSPM strategy often leads to siloed management.” Qwen 3.7 Flash · negative prompt · soft negative
“AWS Macie only supports AWS S3 buckets (and RDS via snapshot to S3); that is incomplete for almost all users” Muse Glimmer 30B · negative prompt · soft negative
“If you are AWS/Azure heavy with minimal SaaS: Start with AWS Macie or Microsoft Defender/Purview to pay strictly for consumption.” Gemini 3.5 Flash · budget prompt · first choice
“If you are 100% AWS: Buy Amazon Macie (pay-as-you-go).” DeepSeek V4 Flash · budget prompt · first choice
“Top Recommendation: Amazon Macie (if using AWS)” Grok 4.20 · budget prompt · first choice
Also compared
Microsoft Purview vs Varonis Data Security PlatformMicrosoft Purview vs Amazon MacieCyera vs Varonis Data Security PlatformCyera vs Amazon MacieSentra vs Varonis Data Security PlatformSentra vs Amazon MacieWiz vs Varonis Data Security PlatformWiz vs Amazon MacieVaronis Data Security Platform vs SecuritiVaronis Data Security Platform vs IBM GuardiumAmazon Macie vs SecuritiAmazon Macie vs IBM GuardiumAll twenty-eight head-to-head pages and the full DSPM standing
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.