Data security posture management · November 2026 Edition
Amazon Macie vs IBM Guardium
Zero of fourteen models named Amazon Macie first on the direct prompt; zero named IBM Guardium. Amazon Macie was named by nine of the fourteen models and IBM Guardium by ten and Amazon Macie carries 11 labels and IBM Guardium 15, so the shares are not directly comparable.
Amazon Macie
accepted challengerNamed in one category this edition.
IBM Guardium
criticized challengerNamed in three categories this edition.
First-choice share6%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%27%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 11; printed, not drawn.
Labels1115A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Amazon Macie 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 Amazon Macie · Microsoft Purview vs IBM Guardium · Cyera vs Amazon Macie
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.
Amazon MacieFirst choices, of fourteen modelsIBM Guardium
Direct001 against IBM Guardium
Paraphrase011 against IBM Guardium
Comparative00
Budget-constrained30
Scale-constrained00
Negative002 against Amazon Macie · 2 against IBM Guardium
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 Amazon Macie and IBM Guardium stood in it.
| Model | DirectAMIG | ParaphraseAMIG | ComparativeAMIG | Budget-constrainedAMIG | Scale-constrainedAMIG | NegativeAMIG |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | AM | |||||
| Perplexity Sonar | ||||||
| Grok 4.20 | IG | AM | ||||
| Mistral Small | IG | IG | ||||
| DeepSeek V4 Flash | IG | IG | AM | |||
| Llama 4 Maverick | AM | IG | ||||
| Qwen 3.7 Flash | AM | AM | ||||
| Kimi K2 | IG | AM | ||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | AMIG | |||||
| GPT-6 Luna | AM | |||||
| Muse Glimmer 30B | IG | AM |
AM Amazon MacieIG IBM GuardiumAM first choiceAM named as an alternativeAM argued againstblank: not namedEach cell is one answer, Amazon Macie on the left and IBM Guardium on the right.
The direct prompt
The plain question, one answer per model, grouped by where Amazon Macie and IBM Guardium stood in it.
Neither was named
14 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
Perplexity SonarCyera alternatives: BigID, Microsoft Purview, Sentra, Varonis Data Security Platform
Grok 4.20Wiz alternatives: Cyera DSPM, Securiti, Sentra
Mistral SmallCyera, Wiz alternatives: Microsoft Defender for Cloud, Varonis Data Security Platform
DeepSeek V4 FlashCyera alternatives: Securiti, Sentra, Wiz
Llama 4 Maverickno first choice alternatives: Cyera, Varonis Data Security Platform, Wiz
Qwen 3.7 FlashMicrosoft Purview alternatives: Cyera, Securiti, Upwind
Kimi K2Sentra alternatives: BigID, Cyera, Orca Security, Wiz
GLM 4.7 FlashXCyera, Wiz alternatives: BigID, Microsoft Purview, Varonis Data Security Platform
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
IBM Guardium0%#9 of 11
The full small business standing →Mid-marketThe figures above
Amazon Macie leads by four points.
Amazon Macie6%#6 of 11
IBM Guardium2%#8 of 11
The full mid-market standing →Enterprise
The order flips: IBM Guardium leads at enterprise.
IBM Guardium6%#5 of 12
Amazon Macie0%#– of 12
The full enterprise standing →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
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
Also compared
Microsoft Purview vs Amazon MacieMicrosoft Purview vs IBM GuardiumCyera vs Amazon MacieCyera vs IBM GuardiumSentra vs Amazon MacieSentra vs IBM GuardiumWiz vs Amazon MacieWiz vs IBM GuardiumVaronis Data Security Platform vs Amazon MacieVaronis Data Security Platform vs IBM GuardiumAmazon Macie vs SecuritiSecuriti 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.