Cloud security posture management · October 2026 Edition
Prowler vs Prisma Cloud
Zero of fourteen models named Prowler first on the direct prompt; zero named Prisma Cloud. Prowler was named by ten of the fourteen models and Prisma Cloud by thirteen and Prowler carries 14 labels and Prisma Cloud 47, so the shares are not directly comparable.
Named in four categories this edition.
Named in fifteen categories this edition.
First-choice share13%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%38%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 12; printed, not drawn.
Labels1447A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Prowler reading right to left. Rank and label count are printed, not drawn.Wiz was named alongside these two in twelve of the fourteen direct answers. Wiz vs Prowler · Wiz vs Prisma Cloud · Microsoft Defender for Cloud vs Prowler
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 cloud 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.
ProwlerFirst choices, of fourteen modelsPrisma Cloud
Direct002 against Prisma Cloud
Paraphrase014 against Prisma Cloud
Comparative00
Budget-constrained704 against Prisma Cloud
Scale-constrained00
Negative002 against Prowler · 8 against Prisma Cloud
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 Prowler and Prisma Cloud stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | |||
| Grok 4.1 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 | | |
Prowler Prisma Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prowler on the left and Prisma Cloud on the right.The direct prompt
The plain question, one answer per model, grouped by where Prowler and Prisma Cloud stood in it.
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 SonarWiz alternatives: Microsoft Defender for Cloud, Orca Security, Prisma Cloud
DeepSeek V4 FlashWiz alternatives: CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud
Neither was named
12 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Wiz alternatives: Aikido Security, CrowdStrike Falcon Cloud Security, Rapid7, Sophos
GPT-5.4 miniWiz alternatives: Palo Alto Networks Cortex Cloud, Qualys TotalCloud, Sysdig Secure
Gemini 3.5 FlashCyscale alternatives: Datadog Cloud Security Management, Drata, Orca Security, Vanta
Grok 4.1 FastWiz alternatives: CrowdStrike Falcon Cloud Security, Orca Security
Mistral SmallWiz alternatives: CrowdStrike, Rapid7, Tenable Cloud Security, Uptycs
Llama 4 Maverickno first choice
Qwen 3.7 FlashWiz alternatives: CrowdStrike, Rapid7, Tenable Cloud Security
Kimi K2Orca Security alternatives: Microsoft Defender for Cloud, Tenable Cloud Security, Wiz
GLM 4.7 FlashXMicrosoft Defender for Cloud alternatives: Orca Security, Wiz
MiniMax M2.5Microsoft Defender for Cloud, Wiz alternatives: CrowdStrike Falcon Cloud Security, Tenable Cloud Security
GPT-6 LunaOrca Security alternatives: AWS Security Hub, Microsoft Defender for Cloud, Wiz
Muse Glimmer 30BWiz alternatives: Aqua Security, CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security
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
Prowler leads by eighteen points.
Prowler18%#2 of 12Prisma Cloud0%#12 of 12Mid-marketThe figures above
Prowler leads by eleven points.
Prowler13%#4 of 12Prisma Cloud2%#7 of 12Enterprise
The order flips: Prisma Cloud leads at enterprise.
Prisma Cloud19%#2 of 7Prowler0%#– of 7What the models said about Prowler
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“self-hosting open-source CSPM tools requires significant maintenance” Qwen 3.7 Flash · negative prompt · soft negative
“excellent for audits but not continuous production monitoring” DeepSeek V4 Flash · negative prompt · soft negative
“For the tightest budgets, open-source tools like Prowler or Microsoft Defender for Cloud's free tier are excellent starting points.” Claude Haiku 4.5 · budget prompt · first choice
“start with your cloud provider's built-in CSPM, and add Prowler OSS if you need broader or multi-cloud checks” GPT-6 Luna · budget prompt · first choice
“Prowler as your primary CSPM tool - it's comprehensive, free, and covers all major cloud providers” MiniMax M2.5 · budget prompt · first choice
What the models said about Prisma Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Prisma Cloud if you need fast scan refresh ... Be cautious and negotiate hard with ... Palo Alto (latency/cost)” DeepSeek V4 Flash · negative prompt · hard negative
“you will want to avoid enterprise-grade CSPM platforms like Wiz, Orca Security, or Prisma Cloud” Gemini 3.5 Flash · budget prompt · hard negative
“Prisma Cloud or Wiz are the top choices due to their scalability, multicloud support, and strong feature sets” Mistral Small · paraphrase prompt · first choice
Also compared
Wiz vs ProwlerWiz vs Prisma CloudMicrosoft Defender for Cloud vs ProwlerMicrosoft Defender for Cloud vs Prisma CloudOrca Security vs ProwlerOrca Security vs Prisma CloudProwler vs AWS Security HubProwler vs Tenable Cloud SecurityAWS Security Hub vs Prisma CloudTenable Cloud Security vs Prisma CloudAll twenty-one head-to-head pages and the full CSPM 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.