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Cloud security posture management · October 2026 Edition

Prowler vs AWS Security Hub

Zero of fourteen models named Prowler first on the direct prompt; zero named AWS Security Hub. Prowler was named by ten of the fourteen models and AWS Security Hub by nine and Prowler carries 14 labels and AWS Security Hub 18, so the shares are not directly comparable.

Prowler

accepted challenger

Named in four categories this edition.

AWS Security Hub

accepted challenger

Named in two categories this edition.

First-choice share13%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 12; printed, not drawn.
Labels1418A 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 AWS Security Hub · 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 modelsAWS Security Hub
Direct00
Paraphrase00
Comparative00
Budget-constrained73
Scale-constrained00
Negative002 against Prowler · 3 against AWS Security Hub
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.

Across every category in the October 2026 Edition, Prowler and AWS Security Hub were named in the same answer twenty-seven times, of the 80 answers naming Prowler and the 82 naming AWS Security Hub. In those answers AWS Security Hub took the first choice four times and Prowler nine.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Prowler and AWS Security Hub 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
Prowler AWS Security Hub first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prowler on the left and AWS Security Hub on the right.

The direct prompt

The plain question, one answer per model, grouped by where Prowler and AWS Security Hub stood in it.

Neither was the first choice, one was named

1 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-6 LunaOrca Security alternatives: AWS Security Hub, Microsoft Defender for Cloud, Wiz

Neither was named

13 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
Perplexity SonarWiz alternatives: Microsoft Defender for Cloud, Orca Security, Prisma Cloud
Grok 4.1 FastWiz alternatives: CrowdStrike Falcon Cloud Security, Orca Security
Mistral SmallWiz alternatives: CrowdStrike, Rapid7, Tenable Cloud Security, Uptycs
DeepSeek V4 FlashWiz alternatives: CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Orca Security, Prisma Cloud
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
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 twelve points.
Prowler18%#2 of 12
AWS Security Hub5%#5 of 12
The full small business standing →
Mid-marketThe figures above
Prowler leads by seven points.
Prowler13%#4 of 12
AWS Security Hub6%#5 of 12
The full mid-market standing →
Enterprise
The order flips: AWS Security Hub leads at enterprise.
AWS Security Hub4%#5 of 7
Prowler0%#– of 7
The full enterprise standing →

What 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 AWS Security Hub

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.

“Why avoid: If you are a true multi-cloud organization ... relying solely on the native tool for one provider will blindside you” Qwen 3.7 Flash · negative prompt · hard negative
“Multi-cloud complexity: Avoid native-only tools.” Kimi K2 · negative prompt · hard negative
“If you run a multi-cloud environment... using the native cloud provider tools is rarely a good idea” Gemini 3.5 Flash · negative prompt · soft negative
“AWS-heavy: Try AWS Security Hub CSPM. It has a 30-day trial and a perpetual free allowance” GPT-6 Luna · budget prompt · first choice
“Best overall for limited budget and AWS: AWS Security Hub CSPM” GPT-5.4 mini · budget 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.