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Cloud security posture management · November 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 thirteen of the fourteen models and AWS Security Hub by fourteen and Prowler carries 21 labels and AWS Security Hub 33, so the shares are not directly comparable.

Prowler

accepted challenger

Named in three categories this edition.

AWS Security Hub

criticized challenger

Named in four categories this edition.

First-choice share13%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 13; printed, not drawn.
Labels2133A 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 fourteen of the fourteen direct answers. Wiz vs Prowler · Wiz vs AWS Security Hub · Orca Security 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
Direct001 against Prowler · 1 against AWS Security Hub
Paraphrase001 against Prowler
Comparative001 against AWS Security Hub
Budget-constrained821 against AWS Security Hub
Scale-constrained00
Negative001 against Prowler · 7 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 November 2026 Edition, Prowler and AWS Security Hub were named in the same answer forty-six times, of the 91 answers naming Prowler and the 116 naming AWS Security Hub. In those answers AWS Security Hub took the first choice five times and Prowler fifteen.

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 4.20
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.
Muse Glimmer 30BOrca Security, Wiz alternatives: AWS Security Hub, CrowdStrike, Intruder, Microsoft Defender for Cloud, SentinelOne Singularity CSPM

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, Microsoft Defender for Cloud, Orca Security
GPT-5.4 miniWiz alternatives: Microsoft Defender for Cloud, Orca Security
Gemini 3.5 FlashOrca Security, Wiz alternatives: CrowdStrike Falcon Cloud Security, Datadog Cloud Security Management
Perplexity SonarWiz alternatives: CrowdStrike Falcon Cloud Security, Microsoft Defender for Cloud, Rapid7 InsightCloudSec
Grok 4.20Wiz alternatives: Lacework FortiCNAPP, Microsoft Defender for Cloud, Orca Security, Prisma Cloud
Mistral SmallWiz alternatives: Microsoft Defender for Cloud
DeepSeek V4 FlashOrca Security alternatives: Microsoft Defender for Cloud, Wiz
Llama 4 MaverickWiz alternatives: Microsoft Defender for Cloud
Qwen 3.7 FlashWiz alternatives: Microsoft Defender for Cloud, Orca Security, Snyk
Kimi K2Microsoft Defender for Cloud, Orca Security alternatives: Wiz
GLM 4.7 FlashXWiz alternatives: Microsoft Defender for Cloud, Prisma Cloud, Uptycs
MiniMax M2.5Orca Security, Wiz alternatives: Prisma Cloud
GPT-6 LunaWiz alternatives: 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 fourteen points.
Prowler22%#2 of 11
AWS Security Hub9%#3 of 11
The full small business standing →
Mid-marketThe figures above
Prowler leads by ten points.
Prowler13%#4 of 13
AWS Security Hub3%#5 of 13
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Prowler0%#– of 9
AWS Security Hub0%#9 of 9
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. Six of six in this category shown.

“Open-source posture tools (like Prowler, ScoutSuite, or Steampipe) can be valuable for quick, targeted CLI audits. However, relying on unmaintained open-source projects for ongoing enterprise protection creates maintenance drift.” Gemini 3.5 Flash · negative prompt · soft negative
“Evaluate Prowler, accepting that your team will own more of the triage, integration, and operational work” Perplexity Sonar · paraphrase prompt · soft negative
“Requires substantially more internal engineering and operational ownership” Perplexity Sonar · direct prompt · soft negative
“The best cloud security posture management platform for a company with a limited budget is Prowler, which is a free, open-source tool” Llama 4 Maverick · budget prompt · first choice
“For a limited budget, start with open‑source tools (Prowler or ScoutSuite) to cover the basics at no cost.” GLM 4.7 FlashX · budget prompt · first choice
“Prowler (*Best Overall Open-Source CSPM*) ... 100% free, multi-cloud, ready-to-use compliance frameworks.” Gemini 3.5 Flash · 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. Six of eight in this category shown.

“repeatedly called "extremely basic" ... Fine as a supplement, not a primary CSPM” DeepSeek V4 Flash · negative prompt · hard negative
“Native services like AWS Security Hub, Microsoft Defender for Cloud, or Google Cloud Security Command Center... they often perform poorly when forced to manage multi-cloud environments.” Gemini 3.5 Flash · negative prompt · soft negative
“Why to Be Cautious: While excellent for AWS-native compliance, its ability to monitor Azure or GCP resources is significantly weaker” Qwen 3.7 Flash · negative prompt · soft negative
“AWS Security Hub CSPM is usually the best value if you're mostly on AWS” GPT-5.4 mini · budget prompt · first choice
“AWS-first: AWS Security Hub CSPM is the strongest starting point” Perplexity Sonar · budget prompt · first choice
“Free tier available for basic usage; Security Hub aggregates findings from other AWS services with compliance checks.” Grok 4.20 · budget prompt · alternative
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.