HumanLayer VS Prowler
Compare HumanLayer VS Prowler, what is the difference between HumanLayer and Prowler?
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Summarize
HumanLayer summarize
HumanLayer is an API and SDK that enables tool-calling AI Agents to contact humans for help, feedback, and approvals.
HumanLayer Landing Page
Prowler summarize
Prowler brings open-source cloud security into the agentic era. It combines deterministic, auditable security checks with AI-powered investigation, prioritization, reporting, and remediation. Prowler supports AWS, Azure, GCP, Kubernetes, Microsoft 365, GitHub, IaC and more, with thousands of checks, compliance mappings and attack paths, plus Lighthouse AI, MCP support and advanced compliance workflows. Connect your agent now to start defending your cloud at cloud.prowler.com.
Prowler Landing Page
Compare Details
HumanLayer details
| Categories | AI Agent, AI API, AI Developer Tools, AI Workflow, Large Language Models (LLMs) |
| HumanLayer Website | https://humanlayer.dev?utm_source=toolify |
| Added Time | December 07 2024 |
| HumanLayer Pricing | -- |
Prowler details
| Categories | AI Agent |
| Prowler Website | https://prowler.com?utm_source=toolify |
| Added Time | September 24 2026 |
| Prowler Pricing | -- |
Comparison of usage
How to use HumanLayer?
Integrate the HumanLayer SDK into your AI agent workflow. Use the @hl.require_approval() decorator to block function calls requiring human oversight. Contact humans through various channels and route approvals to specific teams or individuals.
How to use Prowler?
Choose Prowler OSS, Prowler Cloud, or Prowler Private Cloud. Connect the cloud accounts, services, repositories, or environments you want to assess, then run scans to discover security findings. Review prioritized risks, compliance status, and attack paths in the platform; use Lighthouse AI or MCP-connected agents to investigate, triage, report, and guide remediation. Prowler Cloud users can start with a free trial that includes one scan for one cloud account.
Compare Pros between HumanLayer and Prowler
Core features of HumanLayer
- Require Human Approval for Function Calls
- OmniChannel Contact (Slack, Email, Discord)
- Advanced Approval Workflows with Escalations and Timeouts
- Human as Tool (hl.human_as_tool())
- Granular Routing of Approvals
- LLM and Framework Agnostic
Core features of Prowler
- Security posture scanning across cloud providers, Kubernetes, SaaS services, and infrastructure as code
- Thousands of security checks with compliance mappings and automated evidence collection
- Risk prioritization, finding triage, and attack-path analysis
- Lighthouse AI for investigation, reporting, and guided remediation
- Remote MCP Server for connecting AI agents to Prowler features
- Custom checks, policies, scan schedules, muting rules, and role-based access controls
- Dashboards, reports, exports, API access, CLI integration, and CI/CD workflows
- Managed SaaS, open-source, and private-cloud deployment options
Compare Use Cases
Use cases for HumanLayer
- AI agents requiring human approval for critical decisions.
- Workflows needing human feedback to improve agent performance.
- Agentic AI workflows that need human oversight for production-grade reliability.
- Automated lead generation with human feedback on lead quality.
Use cases for Prowler
- Assess cloud accounts for misconfigurations and prioritize the findings that matter most
- Monitor cloud environments against CIS, GDPR, NIST, SOC 2, and custom compliance frameworks
- Use an AI agent connected through MCP to investigate findings and guide remediation
- Scan infrastructure-as-code and publish security results in CI/CD workflows
- Manage security posture across multiple cloud providers and Kubernetes environments
- Provide multi-tenant cloud security services for customers as an MSP or MSSP
Different Plan between HumanLayer and Prowler
HumanLayer
$0/month
Free forever for Hackers and Tinkerers. Works with all popular frameworks. 100 operations/month. Pay as you go ($20/200 addt'l). Send to Slack, Email, Discord. Up to 10 active users. Limited Data Retention.
$500/month
Collaborate and scale. Remove HumanLayer Branding (BYO app/keys). Includes 2000 operations/month ($18/200 add'l). Advanced Approval Workflows w/ Escalations and Timeouts. Learning and Auto Approvals. Channels for MSTeams, SMS, RCS. Priority Support. 180-day retention on feedback datasets export.
Custom
Deploy into your Private VPC or on-prem. RBAC and SSO support. Volume discounts. Custom notification channels. Expert Advice on custom-built agents for sales, marketing, hiring, and more.
Prowler
Free
Open-source edition. Feature availability depends on the edition comparison; community support is included.
$99 per cloud provider account per month
Includes up to 50,000 resources per scan combined across cloud accounts. Additional resources cost $0.30 per resource per month.
$79 per cloud provider account per month, billed annually
Includes up to 50,000 resources per scan combined across cloud accounts. Additional resources cost $0.24 per resource per month.
Custom pricing
For large organizations, with private deployment, custom providers and policies, integrations, onboarding, and enterprise support.
Contact for pricing
Includes multi-tenant customer management, consolidated billing, partner resources, and enterprise support.
HumanLayer's traffic
HumanLayer is the one with 89.3K monthly visits and 00:00:34 Avg.visit duration. HumanLayer has a Page per visit of 1.77 and a bounce rate of 47.10%.
Visit Over Time
| Monthly Visits | 89.3K |
| Avg·visit Duration | 00:00:34 |
| Page per Visit | 1.77 |
| Bounce Rate | 47.10% |
Prowler's traffic
Prowler is the one with 30.7K monthly visits and 00:00:27 Avg.visit duration. Prowler has a Page per visit of 1.98 and a bounce rate of 38.09%.
Visit Over Time
| Monthly Visits | 30.7K |
| Avg·visit Duration | 00:00:27 |
| Page per Visit | 1.98 |
| Bounce Rate | 38.09% |
Geography
The top 5 countries/regions for HumanLayer are:United States 21.98%, Germany 6.90%, India 4.43%, Indonesia 3.45%, Australia 3.39%
Top 5 Countries/regions
 | 21.98% |
 | 6.90% |
 | 4.43% |
 | 3.45% |
 | 3.39% |
Geography
The top 5 countries/regions for Prowler are:India 21.08%, United States 17.11%, Spain 9.63%, Australia 6.86%, Indonesia 5.73%
Top 5 Countries/regions
| 21.08% |
| 17.11% |
 | 9.63% |
| 6.86% |
| 5.73% |
Traffic Sources
The 6 main sources of traffic to HumanLayer are:vs_sourcesSearchOrganic 38.85%, Direct 33.71%, Referrals 18.96%, vs_sourcesSocialOrganic 6.75%, vs_sourcesGenAi 1.58%, Mail 0.15%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%
vs_sourcesSearchOrganic | 38.85% |
Direct | 33.71% |
Referrals | 18.96% |
vs_sourcesSocialOrganic | 6.75% |
vs_sourcesGenAi | 1.58% |
Mail | 0.15% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
vs_sourcesSocialPaid | 0.00% |
Traffic Sources
The 6 main sources of traffic to Prowler are:Direct 39.86%, vs_sourcesSearchOrganic 32.90%, Referrals 10.47%, vs_sourcesSocialOrganic 5.69%, Mail 2.84%, vs_sourcesDisplayAds 2.81%, vs_sourcesGenAi 1.64%, vs_sourcesSearchPaid 1.57%, vs_sourcesAffiliate 1.55%, vs_sourcesSocialPaid 0.68%
Direct | 39.86% |
vs_sourcesSearchOrganic | 32.90% |
Referrals | 10.47% |
vs_sourcesSocialOrganic | 5.69% |
Mail | 2.84% |
vs_sourcesDisplayAds | 2.81% |
vs_sourcesGenAi | 1.64% |
vs_sourcesSearchPaid | 1.57% |
vs_sourcesAffiliate | 1.55% |
vs_sourcesSocialPaid | 0.68% |
Which is better: HumanLayer or Prowler?
HumanLayer might be a bit more popular than Prowler.As you can see, HumanLayer has 89.3K monthly visits, while Prowler has 30.7K monthly visits. So more people choose HumanLayer. So the odds are that people will recommend HumanLayer more on social platforms.
HumanLayer has an Avg.visit duration of 00:00:34, while Prowler has an Avg.visit duration of 00:00:27. Also, HumanLayer has a page per visit of 1.77 and a Bounce Rate of 47.10%. Prowler has a page per visit of 1.98 and a Bounce Rate of 38.09%.
The main users of HumanLayer are United States, Germany, India, Indonesia, Australia, with the following distribution: 21.98%, 6.90%, 4.43%, 3.45%, 3.39%.
The main users of Prowler are India, United States, Spain, Australia, Indonesia, with the following distribution: 21.08%, 17.11%, 9.63%, 6.86%, 5.73%.
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