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HumanLayer VS Prowler

Compare HumanLayer VS Prowler, ¿cuál es la diferencia entre HumanLayer y Prowler?

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Resumir

HumanLayer resumir

HumanLayer is an API and SDK that enables tool-calling AI Agents to contact humans for help, feedback, and approvals.

Página de destino de HumanLayer

Prowler resumir

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.

Página de destino de Prowler

Comparar detalles

detalles de HumanLayer

Categorías Agencia AI, API de AI, Herramientas de IA para Desarrolladores, Flujo de trabajo AI, Modelos de Lenguaje Grandes LLMs
Sitio web de HumanLayer https://humanlayer.dev?utm_source=toolify
Tiempo agregado Diciembre 07 2024
Precios de HumanLayer --

detalles de Prowler

Categorías Agencia AI
Sitio web de Prowler https://prowler.com?utm_source=toolify
Tiempo agregado Septiembre 24 2026
Precios de Prowler --

Comparación de uso

¿Cómo usar 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.

¿Cómo usar 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.

Comparar Pros entre HumanLayer y Prowler

Características principales de 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

Características principales de 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

Comparar casos de uso

Casos de uso para 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.

Casos de uso para 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

Plan diferente entre HumanLayer y Prowler

HumanLayer

Starter

$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.

Premium

$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.

Enterprise

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

Prowler OSS

Free

Open-source edition. Feature availability depends on the edition comparison; community support is included.

Prowler Cloud - Monthly

$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.

Prowler Cloud - Annual

$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.

Prowler Private Cloud

Custom pricing

For large organizations, with private deployment, custom providers and policies, integrations, onboarding, and enterprise support.

Prowler for MSPs/MSSPs

Contact for pricing

Includes multi-tenant customer management, consolidated billing, partner resources, and enterprise support.

Comparar tráfico/visitantes mensuales

Tráfico de HumanLayer

HumanLayer es el que tiene 95.9K visitas mensuales y 00:00:33 Promedio de duración de la visita. HumanLayer tiene una página por visita de 1.95 y una tasa de rebote de 43.22%.

Tráfico más reciente

Visitas mensuales 95.9K
Duración media de la visita 00:00:33
Páginas por visita 1.95
Tasa de rebote 43.22%
Aug 2024 - Sep 2026 Todo el tráfico:

Tráfico de Prowler

Prowler es el que tiene 38.2K visitas mensuales y 00:00:52 Promedio de duración de la visita. Prowler tiene una página por visita de 2.15 y una tasa de rebote de 38.30%.

Tráfico más reciente

Visitas mensuales 38.2K
Duración media de la visita 00:00:52
Páginas por visita 2.15
Tasa de rebote 38.30%
Jun 2026 - Sep 2026 Todo el tráfico:

Tráfico geográfico

Los principales 5 países/regiones para HumanLayer son:United States 21.44%, Germany 7.56%, India 6.70%, Singapore 3.97%, South Korea 3.92%

Top 5 Países/regiones

United States
21.44%
Germany
7.56%
India
6.70%
Singapore
3.97%
South Korea
3.92%

Tráfico geográfico

Los principales 5 países/regiones para Prowler son:Vietnam 32.92%, India 16.91%, United States 7.80%, Spain 7.25%, Brazil 6.17%

Top 5 Países/regiones

Vietnam
32.92%
India
16.91%
United States
7.80%
Spain
7.25%
Brazil
6.17%

Fuentes de tráfico

Las 6 principales fuentes de tráfico a HumanLayer son:vs_sourcesSearchOrganic 40.75%, Directo 35.65%, Referidos 11.50%, vs_sourcesSocialOrganic 9.29%, vs_sourcesGenAi 2.23%, vs_sourcesSearchPaid 0.33%, Correo 0.25%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSocialPaid 0.00%

vs_sourcesSearchOrganic
40.75%
Directo
35.65%
Referidos
11.50%
vs_sourcesSocialOrganic
9.29%
vs_sourcesGenAi
2.23%
vs_sourcesSearchPaid
0.33%
Correo
0.25%
vs_sourcesAffiliate
0.00%
vs_sourcesDisplayAds
0.00%
vs_sourcesSocialPaid
0.00%
Aug 2024 - Sep 2026 Sólo dispositivos de sobremesa

Fuentes de tráfico

Las 6 principales fuentes de tráfico a Prowler son:Directo 41.50%, vs_sourcesSearchOrganic 32.57%, Referidos 10.45%, vs_sourcesSocialOrganic 5.72%, Correo 2.62%, vs_sourcesDisplayAds 2.42%, vs_sourcesSearchPaid 1.43%, vs_sourcesGenAi 1.42%, vs_sourcesAffiliate 1.21%, vs_sourcesSocialPaid 0.66%

Directo
41.50%
vs_sourcesSearchOrganic
32.57%
Referidos
10.45%
vs_sourcesSocialOrganic
5.72%
Correo
2.62%
vs_sourcesDisplayAds
2.42%
vs_sourcesSearchPaid
1.43%
vs_sourcesGenAi
1.42%
vs_sourcesAffiliate
1.21%
vs_sourcesSocialPaid
0.66%
Jun 2026 - Sep 2026 Sólo dispositivos de sobremesa

¿Qué es mejor: HumanLayer o Prowler?

HumanLayer podría ser un poco más popular que Prowler. Como puede ver, HumanLayer tiene 95.9K visitas mensuales, mientras que Prowler tiene 38.2K visitas mensuales. Entonces, más personas eligen HumanLayer. Entonces, lo más probable es que las personas recomienden HumanLayer más en las plataformas sociales.

HumanLayer tiene una duración promedio de visita de 00:00:33, mientras que Prowler tiene una duración promedio de visita de 00:00:52. Además, HumanLayer tiene una página por visita de 1.95 y una tasa de rebote de 43.22%. Prowler tiene una página por visita de 2.15 y una tasa de rebote de 38.30%.

Los principales usuarios de HumanLayer son United States, Germany, India, Singapore, South Korea, con la siguiente distribución: 21.44%, 7.56%, 6.70%, 3.97%, 3.92%.

Los principales usuarios de Prowler son Vietnam, India, United States, Spain, Brazil, con la siguiente distribución: 32.92%, 16.91%, 7.80%, 7.25%, 6.17%.

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