# Novee AI Pentesting vs Willow: side-by-side comparison (2026)

[Novee AI Pentesting](https://cybersectools.com/tools/novee-ai-pentesting) is a commercial [penetration testing](https://cybersectools.com/categories/pentesting-tools) solution by [Novee Security](https://cybersectools.com/companies/novee). [Willow](https://cybersectools.com/tools/willow) is a commercial [agentic AI security](https://cybersectools.com/categories/agentic-ai-security) solution by [Willow](https://cybersectools.com/companies/willow). Features, integrations, deployment and the company behind each one, side by side.

## Side-by-side comparison

| | Novee AI Pentesting | Willow |
|---|---|---|
| Pricing model | Commercial | Commercial |
| Category | Penetration Testing | Agentic AI Security |
| Verified | No | No |
| Deployment type | Cloud | Hybrid |
| Company size fit | SMB, Mid-Market, Enterprise | SMB, Mid-Market, Enterprise |
| Company | Novee Security | Willow |
| Headquarters | – | – |

### Use cases and capabilities

| | Novee AI Pentesting | Willow |
|---|---|---|
| AI Pentesting | Yes | – |
| Continuous Testing | Yes | – |
| Black Box Testing | Yes | – |
| DAST | Yes | – |
| Vulnerability | Yes | – |
| Exploit Development | Yes | – |
| Web Security | Yes | – |
| Red Team | Yes | – |
| VAPT | Yes | – |
| Security Validation | Yes | – |
| Agentic AI Security | – | Yes |
| AI Governance | – | Yes |
| MCP Security | – | Yes |
| Non-Human Identity | – | Yes |
| Shadow AI | – | Yes |
| AI Observability | – | Yes |
| LLM Security | – | Yes |
| RBAC | – | Yes |
| Zero Trust Architecture | – | Yes |

### Core features

**Novee AI Pentesting**

10 features listed. Sign in on the page to see them.

**Willow**

10 features listed. Sign in on the page to see them.

### Integrations

**Novee AI Pentesting**

No integrations listed.

**Willow**

7 integrations listed. Sign in on the page to see them.

## Which one fits you

Based on what each listing shows: deployment, company size, price and open source.

- [Novee AI Pentesting](https://cybersectools.com/tools/novee-ai-pentesting) fits if you want a cloud product.
- [Willow](https://cybersectools.com/tools/willow) fits if you need both cloud and on-premises options.

## Novee AI Pentesting vs Willow FAQ

Common questions when comparing Novee AI Pentesting vs Willow for penetration testing.

### What is the difference between Novee AI Pentesting and Willow?

**Novee AI Pentesting**: AI-driven continuous penetration testing platform with automated remediation. Built by Novee Security.

**Willow**: Control plane for governing enterprise AI agent identity, access, and actions. Built by Willow.

The table above shows where their features, integrations, deployment and company size fit differ.

### Who makes Novee AI Pentesting and Willow?

**Novee AI Pentesting** is made by Novee Security. **Willow** is made by Willow. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.

### Is Novee AI Pentesting a good alternative to Willow?

In part. Novee AI Pentesting and Willow are not in the same category on CybersecTools. Use the table above to see where features, deployment and company size fit differ.

## Related comparisons

- [Novee AI Pentesting vs APX Labs Cipher XBOW Validation Benchmark](https://cybersectools.com/compare/apx-labs-cipher-xbow-validation-benchmark-vs-novee-ai-pentesting)
- [Novee AI Pentesting vs Parameter Pentesting](https://cybersectools.com/compare/novee-ai-pentesting-vs-parameter-pentesting)
- [Novee AI Pentesting vs Autonomous Penetration Testing Tool](https://cybersectools.com/compare/autonomous-penetration-testing-tool-vs-novee-ai-pentesting)
- [Willow vs APX Labs Cipher XBOW Validation Benchmark](https://cybersectools.com/compare/apx-labs-cipher-xbow-validation-benchmark-vs-willow)
- [Willow vs Parameter Pentesting](https://cybersectools.com/compare/parameter-pentesting-vs-willow)
- [Willow vs Autonomous Penetration Testing Tool](https://cybersectools.com/compare/autonomous-penetration-testing-tool-vs-willow)

## Alternatives to each

- [See all Novee AI Pentesting alternatives](https://cybersectools.com/alternatives/novee-ai-pentesting)
- [See all Willow alternatives](https://cybersectools.com/alternatives/willow)

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Source: https://cybersectools.com/compare/novee-ai-pentesting-vs-willow

For AI agents: each product above has its own Markdown page (add .md to its URL, for example https://cybersectools.com/tools/novee-ai-pentesting.md). Every CybersecTools shortlist is listed at https://cybersectools.com/shortlists.md.

More on Novee AI Pentesting and Willow: funding, momentum, hiring and news, plus the full product and company record, are available through the Mandos MCP Server (paid plans), which connects to AI assistants: https://mandos.io/mcp?utm_source=cybersectools.com&utm_medium=compare-md