# APX Labs Arsenal (Cipher & Niro) vs Raven Runtime AI Agents: side-by-side comparison (2026) [APX Labs Arsenal (Cipher & Niro)](https://cybersectools.com/tools/apx-labs-arsenal-cipher-and-niro) is a commercial [penetration testing](https://cybersectools.com/categories/pentesting-tools) solution by [APX Labs](https://cybersectools.com/companies/apx-labs). [Raven Runtime AI Agents](https://cybersectools.com/tools/raven-runtime-ai-agents) is a commercial [agentic AI security](https://cybersectools.com/categories/agentic-ai-security) solution by [Raven](https://cybersectools.com/companies/raven). Features, integrations, deployment and the company behind each one, side by side. ## Side-by-side comparison | | APX Labs Arsenal (Cipher & Niro) | Raven Runtime AI Agents | |---|---|---| | Pricing model | Commercial | Commercial | | Category | Penetration Testing | Agentic AI Security | | Verified | No | No | | Deployment type | Cloud | On-Premises | | Company size fit | Startup, SMB, Mid-Market, Enterprise | Mid-Market, Enterprise | | Company | APX Labs | Raven | | Headquarters | – | – | ### Use cases and capabilities | | APX Labs Arsenal (Cipher & Niro) | Raven Runtime AI Agents | |---|---|---| | AI Pentesting | Yes | – | | DAST | Yes | – | | CI/CD | Yes | – | | Penetration Testing Framework | Yes | – | | Vulnerability | Yes | – | | Exploit Development | Yes | – | | DevSecOps | Yes | – | | Continuous Testing | Yes | – | | App Security | Yes | – | | Red Team | Yes | – | | Agentic AI Security | – | Yes | | Runtime Security | – | Yes | | Shadow AI | – | Yes | | AI Observability | – | Yes | | AI Governance | – | Yes | | LLM Security | – | Yes | | Observability | – | Yes | | Visibility | – | Yes | | Policy | – | Yes | | Instrumentation | – | Yes | ### Core features **APX Labs Arsenal (Cipher & Niro)** 10 features listed. Sign in on the page to see them. **Raven Runtime AI Agents** 7 features listed. Sign in on the page to see them. ### Integrations **APX Labs Arsenal (Cipher & Niro)** 3 integrations listed. Sign in on the page to see them. **Raven Runtime AI Agents** 1 integration 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. - [APX Labs Arsenal (Cipher & Niro)](https://cybersectools.com/tools/apx-labs-arsenal-cipher-and-niro) fits if you want a cloud product and you are a startup or a small business. - [Raven Runtime AI Agents](https://cybersectools.com/tools/raven-runtime-ai-agents) fits if you need to run it on your own servers. ## APX Labs Arsenal (Cipher & Niro) vs Raven Runtime AI Agents FAQ Common questions when comparing APX Labs Arsenal (Cipher & Niro) vs Raven Runtime AI Agents for penetration testing. ### What is the difference between APX Labs Arsenal (Cipher & Niro) and Raven Runtime AI Agents? **APX Labs Arsenal (Cipher & Niro)**: AI-driven pentest suite: Cipher tests live apps, Niro secures PRs in CI/CD. Built by APX Labs. **Raven Runtime AI Agents**: Runtime platform to discover, monitor, and control AI agents in production apps. Built by Raven. The table above shows where their features, integrations, deployment and company size fit differ. ### Who makes APX Labs Arsenal (Cipher & Niro) and Raven Runtime AI Agents? **APX Labs Arsenal (Cipher & Niro)** is made by APX Labs. **Raven Runtime AI Agents** is made by Raven. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit. ### Is APX Labs Arsenal (Cipher & Niro) a good alternative to Raven Runtime AI Agents? In part. APX Labs Arsenal (Cipher & Niro) and Raven Runtime AI Agents are not in the same category on CybersecTools. Use the table above to see where features, deployment and company size fit differ. ## Related comparisons - [APX Labs Arsenal (Cipher & Niro) vs Tenzai](https://cybersectools.com/compare/apx-labs-arsenal-cipher-and-niro-vs-tenzai) - [APX Labs Arsenal (Cipher & Niro) vs Parameter Pentesting](https://cybersectools.com/compare/apx-labs-arsenal-cipher-and-niro-vs-parameter-pentesting) - [APX Labs Arsenal (Cipher & Niro) vs RunSybil](https://cybersectools.com/compare/apx-labs-arsenal-cipher-and-niro-vs-runsybil) - [Raven Runtime AI Agents vs Tenzai](https://cybersectools.com/compare/raven-runtime-ai-agents-vs-tenzai) - [Raven Runtime AI Agents vs Parameter Pentesting](https://cybersectools.com/compare/parameter-pentesting-vs-raven-runtime-ai-agents) - [Raven Runtime AI Agents vs RunSybil](https://cybersectools.com/compare/raven-runtime-ai-agents-vs-runsybil) ## Alternatives to each - [See all APX Labs Arsenal (Cipher & Niro) alternatives](https://cybersectools.com/alternatives/apx-labs-arsenal-cipher-and-niro) - [See all Raven Runtime AI Agents alternatives](https://cybersectools.com/alternatives/raven-runtime-ai-agents) --- Source: https://cybersectools.com/compare/apx-labs-arsenal-cipher-and-niro-vs-raven-runtime-ai-agents For AI agents: each product above has its own Markdown page (add .md to its URL, for example https://cybersectools.com/tools/apx-labs-arsenal-cipher-and-niro.md). Every CybersecTools shortlist is listed at https://cybersectools.com/shortlists.md. More on APX Labs Arsenal (Cipher & Niro) and Raven Runtime AI Agents: 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