# Pebblo (Safe Agent/Safe Infer) vs Witness Control: side-by-side comparison (2026)

[Pebblo (Safe Agent/Safe Infer)](https://cybersectools.com/tools/pebblo-safe-agentsafe-infer) is a commercial [agentic AI security](https://cybersectools.com/categories/agentic-ai-security) solution by [Daxa.ai](https://cybersectools.com/companies/daxaai). [Witness Control](https://cybersectools.com/tools/witness-control) is a commercial [AI governance](https://cybersectools.com/categories/ai-governance) solution by [WitnessAI](https://cybersectools.com/companies/witnessai). Features, integrations, deployment and the company behind each one, side by side.

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## Side-by-side comparison

| | Pebblo (Safe Agent/Safe Infer) | Witness Control |
|---|---|---|
| Pricing model | Commercial | Commercial |
| Category | Agentic AI Security | AI Governance |
| Verified | No | No |
| Deployment type | Cloud | Cloud |
| Company size fit | SMB, Mid-Market, Enterprise | SMB, Mid-Market, Enterprise |
| Company | Daxa.ai | WitnessAI |
| Headquarters | – | – |

### Use cases and capabilities

| | Pebblo (Safe Agent/Safe Infer) | Witness Control |
|---|---|---|
| Generative AI | Yes | – |
| Least Privilege | Yes | – |
| Policy | – | Yes |

### Core features

**Pebblo (Safe Agent/Safe Infer)**

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

**Witness Control**

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

### Integrations

**Pebblo (Safe Agent/Safe Infer)**

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

**Witness Control**

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

## Pebblo (Safe Agent/Safe Infer) vs Witness Control FAQ

Common questions when comparing Pebblo (Safe Agent/Safe Infer) vs Witness Control for agentic AI security.

### What is the difference between Pebblo (Safe Agent/Safe Infer) and Witness Control?

**Pebblo (Safe Agent/Safe Infer)**: AI agent governance platform securing MCP traffic, prompts, and data access. Built by Daxa.ai.

**Witness Control**: AI security platform with guardrails, policy enforcement, and data redaction. Built by WitnessAI.

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

### Who makes Pebblo (Safe Agent/Safe Infer) and Witness Control?

**Pebblo (Safe Agent/Safe Infer)** is made by Daxa.ai. **Witness Control** is made by WitnessAI. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.

### Is Pebblo (Safe Agent/Safe Infer) a good alternative to Witness Control?

In part. Pebblo (Safe Agent/Safe Infer) and Witness Control are not in the same category on CybersecTools. Use the table above to see where features, deployment and company size fit differ.

## Related comparisons

- [Pebblo (Safe Agent/Safe Infer) vs Trustwise Harmony AI](https://cybersectools.com/compare/pebblo-safe-agentsafe-infer-vs-trustwise-harmony-ai)
- [Pebblo (Safe Agent/Safe Infer) vs Primary Agentic Control Plane](https://cybersectools.com/compare/pebblo-safe-agentsafe-infer-vs-primary-agentic-control-plane)
- [Pebblo (Safe Agent/Safe Infer) vs Natoma MCP Gateway](https://cybersectools.com/compare/natoma-mcp-gateway-vs-pebblo-safe-agentsafe-infer)
- [Witness Control vs Trustwise Harmony AI](https://cybersectools.com/compare/trustwise-harmony-ai-vs-witness-control)
- [Witness Control vs Primary Agentic Control Plane](https://cybersectools.com/compare/primary-agentic-control-plane-vs-witness-control)
- [Witness Control vs Natoma MCP Gateway](https://cybersectools.com/compare/natoma-mcp-gateway-vs-witness-control)

## Alternatives to each

- [See all Pebblo (Safe Agent/Safe Infer) alternatives](https://cybersectools.com/alternatives/pebblo-safe-agentsafe-infer)
- [See all Witness Control alternatives](https://cybersectools.com/alternatives/witness-control)

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Source: https://cybersectools.com/compare/pebblo-safe-agentsafe-infer-vs-witness-control

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More on Pebblo (Safe Agent/Safe Infer) and Witness Control: 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
