# Confident Security vs Traceable API Security: side-by-side comparison (2026)

[Confident Security](https://cybersectools.com/tools/confident-security) is a commercial [LLM guardrails](https://cybersectools.com/categories/llm-guardrails) solution by [Confident Security](https://cybersectools.com/companies/confident-security). [Traceable API Security](https://cybersectools.com/tools/traceable-appsec) is a commercial [API security](https://cybersectools.com/categories/api-security) solution by [Harness](https://cybersectools.com/companies/harness). Features, integrations, deployment and the company behind each one, side by side.

## Our take

What our shortlists say about the one we picked.

### [Traceable API Security](https://cybersectools.com/tools/traceable-appsec)

Best for: AppSec teams covering APIs from code to runtime

Traceable belongs here if you want API testing in development and runtime protection from one vendor, with the activity data kept for later hunts. It runs in the cloud and is built for microservice and container estates. Since Harness now owns it, ask how the product will develop under its new owner before you sign a long contract.

From [Best API Security Solutions for Business](https://cybersectools.com/shortlists/best-api-security-solutions), Fall 2026.

Reviewed by [Nika (Nikoloz) Kokhreidze](https://cybersectools.com/about).

## Side-by-side comparison

| | Confident Security | Traceable API Security |
|---|---|---|
| Pricing model | Commercial | Commercial |
| Category | LLM Guardrails | API Security |
| Verified | No | No |
| Deployment type | Cloud | Cloud |
| Company size fit | Mid-Market, Enterprise | SMB, Mid-Market, Enterprise |
| Company | Confident Security | Harness |
| Headquarters | – | – |

### Use cases and capabilities

| | Confident Security | Traceable API Security |
|---|---|---|
| LLM Security | Yes | – |
| LLM Guardrails | Yes | – |
| AI Firewall | Yes | – |
| AI Gateway | Yes | – |
| Prompt Injection | Yes | – |
| Shadow AI | Yes | – |
| AI Governance | Yes | – |
| AI DLP | Yes | – |
| AI Observability | Yes | – |
| GenAI Security | Yes | – |
| OWASP | – | Yes |

### Core features

**Confident Security**

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

**Traceable API Security**

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

### Integrations

**Confident Security**

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

**Traceable API Security**

5 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.

- [Traceable API Security](https://cybersectools.com/tools/traceable-appsec) fits if you are a small business.

## Confident Security vs Traceable API Security FAQ

Common questions when comparing Confident Security vs Traceable API Security for LLM guardrails.

### What is the difference between Confident Security and Traceable API Security?

**Confident Security**: Platform for securing, governing, and monitoring AI/LLM deployments. Built by Confident Security.

**Traceable API Security**: Platform for API & app security with discovery, testing, and protection. Built by Harness.

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

### Who makes Confident Security and Traceable API Security?

**Confident Security** is made by Confident Security. **Traceable API Security** is made by Harness. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.

### Is Confident Security a good alternative to Traceable API Security?

In part. Confident Security and Traceable API Security are not in the same category on CybersecTools. Use the table above to see where features, deployment and company size fit differ.

## Related comparisons

- [Confident Security vs AI Security Gateway™](https://cybersectools.com/compare/ai-security-gatewaytm-vs-confident-security)
- [Confident Security vs PointGuard AI Intelligent Guardrails](https://cybersectools.com/compare/confident-security-vs-pointguard-ai-intelligent-guardrails)
- [Confident Security vs SlashLLM](https://cybersectools.com/compare/confident-security-vs-slashllm)
- [Traceable API Security vs AI Security Gateway™](https://cybersectools.com/compare/ai-security-gatewaytm-vs-traceable-appsec)
- [Traceable API Security vs PointGuard AI Intelligent Guardrails](https://cybersectools.com/compare/pointguard-ai-intelligent-guardrails-vs-traceable-appsec)
- [Traceable API Security vs SlashLLM](https://cybersectools.com/compare/slashllm-vs-traceable-appsec)

## Alternatives to each

- [See all Confident Security alternatives](https://cybersectools.com/alternatives/confident-security)
- [See all Traceable API Security alternatives](https://cybersectools.com/alternatives/traceable-appsec)

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Source: https://cybersectools.com/compare/confident-security-vs-traceable-appsec

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More on Confident Security and Traceable API Security: 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