Confident AI logo

Confident AI

Enterprise AI evaluation and observability platform

Standardizes AI evals, observability, and red teaming across teams so you can catch issues before shipping.

AI developer platformsFreemiumllm evaluationobservabilityred teamingai governance
Confident AI homepage screenshot
Confident AI homepage (confident-ai.com), captured 2026-10-02

What is Confident AI?

Confident AI is a platform that helps enterprise teams standardize how they evaluate and monitor their AI systems. It brings evaluations, observability, red teaming, and AI governance into one place. The goal is to give every team a consistent quality bar, so product, QA, and engineering all work from the same source of truth.

You start by connecting your AI apps or LLM connections. Then you can run experiments comparing different prompts, models, or apps using datasets and metrics you create in the UI. The platform turns live traces into test cases, so you can validate performance and catch vulnerabilities before they reach production. You can also run red teaming assessments based on frameworks like the OWASP Top 10 for Agentic Applications.

Confident AI is built for industries where AI must be safe, not just useful. It suits product owners who want to iterate without waiting on engineers, QA leads who need to enforce quality standards, and engineers who need deep observability. The website mentions that over 500 leading AI companies trust the platform, and it claims to cut time to production from three months to three weeks.

Confident AI features

  • Standardized evals: Align every team to the same evaluation metrics and quality bar across your organization.
  • Experiments: Compare different AI apps, prompts, and models using datasets and metrics you create in the UI.
  • Red teaming: Run security assessments based on frameworks like OWASP Top 10 for Agentic Applications.
  • Observability: Turn live traces into test cases to monitor and validate AI behavior in production.
  • AI governance: Enforce consistent quality standards across product, QA, and engineering teams.

What you can do with Confident AI

  • Run experiments to compare prompts and models before shipping an AI feature.
  • Turn live traces into test cases to catch regressions early.
  • Run red teaming assessments to find vulnerabilities like prompt injection.
  • Standardize AI evaluation across multiple product teams in your company.

How to get started with Confident AI

  1. Sign up for a free account on Confident AI's website.
  2. Connect your AI app or LLM connection to the platform.
  3. Create datasets and metrics, then run experiments or red teaming assessments.

Tips for better results with Confident AI

  • Start by connecting your AI apps or LLM connections, then create datasets and metrics in the UI to run your first experiments comparing prompts or models.
  • Use Confident AI to turn live traces into test cases automatically, so you can catch regressions early without manually building test data from scratch.
  • Run red teaming assessments based on frameworks like OWASP Top 10 for Agentic Applications to find vulnerabilities like prompt injection before shipping.
  • Standardize your evaluation metrics across product, QA, and engineering teams in Confident AI so everyone works from the same quality bar and source of truth.

Confident AI pricing

Confident AI has a free way to start, with paid plans for heavier use. Check confident-ai.com for current limits and prices.

What to check before you rely on Confident AI

  • Check whether the free plan includes enough experiments, datasets, and traces for your workload, since the website does not list specific limits.
  • Verify if the platform supports your specific LLM connections and integrations, as the website does not enumerate all supported providers.
  • Confirm data privacy and security measures for your industry, since the website does not detail compliance certifications or data handling policies.

Who Confident AI is for

Confident AI suits product owners, QA leads, AI engineers and AI governance teams. If that is not you, the AI developer platforms below may fit better.

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Confident AI FAQ

What does Confident AI do?

Confident AI is an AI quality platform that standardizes evaluations, observability, and red teaming across teams. It helps you test prompts, compare models, and catch vulnerabilities before shipping.

Is Confident AI free?

The website offers a 'Try Now For Free' option, suggesting there is a free tier. It also lists a pricing page and a 'Book a Demo' option, so there are likely paid plans for enterprise use.

Who is Confident AI for?

It's built for enterprise teams, especially product owners, QA leads, and engineers who need to ensure AI safety and quality. It's also for industries where functional AI isn't enough—it must be safe.

Can I run red teaming with Confident AI?

Yes. Confident AI includes red teaming features with frameworks like the OWASP Top 10 for Agentic Applications. You can run assessments to test for vulnerabilities like prompt injection and jailbreaking.

What can Confident AI export or connect to?

Confident AI lets you connect your AI apps or LLM connections to start evaluating. The website does not list specific export formats or integrations beyond that. For details on supported connections or exports, check the Docs section on confident-ai.com.

Does Confident AI run on my device or is it cloud-based?

Confident AI is a platform you access through a web browser, as it offers sign-up and a demo on its site. The website does not mention offline or desktop apps. You can use it on any device with a browser, but check the Docs for system requirements if needed.

What does the free plan of Confident AI include?

Confident AI is freemium, and you can try it for free. The website does not specify what the free plan includes, such as limits on evals or features. To see the exact free tier details, visit the Pricing page on confident-ai.com.

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