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Confident AI

confident-ai.com

From $200/mo Free plan WebAPISelf-hosted
Visit confident-ai.com
Spec score 8.4 #5 of 29 in LLM Evaluation Tools

What it is

Confident AI is an AI quality platform for evaluating applications during development and monitoring them in production. Teams can experiment with prompts, models, and parameters, run automated regression evaluations in CI/CD, and assess results with more than 50 metrics. Production tracing records inputs, outputs, latency, tokens, and execution spans, while live alerts indicate declining quality. Red-team testing addresses safety vulnerabilities and adversarial attacks. The platform supports Python and TypeScript SDKs, OpenTelemetry, and more than 20 framework and gateway integrations. APIs cover prompt versioning, dataset creation, trace ingestion, project provisioning, and governance policies. It is available through web and API access, or can be self-hosted in AWS, Azure, or GCP using Docker; setup typically takes 1–2 weeks. The free plan includes two seats, one project, five weekly test runs, and 1 GB-month of trace spans. Paid plans start at $200 a month.

Spec sheet

Product
Confident AI is an AI Quality platform that provides development evaluations and production observability for reliable AI applications.Read 30 Sep 2026 · confident-ai.com
API
Every part of the platform is exposed through APIs for versioning prompts, building datasets, ingesting traces, provisioning projects, and assigning governance policies.Read 30 Sep 2026 · confident-ai.com
Integrations
Confident AI offers Python and TypeScript SDKs, OpenTelemetry, and more than 20 framework and gateway integrations.Read 30 Sep 2026 · confident-ai.com
Security
The documentation states that Confident AI is HIPAA compliant, offers SSO and customizable roles and permissions, and supports self-hosted deployment.Read 30 Sep 2026 · confident-ai.com
Alerting
The platform provides live alerting when AI quality degrades.Read 30 Sep 2026 · confident-ai.com
Authentication
The Confident API uses API keys with organization-level and project-level authentication.Read 30 Sep 2026 · confident-ai.com
Data protection
Confident AI states that data is encrypted at rest, protected by TLS in transit, and covered by SOC II and HIPAA compliance.Read 30 Sep 2026 · documentation.confident-ai.com
Evaluation
The platform supports prompt, model, and parameter experiments, automated CI/CD regression evaluations, and more than 50 metrics.Read 30 Sep 2026 · confident-ai.com
Free-tier retention
The data-handling documentation states that free-tier test-run and tracing data are retained for 14 days.Read 30 Sep 2026 · documentation.confident-ai.com
Integrations notifications
Project integrations can send evaluation-completion notifications to Slack, Discord, Teams, or email.Read 30 Sep 2026 · documentation.confident-ai.com
Observability
Confident AI traces AI executions with spans and captures inputs, outputs, latency, and tokens for production monitoring.Read 30 Sep 2026 · confident-ai.com
Red teaming
Confident AI provides red-team testing for safety vulnerabilities and adversarial attacks.Read 30 Sep 2026 · confident-ai.com
Self-hosting
Confident AI can be deployed in a customer's AWS, Azure, or GCP cloud via Docker and typically takes 1–2 weeks to set up.Read 30 Sep 2026 · confident-ai.com
Users
The platform is designed for engineers, QA teams, product managers, subject-matter experts, and annotators.Read 30 Sep 2026 · confident-ai.com

Plans and prices

Free Free Forever $0 2 user seats · 1 project · 5 test runs per week · 1 GB-month of trace spans Read 30 Sep 2026 · confident-ai.com
Starter $200 a month $200 / month Unlimited user seats · 5 projects · 5 GB-months of trace spans · $1 per additional GB-month · ~$0.05/M input tokens and $0.40/M output tokens Read 30 Sep 2026 · confident-ai.com
Team $2,000 a month $2,000 / month Unlimited user seats · Unlimited projects · 75 GB-months of trace spans · $1 per additional GB-month · ~$0.05/M input tokens and $0.40/M output tokens Read 30 Sep 2026 · confident-ai.com
Enterprise Priced on request Custom pricing Unlimited user seats · Unlimited projects · Unlimited GB-months of trace spans · Unlimited online eval metric runs/month Read 30 Sep 2026 · confident-ai.com

Every Confident AI plan and price →

Strong points and limits

Strong points

  • More than 50 evaluation metrics
  • CI/CD regression evaluations
  • Production traces and live alerts
  • Red-team safety testing
  • Python and TypeScript SDKs

Limits

  • Free-tier data retained 14 days
  • Free plan limited to two seats
  • Self-hosting typically takes 1–2 weeks
  • Paid plans start at $200 a month

Who it suits

It suits engineers, QA teams, product managers, subject-matter experts, and annotators responsible for AI quality and governance. Teams needing hosted or self-hosted deployment can choose between those models.

Verdict

Confident AI combines development evaluation, production observability, safety testing, and governance APIs. Its free plan provides a small starting allocation, while larger usage requires paid plans or self-hosting.

Where Specifiction places it

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