Confident AI

What it is for

Confident AI is a hosted LLM eval desk (the company behind DeepEval): run unit/regression tests, version prompts, then watch the same metrics on production traces. Use it when the job is score the app before it ships, not when you need a general chat seat.

What makes it unique: the cover is Confident AI’s own homepage Arena workspace — Evaluate / Trace / Monitor tabs, two OpenAI contexts, and Run experiment — not a pricing card.

Key features

• Unit / regression tests — DeepEval metrics on a dataset before a prompt ships (confident-ai.com; pricing “LLM unit and regression testing”). A test harness, not a chat.
• Tracing — production spans you keep (Free 1 GB-month; then $1 / GB-month). A log, not a test.
• Prompt versioning — label and gate a prompt; Team adds git-style branches / PRs (pricing Prompt management). A CMS, not an eval run.
• Cloud datasets — goldens you edit on the platform; auto-curate from traces (Starter+). A shelf, not a metric.
• Annotation queues — humans score traces and test cases (Starter “Annotation queues”). People, not a grader.

Chat simulations and G-Eval custom metrics sit on the same eval stream. Project API / SDKs are install / SDK. GB-months of traces are the meter. Model names are SKU.

Who it's for

Best fit: AI teams who will pay Starter so more than 5 test runs a week and 1 GB-month of traces sit on one project.

Pricing

Verified 2026-10-22 (Asia/Shanghai) from confident-ai.com/pricing. Cards printed per month.

• Free — $0 forever. 2 seats; 1 project; 5 test runs / week; 1 GB-month of traces (extra dropped). Full unit/regression suite, tracing, prompt versioning, cloud datasets.
• Starter — $200/month. Unlimited seats; 5 projects; 5 GB-months of traces then $1 / GB-month; no-code evals; online evals; annotation queues; chat simulations; project API.
• Team — $2,000/month. Unlimited projects; 75 GB-months then $1 / GB-month; metric/dataset versioning; git prompt workflows; custom RBAC; SOC 2; dedicated support.
• Enterprise — custom. On-prem; HIPAA; custom residency; unlimited traces; red-teaming module.

FAQ: Starter and Team are billed per organization. Annual discounts exist — contact sales; we copy the monthly cards we opened.

Limitations / costs

• Free is 5 test runs a week + 1 GB-month. Starter is the first unlimited-run card.
• $200 / $2,000 are monthly org cards. Confirm annual checkout if you want a yearly dollar.
• Eval desk, not a prompt CMS-first registry. For ship-without-redeploy prompts, see PromptLayer.

Alternatives

• LangSmith — LangChain’s trace + eval desk.
• Braintrust — eval-first when you already live there.
• Langfuse — open-source observability.

Official tutorial

Official Confident AI / DeepEval channel exists. Feature explainers are not treated as a first-hour product walkthrough unless oEmbed author is first-party and the title is getting-started. Use written DeepEval docs plus Pricing.

Website

https://www.confident-ai.com

Source

Catalog row curated for AI Tools Nav. Cover is Confident AI’s official homepage Arena workspace (two OpenAI contexts + Run experiment). Dollars checked on confident-ai.com/pricing (Free $0; Starter $200; Team $2,000 / mo). No getting-started embed.

Last verified

2026-10-22 (Asia/Shanghai) editorial check.