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Confident AI vs Treo

See how their public offers line up before you choose your own position. Prices stay in the currency, billing schedule, and charged unit each vendor publishes.

USD · US · source: www.confident-ai.com

Plan Pricing Charged by Offer type
Free Forever — Free Forever
Free

$0

Seat · Limited to 2 user seats Standalone · Free
Starter — Starter Highlighted
USD 200 monthly

$200 / month

Seat · Unlimited user seats Standalone · Fixed
Team — Team
USD 2000 monthly

$2,000 / month

Seat · Unlimited user seats Standalone · Fixed

USD · US · source: treo.sh

Plan Pricing Charged by Offer type
Free
Free

$0

Flat · per month Standalone · Free
Vital
USD 75 / month with annual commitment

$75/month billed as $900/year

Flat · per month Standalone · Fixed
Pro Highlighted
USD 185 / month with annual commitment

$185/month billed as $2,220/year

Flat · per month Standalone · Fixed
Scale
USD 375 / month with annual commitment

$375/month billed as $4,500/year

Flat · per month Standalone · Fixed

What each plan includes

Feature names follow each vendor’s own pricing page, so verify the wording before treating them as exact equivalents.

Confident AI

Free Forever — Free Forever

Highlights

Full LLM unit and regression testing suite

Included

Highlights

Evals in development and CI/CD

Included

Highlights

LLM tracing

Included

Highlights

Prompt versioning

Included

Highlights

Datasets on the cloud

Included

Highlights

Community and documentation support

Included

Highlights

User seats

2

Limited

Highlights

Projects

1

Limited

Highlights

Test runs per week

5

Limited

Highlights

Trace spans

1 GB-month

Limited

Starter — Starter

Highlights

Everything in Free

Included

Highlights

No-code AI evaluation workflows

Included

Highlights

Custom evaluation metrics

Included

Highlights

Online evals and classifications on live traffic

Included

Highlights

Annotation queues & workflows

Included

Highlights

Chat simulations

Included

Highlights

Downstream observability workflows

Included

Highlights

Real-time alerting

Included

Highlights

Full Project API Access

Included

Highlights

User seats

Unlimited

Included

Highlights

Projects

Limited to 5 projects

Limited

Highlights

Trace spans included

5 GB-months

Included

Highlights

Trace spans overage

$1 per GB-month ingested or retained

Limited

Highlights

Token usage pricing

~$0.05/M input tokens and $0.40/M output tokens varies by model

Limited

Team — Team

Highlights

Everything in Starter

Included

Highlights

Metric & dataset versioning

Included

Highlights

Git-based prompt workflows

Included

Highlights

Custom RBAC

Included

Highlights

SOC2

Included

Highlights

SSO

Included

Highlights

Dedicated support channel

Included

Highlights

User seats

Unlimited

Included

Highlights

Projects

Unlimited

Included

Highlights

Trace spans included

75 GB-months

Included

Highlights

Trace spans overage

$1 per GB-month ingested or retained

Limited

Highlights

Token usage pricing

~$0.05/M input tokens and $0.40/M output tokens varies by model

Limited

Treo

Free

Plan card

CrUX pages

50

Included

Plan card

Sites

5

Included

Plan card

History

2 years

Included

Vital

Plan card

CrUX pages

1,000

Included

Plan card

Lighthouse pages

40

Included

Plan card

Team members

5

Included

Pro

Plan card

CrUX pages

5,000

Included

Plan card

Lighthouse pages

200

Included

Plan card

Team members

15

Included

Scale

Plan card

CrUX pages

20,000

Included

Plan card

Lighthouse pages

500

Included

Plan card

Team members

50

Included

How their prices changed

Each dated row shows the public prices observed when that vendor’s pricing page changed.

Confident AI

  1. Source
    • Free Forever — Free Forever: Free
    • Starter — Starter: USD 200 monthly
    • Team — Team: USD 2000 monthly

Treo

  1. Source
    • Free: Free
    • Vital: USD 75 / month with annual commitment
    • Pro: USD 185 / month with annual commitment
    • Scale: USD 375 / month with annual commitment