Based only on the facts in our directory. The right pick still depends on the job you need done.
Lower starting price
Not comparable
Not comparable: Arize does not list a price
Free plan
Braintrust
Only Braintrust has one
Higher rating
Tie
4.2 against 4.2
Same job?
Yes
Both are AI Infrastructure & Agent Tooling tools
Side by side
Compared on
Arize
Braintrust
Our rating
4.2
4.2
Starts at
Not listed
$249/mo
Free plan
No
YesBetter
Category
AI Infrastructure & Agent Tooling
AI Infrastructure & Agent Tooling
Plans
See pricing
From $249/mo
Key features
Started in traditional ML drift and performance monitoring before expanding to LLMs
Open-source Arize Phoenix framework for generative AI observability
LLM evaluation and prompt versioning through a Prompt Hub
Tracing built for multi-step, conversational agent applications
$131M raised, valued at over $1 billion as of its February 2025 Series C
Evaluation-first platform, not just logging and tracing after the fact
Lets teams test and score AI product behavior before shipping
Tracing priced per GB for production observability
$80M Series B led by ICONIQ Capital in February 2026
Backed by Andreessen Horowitz, Greylock, and Elad Gil
Pros
Covers both traditional ML monitoring and generative AI evaluation in one platform
Open-source Phoenix framework gives a free, inspectable starting point before adopting the full platform
Billion-dollar valuation and $131M raised signal real staying power
Evaluation-first approach catches failures a pure logging tool would only surface after the fact
Strong-name investor backing signals real staying power in a crowded observability market
Simple two-tier pricing is easier to reason about than usage-based competitors with many tiers
Cons
Enterprise pricing isn't published, so budgeting requires a sales conversation
Broad scope spanning classic ML and generative AI can mean more setup than a single-purpose LLM tool
Competes directly against well-funded peers like Braintrust and LangSmith in a crowded observability market
Jump from free straight to $249/month with no mid-tier option limits gradual scaling
Per-GB tracing costs require monitoring at high production volume
Newer entrant competing against more established observability platforms like Arize and LangSmith
Company
Arize AI, founded 2020
Braintrust, founded 2023
Prices come from each vendor's pricing page, last checked 20260808. Check the vendor before you buy.
FAQ
Questions people ask
Is Arize better than Braintrust?
In our reviews Arize scores 4.2 and Braintrust scores 4.2. The better pick depends on the job. Arize: Grew from traditional ML monitoring into a $1B+ AI engineering platform for evaluating agents in production. Braintrust: Raised an ICONIQ-led $80M Series B building the evaluation layer teams use to ship AI products with confidence.