AgentOps vs Arize (2026): Pricing, Features & Which to Choose

Who comes out ahead

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
AgentOps
Only AgentOps 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	AgentOps	Arize
Our rating	4.2	4.2
Starts at	$40/mo	Not listed
Free plan	YesBetter	No
Category	AI Infrastructure & Agent Tooling	AI Infrastructure & Agent Tooling
Plans	From $40/mo	See pricing
Key features	Visual event timeline for every agent run Time-travel debugging to replay sessions step by step Cost tracking across 400+ LLMs and frameworks Failure and error detection with alerts Session and event export for audits	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
Pros	Open-source SDK under MIT license keeps core tracing free to self-host Broad framework support spans OpenAI, CrewAI, AutoGen, and LangChain Time-travel replay speeds up root-cause debugging on multi-step agents	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
Cons	Pro tier billing is usage-based, so costs climb fast for high-volume agents Dashboard targets engineers, with a learning curve for non-technical users Enterprise features like self-hosting sit behind custom-priced contracts	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
Company	AgentOps, founded 2023	Arize AI, founded 2020

Prices come from each vendor's pricing page, last checked 20260807. Check the vendor before you buy.

FAQ

Questions people ask

Is AgentOps better than Arize?

In our reviews AgentOps scores 4.2 and Arize scores 4.2. The better pick depends on the job. AgentOps: AgentOps gives developers observability into AI agents in production, tracing every action, tool call, and cost across 400-plus LLMs and frameworks. Arize: Grew from traditional ML monitoring into a $1B+ AI engineering platform for evaluating agents in production.

Which is cheaper, AgentOps or Arize?

AgentOps: from $40/mo. Arize: see pricing.

Do AgentOps and Arize have free plans?

Only AgentOps has a free plan.

More comparisons

AgentOps compared with

All AgentOps alternatives

Arize compared with

All Arize alternatives