-51%

est. 2Y upside i

AI & MLSeries C

Arize AI is a unified AI observability and LLM evaluation platform that helps teams develop and maintain more successful AI. Arize's automated monitoring and observability platform allows teams to quickly detect issues when they emerge, troubleshoot why they happened, and improve overall performance across both traditional ML and generative use cases.

Rank

#1267

Sector

AI Observability

Est. Liquidity

~3Y

Data Quality

Data: High

Arize AI operates in the rapidly expanding AI observability and LLM evaluation market, with a strong product focus on AI agents and an established open-source offering.

Last updated: March 10, 2026

Bull (15%)+200%

Arize AI establishes itself as the definitive leader in LLM evaluation and AI agent observability, capturing significant market share by leveraging its open-source Phoenix platform and strategic partnerships. Revenue grows to over $135M by 2028, justifying a $1.2B+ valuation at a premium multiple, leading to a 3x return for equity holders.

Base (50%)+125%

Arize AI maintains a strong position in the AI observability market, growing steadily despite incumbent competition. Revenue reaches approximately $90M by 2028, and the company achieves a valuation of around $900M, providing a solid 2.25x return on the current valuation.

Bear (35%)-50%

Dominant incumbents like Databricks and Google (Vertex AI) successfully integrate and commoditize core AI observability features, limiting Arize AI's growth and pricing power. Revenue stalls at around $54M, and a valuation compression to $270M results in a significant loss of value for common stock holders due to the $131M liquidation preference.

Est. time to liquidity~3.0 years

Preference Stack Risk

severe

Funding Intensity

33%

Investors hold $131M in liquidation preferences. In an exit at or below $400M, common stock holders would see significantly reduced returns, potentially nothing if the exit is below $131M.

Dilution Risk

high

As a Series C company, Arize AI will likely undergo at least one more significant funding round before a liquidity event, leading to further dilution for existing equity holders.

Secondary Liquidity

limited

While platforms like UpMarket, Forge, and Nasdaq Private Market facilitate secondary trades for accredited investors, market activity for Arize AI is currently low, and transactions are subject to company policies and demand.

Other — 3 roles

View all 3 open roles at Arize →

Last updated: March 10, 2026

Questions to Ask at the Interview

Strategic questions based on Arize's data — designed to show you've done your homework.

  • 1

    “Given that major cloud providers like Google (Vertex AI) and data platforms like Databricks are increasingly offering their own integrated AI observability and LLM evaluation tools, how does Arize AI plan to differentiate and maintain its competitive edge against these well-resourced incumbents?”

  • 2

    “With an estimated annual revenue of $45M and a TAM growing at ~35% YoY, what are the key strategies for Arize AI to accelerate its revenue growth and expand its market penetration over the next two years, particularly in new verticals or with its AI agent focus?”

  • 3

    “Considering the Series C funding round in early 2025 and the total funding of $131M, what is the company's anticipated timeline and strategy for a liquidity event (e.g., IPO or acquisition), and how does the preference stack impact the potential returns for common stock holders?”

Community

Valuation Sentiment

Our model estimates -51% upside. What do you think?

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Disclaimer: This analysis is AI-generated and does not constitute financial or career advice. Always conduct your own due diligence.