-29%

est. 2Y upside i

AI & MLSeries C

AI compute platform built on open source Ray framework

Rank

#2071

Sector

AI Infrastructure / MLOps

Est. Liquidity

~3Y

Data Quality

Data: Medium

Anyscale equity carries meaningful risk: $281M preference stack at $1B val, open-source commoditization, hyperscaler competition.

Last updated: March 20, 2026

Bull (25%)+200%

Captures managed Ray market as AI inference explodes, $500M+ ARR, exit at 10-15x rev.

Base (40%)+40%

Grows to $250-350M ARR, acquisition at 6-8x rev near $2-2.5B.

Bear (35%)-55%

Hyperscalers commoditize Ray; Databricks absorbs MLOps; down round or distressed sale.

Est. time to liquidity~3.0 years

Preference Stack Risk

high

Funding Intensity

28%

$281M preferences; exits below $1.5-2B = zero for common.

Dilution Risk

high

Down round likely if new capital needed.

Secondary Liquidity

none

No tender offers; assume 3-5+ year illiquidity.

Engineering — 1 role

View all 1 open roles at Anyscale →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “Current ARR and NRR?”

  • 2

    “Runway at current burn?”

  • 3

    “Strategy vs AWS/GCP native ML?”

Cluster Peers

Expected Upside

Anyscale
+35%
Anyscale
-29%
Lambda
-41%
Baseten
-70%
Fireworks AI
-72%

Community

Valuation Sentiment

Our model estimates -29% 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.