/ Pre-IPO Risk Index / Anyscale
Anyscale
AI Infrastructure · Pre-IPO · $1B (Q4 2021, secondary 2024)
B-
Good (B-) — Round Z Pre-IPO Risk Grade
Anyscale operates the commercial entity behind the open-source Ray distributed-computing framework. Strong open-source community moat; enterprise revenue growth has been measured. Conservative valuation (no refresh since 2021 unicorn round). Clean governance.
74
Composite / 100
Where this grade comes from.
Governance Risk
B+
Valuation Methodology
B-
Secondary Liquidity
C+
Financial Disclosure
B-
Exit Probability
B-
Key risk events & disclosures.
- Open-source Ray framework — broad adoption (OpenAI, Uber, Shopify)
- $99M Series C 2021 at $1B; no refresh round disclosed
- Enterprise customer base building with measured trajectory
- Anyscale Endpoints inference platform launch 2024
/ Best for
Investors seeking AI infrastructure exposure with strong open-source moat and disciplined (if slow) valuation discipline.
/ Watch out for
AWS, Databricks, and Modal Labs competitive pressure in distributed AI compute.