-91%

est. 2Y upside i

AI & MLSeed

Cake provides AI Project Infrastructure, delivering a faster and more cost effective path for businesses to adopt cutting edge AI/ML technologies. Configure and manage your entire AI stack, including compute infrastructure, configurable open source platform elements, pre-built integrations, and recipes for common use cases. Security and monitoring are integrated throughout all layers enabling a smooth path to production.

Rank

#2997

Sector

AI Infrastructure

Est. Liquidity

~7Y

Data Quality

Data: Medium

Cake AI operates in a high-growth AI infrastructure market with a compelling focus on regulated industries, offering a fully managed, compliant open-source platform.

Last updated: March 10, 2026

Bull (10%)+400%

Cake AI successfully establishes itself as the leading platform for open-source AI in regulated industries, leveraging its robust compliance features and fully managed service to secure significant enterprise contracts. Strong execution and market adoption drive revenue to over $100M ARR by 2028, leading to a successful Series B/C funding round at a valuation exceeding $325M.

Base (45%)+50%

Cake AI continues to grow its customer base within regulated industries, maintaining its niche but facing increasing competitive pressure from incumbents and well-funded startups. It secures follow-on funding rounds, achieving a modest valuation increase to approximately $97.5M as it navigates a competitive market with moderate growth.

Bear (45%)-80%

Cake AI struggles to gain significant market share against dominant incumbents who either build competing compliant offerings or acquire smaller players. High sales costs in regulated industries, coupled with intense competition and potential commoditization of its core offering, lead to slower-than-expected growth and difficulty raising subsequent funding. This results in a down round or an acquisition at a valuation of $13M or less, wiping out most common shareholder value due to liquidation preferences.

Est. time to liquidity~7.0 years

Preference Stack Risk

high

Investors hold $13M in liquidation preferences. In an exit at or below the current estimated $65M valuation, common shareholders would receive little to nothing until these preferences are paid out.

Dilution Risk

high

As a Seed-stage company, Cake AI will require multiple additional funding rounds (Series A, B, C, etc.), which will lead to significant dilution for existing common shareholders.

Secondary Liquidity

none

As an early-stage, privately held company, there is currently no active secondary market or tender offer for Cake AI's equity.

Other — 1 role

View all 1 open roles at Cake AI →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “Given the strong incumbent threat from major cloud providers like AWS and Google, how does Cake AI plan to continuously differentiate its fully managed platform and maintain its competitive edge, especially considering Gradient's investment?”

  • 2

    “With the rapid evolution and commoditization of open-source AI models and APIs, what is Cake AI's long-term strategy to ensure its platform remains valuable and avoids becoming a commodity itself, particularly for its target regulated industries?”

  • 3

    “As a Seed-stage company, what are the key product, customer acquisition, and financial milestones Cake AI aims to achieve in the next 18-24 months to successfully secure its Series A funding, and how is the company thinking about managing future employee equity dilution?”

Community

Valuation Sentiment

Our model estimates -91% 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.