OpenEvidence
-93%
est. 2Y upside i
OpenEvidence is a next-generation AI platform transforming how healthcare professionals and organizations access and apply medical information. Built on cutting-edge large language models and deep clinical data, OpenEvidence enables faster, more reliable, and more personalized decision-making for clinicians and life sciences partners.
Rank
#3725
Sector
Healthcare Technology / Clinical AI
Est. Liquidity
~2Y
Data Quality
Data: MediumThe equity offer at a $12B valuation implies an extremely high entry multiple (120x ARR), making a positive return over 2 years highly unlikely even under optimistic assumptions.
Last updated: July 3, 2026
IPO window and category leadership sustain a 15x revenue multiple on projected $194M revenue, yielding $2.91B exit. After $0.7B preference, common equity at $2.21B represents 81.6% loss from $12B entry.
Multiple compresses to 10x as growth normalizes to 34% YoY, reflecting public market discount for clinical AI risk. Exit of $1.94B leaves $1.24B for common, an 89.7% loss.
Incumbent pressure and regulatory setbacks push multiple to 5x, exit at $0.97B. After $0.7B preference, common recovers only $0.27B, a 97.8% loss.
Preference Stack Risk
lowFunding Intensity
580%Total funding of $700M represents 5.8% of $12B valuation, so preferred has minimal overhang.
Dilution Risk
lowLarge Series D in Jan 2026 provides ample runway; no dilutive round expected within 2 years.
Secondary Liquidity
noneNo secondary market data available; likely illiquid.
Engineering — 10 roles
- Make Your Own Role · San Francisco
- Member of Technical Staff · San Francisco
- Research Scientist · San Francisco
- +7 more →
Last updated: March 10, 2026
Questions to Ask at the Interview
Strategic questions based on OpenEvidence's data — designed to show you've done your homework.
- 1
“How would you approach pivoting the business model if regulatory barriers (EU AI Act) prevent expansion into Europe?”
- 2
“What metrics do you track to ensure the high multiple is justified beyond revenue growth?”
- 3
“Given the negative expected upside over a 2-year horizon, what is your personal timeline for liquidity and risk tolerance?”
Community
Valuation Sentiment
Our model estimates -93% upside. What do you think?
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Community Discussion
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Disclaimer: This analysis is AI-generated and does not constitute financial or career advice. Always conduct your own due diligence.