+4%

est. 2Y upside i

AI & MLSeries A

Open-source, serverless vectordb for production-scale generative AI

Rank

#1948

Sector

Database Software / AI Infrastructure

Est. Liquidity

~4Y

Data Quality

Data: Low

LanceDB is a high-risk, high-reward opportunity with significant upside potential if growth and valuations hold.

Last updated: July 3, 2026

Bull (20%)+77%

With an IPO window opening and category leadership in multimodal vector databases, the revenue multiple sustains at 20x forward revenue, yielding a $331M exit, a 120% pre-dilution upside. After 20% dilution, net upside ~76.6%.

Base (35%)+6%

The company grows rapidly to $16.6M ARR but the multiple compresses to 12x (within public comp range) as competition from incumbents like MongoDB and PostgreSQL limits premium valuation. After dilution, small positive return of ~6%.

Bear (45%)-29%

Competitive pressure from cloud and database giants forces multiple to 8x; exit at $132.5M yields a loss for common. Preference stack does not help as exit exceeds paid-in capital of $41M. After dilution, net downside ~-29.3%.

Est. time to liquidity~4.0 years

Preference Stack Risk

high

Funding Intensity

2730%

Total preferred stock of $41M represents 27% of entry valuation, a significant overhang for common stock in a downside scenario.

Dilution Risk

high

Estimated 20% dilution from a future funding round within the next 24 months given current spend rate.

Secondary Liquidity

none

No secondary market activity reported; liquidity is limited to exit events.

Engineering — 3 roles

Field engineering — 1 role

View all 4 open roles at LanceDB →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “How does LanceDB differentiate from integrated vector search in PostgreSQL and MongoDB?”

  • 2

    “What is the unit economics and retention rate for your top customers?”

  • 3

    “Given the early stage and long time to liquidity, how do you think about equity compensation vs. cash?”

Community

Valuation Sentiment

Our model estimates +4% 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.