Lightning AI

lightning.ai →

+37%

est. 2Y upside i

AI & MLDevOps & Infra

Rank

#1223

Sector

AI Development Platforms, Developer Tools

Est. Liquidity

~3Y

Data Quality

Data: Medium

Lightning AI offers moderate expected upside of ~37% over 2 years, but risk is elevated due to stale valuation, high incumbent threat, and need for future funding.

Last updated: July 19, 2026

Bull (10%)+80%

IPO or acquisition within 2 years drives exit multiple to 10x, yielding $6.9B exit. Capped at 100% raw upside per stage constraints, net of 20% dilution.

Base (45%)+73%

Multiple converges to 7x (midpoint of comp range), exit value $4.8B. Growth and margins sustain, net of 20% dilution.

Bear (45%)-10%

Multiple compresses to 4x due to incumbent competition and slowing growth, exit $2.8B. After 20% dilution, common stock returns -9.5%.

Est. time to liquidity~2.5 years

Preference Stack Risk

low

Funding Intensity

508%

Total funding of $127M represents only 5.1% of current valuation, minimal preference overhang.

Dilution Risk

moderate

Likely need additional capital within 2 years due to capital intensity, modeled as 20% dilution.

Secondary Liquidity

none

No secondary market data available; secondary implied value is null.

Other — 16 roles

View all 16 open roles at Lightning AI →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “How does Lightning AI differentiate from AWS SageMaker or Databricks for enterprise AI workloads?”

  • 2

    “What is the revenue mix between GPU marketplace and software subscriptions?”

  • 3

    “What is the expected timeline to liquidity given the Voltage Park merger, and how does equity dilution factor into employee grants?”

Community

Valuation Sentiment

Our model estimates +37% 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.