Fireworks AI

fireworks.ai →

+465%

est. 2Y upside i

AI & MLSeries D+

Generative AI inference platform for fast and efficient model deployment

Rank

#9

Sector

AI Infrastructure

Est. Liquidity

~3Y

Data Quality

Data: High

This is an attractive equity package on paper: even a bear-case 6x revenue exit on $13B ARR yields ~346% upside, and the base case is ~791%, driven by 400% YoY growth and a fresh $1.5B Series D.

Last updated: August 21, 2026

Bull (25%)+200%

With an IPO window and category leadership, Fireworks holds an 18x revenue multiple on $13B ARR, implying a $234B exit. Upside is capped at +200% for a Series D-stage company.

Base (35%)+791%

Revenue reaches ~$13B by month 24 and the multiple normalizes to 12x, near the public comp range, yielding a $156B market cap. That is +791% versus the $17.5B entry valuation.

Bear (40%)+346%

AWS/Google competition compresses the exit multiple to 6x, but projected revenue of $13B still supports a $78B exit, far above the $1.81B preference stack. Common stock enjoys +346% even in a bear case.

Est. time to liquidity~3.0 years

Preference Stack Risk

moderate

Funding Intensity

1034%

$1.81B of preferred stock vs $17.5B valuation is ~10% overhang; common recovers fully unless exit drops below $1.81B.

Dilution Risk

low

The $1.5B Series D gives ample runway; no further raise is modeled in the next 24 months, so dilution is minimal.

Secondary Liquidity

none

No secondary market data was provided; liquidity will likely depend on an IPO or tender offer.

Other — 22 roles

View all 22 open roles at Fireworks AI →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “How do you plan to defend against AWS/Google bundling AI inference into their cloud suites, and what is your differentiated go-to-market?”

  • 2

    “What are the unit economics and gross margins per token/GPU-hour as scale grows, and how does pricing power evolve?”

  • 3

    “What is the current option strike price and 409A, and do you expect a secondary tender or IPO within 24 months?”

Community

Valuation Sentiment

Our model estimates +465% 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.