+105%

est. 2Y upside i

DevOps & InfraSeries A

Jam powers the complete software development lifecycle, with AI that eliminates 84% of bug reproduction tasks, so your engineers can ship clean code faster. Save time and money on every bug fix cycle with clear repro details auto-included in every ticket. Jam AI adds the relevant logs and steps to make every bug report actionable.

Rank

#372

Sector

Developer Tools

Est. Liquidity

~3Y

Data Quality

Data: Low

The expected upside of ~105% over 2 years is attractive, but risk is high due to severe preference overhang and thin moat.

Last updated: August 10, 2026

Bull (20%)+251%

At 7x exit multiple on $3.87M projected revenue, Jam reaches $27.1M exit valuation. IPO window or category leadership in bug reporting drives expansion from current 3x to 7x multiple.

Base (55%)+145%

At 5x exit multiple, exit value $19.3M, netting 145% upside after 20% dilution. Multiple converges to public comps despite thin moat.

Bear (25%)-100%

At 2x exit multiple, exit value $7.7M is below $12.4M total funding, so 1x preference wipes out common stock; recovery is -100%.

Est. time to liquidity~3.0 years

Preference Stack Risk

severe

Funding Intensity

16990%

Total funding of $12.4M exceeds current valuation of $7.3M, so common shares have no intrinsic value until exit clears the preference.

Dilution Risk

high

With last round Feb 2024 and $12.4M total funding, a dilutive raise is likely within 24 months.

Secondary Liquidity

none

No secondary market indicated; equity illiquid until exit.

Other — 1 role

View all 1 open roles at Jam →

Last updated: March 10, 2026

Questions to Ask at the Interview

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

  • 1

    “How does Jam plan to differentiate against native bug-reporting features in GitHub/Jira?”

  • 2

    “What is the current paid conversion rate from free to premium, and what is the expansion revenue path?”

  • 3

    “What is the current common stock FMV vs preferred liquidation preference, and what is the runway to next raise?”

Community

Valuation Sentiment

Our model estimates +105% 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.