-78%

est. 2Y upside i

DevOps & InfraAI & MLSeries A

Rank

#3398

Sector

Developer Tools, Cloud Data Platform, AI/ML

Est. Liquidity

~3Y

Data Quality

Data: Medium

Coiled operates in a large and growing market for scaling Python data science and AI/ML workloads, boasting a high gross margin and low capital intensity.

Last updated: March 10, 2026

Bull (10%)+300%

Coiled successfully expands its enterprise customer base, leveraging its Dask expertise to become the go-to platform for Python-native AI/ML scaling, particularly for complex workloads. This leads to significant revenue growth, potentially reaching $100M+ ARR within 2 years, justifying an acquisition or IPO at a $1B+ valuation.

Base (45%)+50%

Coiled maintains steady growth within its niche, continuing to serve Dask users and attracting new customers, but faces strong competition from incumbents and other specialized platforms. Revenue grows moderately, leading to a modest valuation increase to approximately $375M in an acquisition or later-stage funding round.

Bear (45%)-80%

Dominant cloud providers or Databricks integrate Dask-like capabilities more seamlessly or offer more compelling alternatives, commoditizing Coiled's core offering. Growth stalls, leading to a down round or a low-value acquisition, resulting in a valuation of $50M or less, significantly eroding common stock value given the $26M in liquidation preferences.

Est. time to liquidity~3.0 years

Preference Stack Risk

moderate

Coiled has raised $26M in total funding. At an estimated current valuation of $250M, investors hold $26M in liquidation preferences, meaning common stock holders would receive nothing if the company exits below this amount.

Dilution Risk

high

As a Series A stage company, Coiled will likely undergo multiple additional funding rounds (Series B, C, etc.) before a liquidity event, which will lead to significant dilution for existing equity holders.

Secondary Liquidity

limited

While platforms exist for pre-IPO investments for accredited investors, there is no indication of an active or readily available secondary market for Coiled's common stock for employees.

View all 1 open roles at Coiled →

Last updated: February 22, 2026

Questions to Ask at the Interview

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

  • 1

    “Given the high incumbent threat from major cloud providers and Databricks, how does Coiled plan to maintain and strengthen its competitive moat beyond its Dask expertise?”

  • 2

    “With the last publicly announced funding round being Series A in 2021, how is the company thinking about its current valuation and future funding strategy, especially in light of potential IPO discussions?”

  • 3

    “What is the expected timeline for a liquidity event (IPO or acquisition) for employees, and what mechanisms are in place for potential secondary liquidity given the company's private status?”

Community

Valuation Sentiment

Our model estimates -78% 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.