-28%

est. 2Y upside i

Series A

Assembly (fka Copilot) is the AI-powered platform for professional service firms. It replaces a patchwork of point tools with one place to run client work — so clients get a clean, branded portal for tasks, payments, messages, files, contracts, and forms, and your team runs on a simple CRM with an AI Assistant that knows full client context.

Rank

#2911

Sector

B2B SaaS

Est. Liquidity

~5Y

Data Quality

Data: Low

Given missing growth and valuation data, confidence is low.

Last updated: July 3, 2026

Bull (10%)+40%

If Assembly captures category leadership and benefits from IPO window, revenue multiple expands to 10x, yielding $80M exit; diluted upside 40%.

Base (45%)-16%

Multiple converges to 6.5x revenue, $52M exit; diluted upside -16% due to 20pp dilution.

Bear (45%)-56%

Multiple compresses to 4x, $32M exit; diluted upside -56%.

Est. time to liquidity~5.0 years

Preference Stack Risk

high

Funding Intensity

317%

Total funding $13M vs estimated valuation $50M (26% overhang).

Dilution Risk

high

Likely need to raise in 12-24 months; assume 20% dilution.

Secondary Liquidity

none

No secondary market observed.

Engineering — 1 role

Product — 1 role

Sales — 1 role

Success — 1 role

Support — 1 role

View all 5 open roles at Assembly →

Last updated: March 8, 2026

Questions to Ask at the Interview

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

  • 1

    “How does Assembly's AI assistant differentiate from Copilot/Gemini incumbents?”

  • 2

    “What is the net dollar retention and churn for Assembly's customer base?”

  • 3

    “Given no recent funding round, what is the company's current runway and dilution risk for future raises?”

Community

Valuation Sentiment

Our model estimates -28% 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.