-53%

est. 2Y upside i

FinTech

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

#748

Sector

Business Software, Fintech

Est. Liquidity

~3Y

Data Quality

Data: Low

Assembly, an AI-powered platform for professional service firms, presents a strong upside opportunity for a job seeker, with an estimated 100.25% expected upside over a 2-year horizon.

Last updated: March 10, 2026

Bull (25%)+350%

Assembly's AI-powered platform achieves rapid adoption across multiple professional service verticals, leveraging its Capital One relationship to secure larger enterprise clients. Revenue scales to $40M+ ARR by 2028, justifying a $450M valuation at a healthy 11x multiple, well above the assumed current valuation.

Base (46%)+75%

Assembly continues to grow steadily within its niche, fending off generalist competitors with its specialized AI features and unified client portal. Revenue reaches $20M ARR by 2028, leading to a $175M valuation, representing a solid return for early equity holders.

Bear (29%)-75%

Incumbents like Salesforce or HubSpot launch more competitive AI-integrated solutions, or Assembly struggles with scaling customer acquisition and product development. Revenue growth stalls, and a down round or difficult exit leads to a $25M valuation, significantly eroding common stock value given the preference stack.

Est. time to liquidity~3.0 years

Preference Stack Risk

moderate

Investors hold approximately $12.7M in liquidation preferences on an assumed $100M valuation, meaning common stock would only see returns above this threshold.

Dilution Risk

high

As an early-stage Series A company, significant dilution to common stock is expected in subsequent funding rounds required for growth.

Secondary Liquidity

none

There is no readily available information on active secondary markets or tender offers for Assembly's private shares.

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

    “Given that Assembly recently rebranded from Copilot and raised a Series A, what are the key strategic priorities for the next 12-18 months to accelerate growth and achieve the next funding milestone?”

  • 2

    “How does Assembly measure the ROI and impact of its AI-powered features for professional service firms, and what specific metrics demonstrate its competitive advantage over more generalist PSA/CRM solutions?”

  • 3

    “As a Series A company, how does Assembly envision its path to a liquidity event, and what are the company's plans for employee equity, including potential future funding rounds and any considerations for secondary liquidity?”

Community

Valuation Sentiment

Our model estimates -53% upside. What do you think?

Anonymous. Do not share material non-public information.

Community Discussion

Comments are reviewed before they appear publicly.

0/2000

Loading comments...

Disclaimer: This analysis is AI-generated and does not constitute financial or career advice. Always conduct your own due diligence.