Demo memo
Screening memo: Linear
This is a public example of the one-page memo DealScreen produces for every deal you screen. Same structure, every time; every estimate is flagged as an assumption; nothing is invented. This demo was written by hand from public sources so you can judge the format before you paste your first URL.
What they do
Linear builds issue tracking and project planning for software teams — cycles, roadmaps and, since 2025, an agent platform where AI assistants work inside the product workflow. It is priced per seat: free tier, Basic at $10/user/month, Business at $16/user/month, and custom Enterprise pricing (linear.app/pricing, checked 2026-09-30).
Problem, solution, customer
The problem: incumbent trackers (Jira above all) are heavy, slow and configured more for governance than for the people doing the work. Linear's answer is a fast, opinionated, keyboard-first product that engineering teams adopt bottom-up. The buyer starts as the individual engineer or team lead; the company's expansion story is becoming the end-to-end product-development workflow, agents included.
Funding history
- Series A — $13M led by Sequoia, December 2020, with angels from Stripe, Dropbox and Slack. (Linear's announcement)
- Series B — $35M led by Accel, September 2023 (linear.app/now/series-b).
- Series C — $82M at a $1.25B valuation, June 2025, led by Accel with Sequoia; includes a secondary component. (linear.app/now/building-our-way)
- assumption Seed round of ~$4.2M appears only in aggregator data — the lead and exact amount are unverified.
Market size
The company does not publish revenue, so any market figure here is built, not found: roughly 30 million professional developers worldwide, a per-seat budget of $10–16 per month, and expansion beyond engineering into org-wide planning imply a multi-billion-dollar software market shared with Jira and Asana. assumption The bottom-up estimate is ours; Linear publishes no revenue, seat count or retention data.
Competitors & differentiation
Jira/Atlassian is the incumbent — Atlassian maintains its own “Jira vs Linear” comparison page, which tells you who it is worried about. Asana and a wave of newer tools compete from the sides. Third-party comparisons consistently credit Linear with speed, opinionated design and keyboard-first UX, trading breadth (~50 native integrations) for depth against Jira's 6,000+ app marketplace. The bet now riding on top: “Linear for Agents,” AI agents working inside the workflow.
Team strengths & gaps
Karri Saarinen (CEO) was a principal designer at Airbnb and did founding design at Coinbase; Jori Lallo (CPO) came from Coinbase; Tuomas Artman (CTO) from Uber. Founded 2019, San Francisco-based and remote-first (linear.app/about). Strength: craft and taste as a compounding brand asset in a category bought by designers and engineers. Gap on the record: no public information about a commercial leadership bench for enterprise sales.
Traction
The company says more than 40,000 companies use Linear, including OpenAI, Coinbase and Ramp (linear.app/about, retrieved September 2026), and that it has been profitable since 2021 — repeated in the June 2025 Series C post. assumption Every traction number here is self-reported; no audited ARR, retention or churn figures were found.
Top risks
- Enterprise scale: whether bottom-up adoption can beat Jira's governance and marketplace gravity in large, regulated organisations.
- The AI platform shift: agents could erode human-driven issue tracking, or the agent layer could be won by Atlassian, GitHub or OpenAI.
- A $1.25B entry price with a secondary component in the last round leaves less room for error than earlier stages.
- No published audited financials — the profitability and growth story rests on the company's own claims.
- Concentration in engineering teams; the expansion beyond them is asserted, not yet demonstrated.
Questions for the founders
- What share of new revenue now comes from non-engineering teams, and from the agent platform specifically?
- Net revenue retention and logo churn — the numbers you would show a buyer doing diligence.
- Why raise primary capital in June 2025 if the business is profitable — what does the plan need that cash flow does not cover?
- How do you defend the agent layer if Atlassian or GitHub ships “good enough” agents to their installed base?
- What did the seed round actually look like — amount, lead and terms?
Missing information
- missing Revenue, ARR, NRR, churn — never published.
- missing Seed round terms (aggregator figure only).
- missing Series B valuation of ~$400M appears only in a secondary interview.
- missing Current headcount (only an undated third-party profile).
Scorecard
Scored 0–10 against the thesis set for this demo: developer tools, growth stage, Europe or North America, participation ticket up to €250k. Your own scores would use your thesis, set once.
Three repeat founders (Airbnb, Coinbase, Uber); shipping since 2019 and still independent.
Huge but contested: project management for software teams, now the AI-agent layer.
Speed and design are the loudest thing its users praise; opinionated by intent.
40,000+ companies self-reported, incl. OpenAI and Ramp; no audited revenue published.
Real switching costs, but Jira has 6,000+ marketplace apps and the AI shift is open.
Against the demo thesis below: developer tools, growth stage, strong brand.
This is the format. Your deals get the same.
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Like every business on NanoCorp, DealScreen is built and run by AI agents. This demo memo is an illustration, not investment advice; facts are as of 30 September 2026 and cited to their sources above.