Puzzle

Puzzle is an accounting software company that has rebuilt the general ledger and surrounding data infrastructure rather than layering automation on top of legacy systems such as QuickBooks or Xero. The platform ingests transaction data directly from financial tools and converts it into reconciled journal entries and financial statements, producing income statements, balance sheets and cash activity reports automatically from raw data. It supports both cash and accrual accounting from the same ledger, and continuously updates metrics including cash, burn rate, runway, ARR/MRR and revenue accruals rather than only at period end.

The current product positions AI agents as the primary workers on the ledger: agents draft transaction categorization, reconciliation and close steps for human review, with the company stating that nothing posts without user approval and that workflows are designed by the accountant. Puzzle markets to two segments — accounting firms seeking to serve more clients without adding headcount, and startups/SMBs seeking daily visibility into their numbers. Company claims include up to 98% automated categorization, automation of 85–95% of repetitive bookkeeping work, and up to 50% faster month-end close. Native integrations named include Stripe, Brex, Mercury, Ramp, Deel, Gusto, Rippling and Pulley.

At the time of its November 2023 funding announcement, Puzzle described itself as a generative accounting platform that had launched publicly roughly a year earlier and was growing new customers 15% month over month. A third-party profile records 700+ customers and $13 billion in transactions categorized as of July 2023, up from 500 customers and $10 billion in January 2023; the company's own site currently cites 7,000+ accounting firms and startups.

Founding story

Cofounders Sasha Orloff (CEO) and John Cwikla (CTO) started Puzzle on the premise that accounting is too important to be an afterthought and that most accounting software was designed decades ago for manual workflows, disconnected systems and hindsight reporting. Their stated aim was to build an accounting system for the AI era by rebuilding core data, agent and general ledger infrastructure so financials are real-time and accurate while accountants remain in control. Orloff was previously a co-founder of Mission Lane and Cwikla previously founded The Giant Pixel Corporation.

Business model

Software product sold to businesses and accounting firms, with a free entry tier ("Get started for free") alongside demo- and sales-assisted onboarding for firms and larger customers. Puzzle also references a network of on-demand accounting and tax experts and an accountant network available to users.

The sources do not state pricing or specific revenue mechanics beyond a free-to-start offering and paid product motion implied by demos and firm-level plans.

Traction

Company website states 7,000+ accounting firms and startups use Puzzle. A third-party profile reports 700+ customers and $13 billion in transactions categorized as of July 2023 (up from 500 customers and $10 billion in January 2023). The company reported 15% month-over-month new customer growth and rapid double-digit monthly growth as of November 2023. Published case studies cite outcomes such as Burkland cutting month-end close by 25%, Accountalent saving 3+ hours per client per month, and Decimal migrating hundreds of clients to Puzzle.

Latest developments

The current website presents Puzzle as an agentic accounting core with AI agents handling categorization, reconciliation and an "AI Close" workflow, migration tooling from QuickBooks, and a dedicated offering for accounting firms; it cites 7,000+ firms and startups on the platform and references SOC 2 compliance.