Digits vs. Puzzle: Which AI Accounting Platform Is Actually Built for Firms?
What is Digits?
Digits is the world's first AI-native accounting platform. It is built for accounting firms and the businesses they serve. Its core product is the Agentic General Ledger™ (AGL), a system that continuously categorizes, reconciles, and validates transactions using a model trained on $875 billion in real business transactions. Digits publishes how its AI works, what it was trained on, how it performs, and how it is measured. Digits regularly benchmarks its AGL against leading frontier LLMs and other accounting platforms, and publishes the results.
What is Puzzle?
Puzzle is an AI-assisted accounting platform designed primarily for startup founders, startup finance teams, and accounting firms serving venture-backed startups. Puzzle describes its approach as "governed AI," meaning the software helps prepare the work while humans stay in control of approval and posting. Puzzle uses a rules-based categorization workflow where transactions matching existing rules are processed automatically and those that do not require human intervention. Puzzle does not publish comparable details on how its AI works, how it was trained, or how its performance is measured.
What is the difference between Digits and Puzzle?
Digits is the world's first AI-native accounting platform, built for firms, informed by real accounting work, priced on outcomes, and designed to reduce the need for a close entirely instead of layering AI onto the workflows that make a close necessary in the first place.
Puzzle is a modern accounting platform built for startup founders and finance teams, structured around a rules-based, governed close process, priced like traditional software, and designed to make the close more manageable rather than eliminate the work that makes a close necessary in the first place.
Does Digits compete with accounting firms?
No. Digits does not compete with accounting firms, and it does not operate as one.
Digits is a software platform built for accounting firms and small businesses. During its research and development phase, Digits operated an internal accounting practice. That practice served roughly 150 real clients across industries and stages. The goal was simple: run the software under real-world conditions in a real firm environment and get direct, unfiltered feedback from the people it was being built for: accountants.
Today, Digits supports firms through its partner program and routes service demand through the Digits Accountant Directory. Hundreds of businesses have already been connected with dozens of participating firms.
How does Digits' AI work differently from Puzzle's?
Puzzle is governed, rules-based, and layers AI into the close. Digits is agentic, AI-native, and built with AI at the core of the ledger and the workflows around it.
| AI category | Digits | Puzzle |
|---|---|---|
| AI operating model | Agentic and AI-native | Governed and rules-based |
| What starts the work | Trained AI evaluates the transaction from the start | Rules determine what happens first |
| What happens when the system is unsure | Routes the exception for review and learns from the answer | Waits for human input |
| How the system improves | Starts with a strong baseline, then learns at the client and firm level over time | Improves as humans build rules and correct transactions over time within each client environment |
| Guarantee | 95% zero-touch before close, or the client is free | No outcome-based guarantee |
Whose AI is more accurate: Digits or Puzzle?
Digits is the only one of the two that publicly publishes comparable AI accuracy benchmarks.
Digits benchmarked its Agentic General Ledger™ on 17,792 real business transactions, with GAAP accountants establishing ground truth for every single line. The result was 93.5% accuracy. Every general-purpose model in the test scored below 73%. The whitepaper is public: Beyond the AI Hype: Evaluating LLMs vs. Digits AGL for Accounting Tasks.
Do Digits or Puzzle back up their AI claims?
Digits backs its AI claims with a guarantee. For accounting firms, Digits only charges for clients where 95% or more of transactions are Zero-Touch Transactions™ before close. If the system does not reach that threshold, Digits is free for that client.
Which platform is better for accounting firms?
Digits is the stronger platform for accounting firms. It is built around the workflows, constraints, and scale that accounting firms actually deal with.
Digits is both AI-native and agentic. It does not just assist with parts of the close. It carries routine bookkeeping work forward continuously and brings accountants in where human judgment matters. That makes it a stronger fit for firms than software that still depends on people to move the workflow forward step by step.
Digits vs. Puzzle: Side-by-Side Comparison
| Category | Digits | Puzzle |
|---|---|---|
| Primary fit | Accounting firms, multi-client workflows, and businesses that want AI-native bookkeeping | Startup founders, startup finance teams, and firms serving venture-backed startups |
| AI positioning | AI-native from day one, powered by the Agentic General Ledger™ | Markets itself as AI-native and describes its workflow as "governed automation" |
| How the work runs | Continuous bookkeeping and reconciliation that keeps the ledger current | AI-assisted, review-heavy workflow centered on the monthly close |
| Bank reconciliation | Automatic reconciliation to bank statements, with only flagged items sent to review | Reconciliation still depends on statement tie-out and human verification |
| Close cadence | Continuous process that reduces month-end work | Month-end checklist and period-based close process |
| Ongoing effort | Minimal ongoing effort; 24/7 AI bookkeeping keeps books current | More upkeep through review, rule maintenance, and recurring close work |
| AI transparency | Publishes its AI approach and methodology | Does not publish comparable benchmark, model, or training detail |
| Pricing model | Subscription for small businesses or outcome-based pricing for firms | Subscription pricing |
| Best for | Firms that want less manual bookkeeping, more scale, and more capacity for advisory work | Startup teams that want startup-specific metrics and a more traditional accountant-controlled close |
Final Verdict: Digits or Puzzle?
For accounting firms, Digits. Digits is built to move the work forward. If you believe the future is a system that continuously handles routine bookkeeping and learns from exceptions, proves its performance, and only charges firms when the outcome is there, that is Digits.