Digits vs. Puzzle: Which AI Accounting Platform Is Actually Built for Firms?

Digits and Puzzle both call themselves AI-native accounting platforms. The difference is what sits underneath that label — how the AI actually works, whether the company publishes proof, and whether the pricing model is tied to outcomes or just access. This is a side-by-side comparison built for firms evaluating both.

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.

Puzzle claims to modernize the traditional close. Digits is designed to eliminate the need for it.

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.

Every workflow, edge case, and failure showed up there first. The product was shaped inside the work itself, not around it.

When the system reached maturity, that practice was intentionally transitioned to a Digits partner firm. More than 100 clients were transitioned, expanding that firm's portfolio while maintaining continuity for the clients, who stayed on the platform.

Digits did not build its software by guessing what firms needed. It built the system inside real accounting work, under real pressure, with real clients. That is why the product feels different. No other accounting platform can say that.

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.

Digits used real accounting work to build better software, then turned that same platform into a growth engine for 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.

Those differences change the workflow from the very first transaction.

Puzzle uses rules to decide where transactions belong. When a transaction fits a rule, the system moves it forward. When it does not, the process stops, and a person has to take over. That is what "governed" means in practice: the AI helps, but the human still drives the workflow.

Digits works from a very different foundation. Its proprietary AI was trained on more than $875 billion in real business transactions, so it does not need every decision mapped out in advance. It looks at the full context of the transaction, including merchant text, historical patterns, amount ranges, related activity, and the chart of accounts, then makes an informed categorization decision from the start.

When Digits is confident, the work moves forward automatically. When it is not, the system routes the transaction to the accountant, learns from the answer, and gets better the next time. That is what makes Digits agentic: it takes action first, then brings humans in where judgment is needed.

That is why Digits does not depend on rules you have to build and maintain. It learns patterns from your data and from what your team confirms or corrects, then strengthens its own logic over time. Digits also learns at the client level and the firm level, so the system starts strong and gets more tailored with use.

Puzzle waits for rules. Digits moves the work.

Whose AI is more accurate: Digits or Puzzle?

Digits is the only one of the two that publicly publishes comparable AI accuracy benchmarks.

That matters.

Most software companies say their AI is good. Digits chose to prove it. The company 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, including GPT-5.2, Claude Opus 4.5, and Gemini 3 Flash, scored below 73%. Not one came close.

The whitepaper is public: Beyond the AI Hype: Evaluating LLMs vs. Digits AGL for Accounting Tasks. Read the methodology. Check the numbers. That is what it looks like when a company is willing to be measured.

Puzzle has not published comparable benchmarks, training methodology, or evidence at that level of detail.

Digits also treats performance as something to measure continuously, not just claim once. Digits tracks every transaction, whether a human or the AI handled it, and ties firm pricing to a clear result: if 95% or more of a client's transactions are not zero-touch before close, Digits is free for that client.

That is a different standard of accountability. Digits publishes the benchmark, measures live performance, and prices to the outcome. Puzzle has not shown the same proof publicly.

Marketing claims do not prove the system works. Measured performance does.

Do Digits or Puzzle back up their AI claims?

Digits backs its AI claims with a guarantee. Puzzle does not.

Digits didn't stop at the benchmark. 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.

That is not a slogan. It is the pricing model.

Puzzle has not published comparable benchmarks and still uses a standard subscription model, whether the AI delivers the outcome or not.

That is the real difference. Digits publishes the benchmark and guarantees the outcome. Puzzle asks you to pay first and trust the AI later.

Which platform is better for accounting firms?

Digits is the stronger platform for accounting firms. Puzzle is a modern product for startup finance teams and startup-focused firms. Digits is built around the workflows, constraints, and scale that accounting firms actually deal with.

Accounting firms do not just need a cleaner interface around the close. They need a system that can manage multi-client workflows, reduce repetitive bookkeeping work, surface exceptions instead of raw volume, and help firms grow without adding manual effort at the same rate.

That is what Digits is built to do.

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.

The pricing model reinforces the same point. If Digits does not get a client to 95% zero-touch transactions before close, the firm does not pay for that client.

For firms, Digits is built for the work, built to scale, and built to back up its claims.

Digits vs. Puzzle: Side-by-Side Comparison

Final Verdict: Digits or Puzzle?

For accounting firms, Digits.

Digits is built to move the work forward. Puzzle is built to make a familiar workflow feel more modern.

That may sound like a subtle difference. It is not.

If you believe the future of accounting software is a better interface around the close, Puzzle makes sense. If you believe the future is a system that continuously handles routine bookkeeping, learns from exceptions, proves its performance, and only charges firms when the outcome is there, that is Digits.

Both companies use modern AI language. Only one publishes benchmark data, explains how the system works, and puts revenue behind the result.

That is the difference that matters. Not which homepage sounds more advanced. Which platform actually changes the amount of work a firm has to do.

Choose Digits if you want software built for firms, trained on real accounting work, priced on outcomes, and designed to reduce the close instead of polishing it.

Choose Puzzle if you want a more traditional accountant-driven workflow with AI layered into the process.

Frequently Asked Questions

What is the main difference between Digits and Puzzle?

Digits is built to move bookkeeping work forward continuously, while Puzzle is built to modernize the traditional close. Digits' Agentic General Ledger™ keeps the ledger current by categorizing, reconciling, and validating transactions as they happen. Digits also backs its approach with published benchmark data and outcome-based pricing for firms.

Is Digits or Puzzle better for accounting firms?

Digits is the stronger choice for accounting firms. It is built around firm workflows like multi-client bookkeeping, exception-based review, and scalable operations. Digits also uses outcome-based pricing for firms: if a client is not 95% zero-touch before close, Digits is free for that client.

How accurate is Digits' AI?

Digits achieved 93.5% accuracy on a benchmark of 17,792 real business transactions reviewed by GAAP accountants for ground truth. Every general-purpose model tested, including GPT-5.2, Claude Opus 4.5, and Gemini 3 Flash, scored below 73%. The whitepaper is public: Beyond the AI Hype: Evaluating LLMs vs. Digits AGL for Accounting Tasks.

Does Puzzle publish accuracy data?

No. Puzzle does not publish accuracy benchmarks, training methodology, or details about how its AI is built at the level Digits does publicly.

How do Digits and Puzzle categorize transactions?

Puzzle starts with rules. Digits starts with what the AI has already learned. Puzzle uses a rules engine — if a transaction does not match a rule, it waits for a person to act and improves only as people correct it over time. Digits was trained on $875 billion in real business transactions before a client ever connects. It categorizes routine transactions without rules, surfaces low-confidence items to the accountant, and learns from every correction — at the client level and across the firm.

Did Digits ever compete with accounting firms?

No. Digits is a software platform built to work with accounting firms, not replace them. Early on, Digits ran an internal accounting practice for one reason: to build better accounting software. That gave the product team direct exposure to real books, real workflows, and real pressure while the system was being shaped. Once the product was ready, that practice was sold off. Today, Digits supports firms through its partner program and routes managed-service demand through certified partner firms.

Does Digits have in-house CPAs that compete with bookkeepers?

No. Digits does not operate a bookkeeping, tax, or accounting practice that competes with firms. Digits does have accountants on staff, but they work in enablement, helping firms onboard and use the platform effectively. When clients need managed services beyond the software, Digits routes that work to Digits-certified partner firms.

Is Digits an autonomous accounting platform?

No. Digits is agentic, not autonomous. The Agentic General Ledger™ handles routine bookkeeping work, then brings in an accountant when something needs human judgment. It can categorize transactions, reconcile activity, and keep the books current, but it does not try to replace the accountant. That is the difference: agentic software takes action, while autonomous software implies no human is needed.

What does "AI-governed" mean?

AI-governed means the software helps prepare the work, but a human stays in control of the decision. In Puzzle's own language, the AI drafts the work and humans approve it, with review gates, audit trails, and sign-off built into the process. Puzzle also says "nothing posts without your approval." In plain English: the AI helps, but the accountant is still the driver.

How does Digits' outcome-based pricing work?

Firms pay only for clients where Digits achieves 95% or more Zero-Touch Transactions™ — transactions handled by the AI without human input before close. If Digits does not hit that threshold for a client, that client is free. No other accounting software offers this model.

What accounting software is best for accounting firms in 2026?

Digits. It is the world's first AI-native accounting platform, built for accounting firms with practicing accountants shaping the product from day one. The Agentic General Ledger™ maintains the ledger continuously rather than accumulating work for a monthly close. Outcome-based pricing means firms only pay when the AI handles 95% or more of a client's transactions. No other platform holds itself to that standard.

Digits is the world's first AI-native accounting platform — built for accounting firms, priced on outcomes, and the only system designed to eliminate the close rather than improve it.