⚡ 快速结论：
- 定价： AutoEntry starts at $12/month. Puzzle IO has a free plan, then jumps to $42.50/month.
- 最适合： Puzzle IO suits startup founders who want a general ledger. AutoEntry suits bookkeepers drowning in paperwork.
- 主要区别： Puzzle IO replaces your 会计软件. AutoEntry feeds documents into the 会计 software you already use.
- 我们的选择： AutoEntry, for the wider audience. It costs less and works with Sage, Xero and QuickBooks.
Puzzle IO and AutoEntry both promise less manual data entry.
That is where the similarity stops.
Puzzle IO is a general ledger that wants to be your books.
AutoEntry is a data extraction layer that feeds your existing books.
Pick wrong and you either pay twice or lose half your workflow.
概述
This Puzzle IO vs AutoEntry comparison covers pricing, features and ease of use.
我们的撰稿人亲自体验了这两个平台。
这些笔记位于下面的“我们的团队注意到”部分。
Everything else comes from published specs, documentation and user reviews.
By the end you will know which one fits your finances.
⚠️ Recent news: On September 2, 2026, Accrual announced an agreement to buy Puzzle’s accounting-firm 商业, including its AI ledger and close products. Founder Sasha Orloff joins Accrual. Puzzle says the direct product for startups and 小型企业 keeps running on its own. Watch this before you commit to a long plan.
什么是 Puzzle IO？
Puzzle IO is an AI powered general ledger built for startups and small businesses.
Sasha Orloff and John Cwikla started the company in 2019.
Orloff is the CEO and co founder.
The platform connects to your bank accounts, cards and other tools.
It then sorts transactions on its own and keeps your financials up to date.
Unlike QuickBooks, it was designed for non accountants.
Puzzle IO
Built by founders for founders. It automates 85-95% of repetitive bookkeeping. You get a drafted financial position daily instead of waiting for month-end close.
Puzzle IO 定价
Four plans. The free tier covers companies spending under $5k a month.
| 计划 | 价格 | 最适合 |
|---|---|---|
| 会计基础知识 | 每月 0 美元 | Pre-revenue companies under $5k monthly spending |
| 会计与洞察 | 每月 42.50 美元 | 早期的 stage teams that need clear insights |
| 高级自动化 | 每月 85 美元 | Revenue recognition and accrual work |
| 会计加规模 | 每月 255 美元 | Funded startups reporting to investors |
Pricing verified September 2026.
免费试用： No card needed. The free plan runs indefinitely while you stay under the spending cap.
退款保证： None published. You can downgrade to the free plan instead.
📌 笔记： The jump from free to $42.50/month is steep. Most early stage companies cross the $5k spending line within a quarter of raising money.
⚠️ 警告： Human bookkeeping service is a separate line item. The subscription price above buys software access only.
Puzzle IO 的主要优势
Here is what makes Puzzle IO worth a look:
- Automated bookkeeping: It handles 85-95% of repetitive tedious tasks so founders can focus elsewhere. Expense categorization runs at up to 95% accuracy.
- 实时洞察： Cash flow, burn rate and key metrics like MRR update daily. No waiting weeks for a month-end report.
- 应计自动化： Revenue recognition, prepaid expenses and fixed assets are handled in-app. That removes a stack of spreadsheets.
- Modern integrations: Stripe, Brex, Ramp and Gusto connect directly. Less manual data entry across the stack.
- 安装简便： Self-guided onboarding means you do not need a finance expert on day one.
- One financial picture: All financial data sits in one dashboard. You see the current state of the business whenever you want.
Those benefits show up clearly on the dashboard.
我们的团队注意到了什么
我们的 作家 signed up for Puzzle IO and ran a live company file through it for several weeks. Here is what stood out:
Puzzle IO 的优点和缺点
✅ 优点
- Free plan for companies under $5k in monthly expenses
- Cleaner and more intuitive than QuickBooks for non accountants
- Daily drafted financials instead of a slow month-end close
- Built-in accrual automation for revenue recognition and fixed assets
❌缺点
- Some users worry about leaning on AI for transaction categorization
- A few reviewers report frustrating support and onboarding experiences
- Not accepted everywhere the way QuickBooks is
什么是自动输入？
AutoEntry is a cloud data extraction tool for accountants and businesses.
Sage acquired it in September 2019 and still owns it.
It captures invoices, receipts, bank statements and other financial documents.
Optical character recognition and machine learning pull the numbers out.
The extracted data then lands in Sage, Xero or QuickBooks.
It does not replace your books. It fills them.
🏆 获奖者：AutoEntry
Up to 99% accurate capture, backed by Sage. Credits roll over for 90 days and the plan is rolling monthly. Cancel whenever you want.
自动输入定价
AutoEntry pricing runs on credits. Every plan comes with a monthly credit allowance.
| 计划 | 价格 | 最适合 |
|---|---|---|
| 青铜 | 每月12美元 | 个体经营者，文书工作量少 |
| 银 | 每月 23 美元 | Small businesses filing regular invoices |
| 金子 | 每月 44 美元 | Growing companies with steady receipts |
| 铂 | 每月98美元 | 繁忙的簿记业务 |
| 钻石 | 每月 285 美元 | Multi-client accounting firms |
| 蓝宝石 | 每月 450 美元 | 大批量文档处理 |
Pricing verified September 2026.
免费试用： Yes. New accounts get trial credits so you can process a batch before paying.
退款保证： No refund policy published. The rolling monthly subscription cancels at any time instead.
📌 笔记： Unused credits stay live for 90 days. You can pause or downgrade the plan whenever volume drops, and custom packages exist for high-volume clients.
⚠️ Pricing conflict: Some published figures quote 50 credits at $17/month and 100 credits at $23/month. Our data lists Bronze at $12 and Silver at $23. Credit bundles and regional currency both shift the number, so confirm on the signup page before you buy.
自动进入的主要优势
Here is where AutoEntry earns its keep:
- High accuracy capture: Up to 99% accurate thanks to proprietary optical character recognition. That cuts errors on every purchase invoice you upload.
- Line items, not just totals: It pulls detailed line items out of invoices. Your general ledger gets real category data.
- 银行对账单转换： Scanned statements become CSV or accounting-ready files. Roughly 80% of bank statement data clears in about four hours.
- Learns your rules: The system remembers nominal codes and tax rules per supplier, then offers auto publish to your accounting software.
- Capture from anywhere: Snap receipts on a mobile phone, forward by email, or drag files from the desktop.
- 灵活定价： Credits roll over, plans include unlimited users, and the rolling contract means no lock-in.
The dashboard keeps every uploaded document in one queue.
我们的团队注意到了什么
Our writer processed a real month of supplier paperwork through AutoEntry. Here is what came out of that:
The walkthrough below shows the same workflow end to end.
自动输入功能的优点和缺点
✅ 优点
- Cheaper than Dext Prepare for a similar feature set
- Works with Sage, Xero and QuickBooks out of the box
- Converts PDF bank statements straight to Excel or CSV
- Reported time savings of up to 90% against manual entry
❌缺点
- Large batches can lag for several hours at peak times
- Support feedback is split, with slow replies reported by some
- Extraction rules take a learning curve to set up
功能对比
These two tools overlap in one place only: getting data out of documents and into your books. Everything past that point splits. Here are ten areas that decide which one belongs in your stack.
| 特征 | Puzzle IO | 自动输入 |
|---|---|---|
| 起价 | $0, then $42.50/month | 每月12美元 |
| 免费计划 | ✅ Under $5k spending | ❌ Trial credits only |
| 总账 | ✅ | ❌ |
| 文档识别（OCR） | ❌ | ✅ |
| 实时洞察 | ✅ | ❌ |
| 应计自动化 | ✅ | ❌ |
| 银行对账单导出为 CSV 文件 | ❌ | ✅ |
| QuickBooks 集成 | ❌ Replaces it | ✅ Publishes to it |
| 用户数量不限 | ❌ Plan dependent | ✅ |
| 最适合 | Startup founders running their own books | Bookkeepers clearing paperwork |
1. Data Entry and Document Capture
Puzzle IO： Data arrives through bank feeds and app connections rather than paper. Transactions flow in from your bank accounts and get sorted by AI. There is no receipt scanner here, so paper documents still need a home elsewhere.
自动输入： This is the whole product. Upload from desktop, email documents in, or photograph receipts on a mobile phone. It handles about 80% of receipts, invoices, vendor statements and bills in roughly two hours.
2. Dashboards and Reporting
Puzzle IO： The dashboard consolidates every source into one view of financial health. You get real time insights on cash flow, burn rate and cash runway. Founders can check the current state of the company quickly instead of waiting for a close.
自动输入： Reporting is limited to what moved through the queue. You see documents processed, credits spent and items pending review. Actual financial reporting happens in whatever accounting software receives the data.
3. 集成和其他工具
Puzzle IO： It links to Stripe, Brex, Ramp and Gusto to kill manual data entry. A partner network of bookkeeping firms sits alongside the software. It does not connect to QuickBooks because it aims to replace it.
自动输入： It plugs into Sage, Xero and QuickBooks plus a long list of other tools. Being Sage-owned makes the Sage path especially tight. If you already have accounting software, this slots in without changing it.
4. Invoices, Bills and Expenses
Puzzle IO： Expenses are categorized automatically at up to 95% accuracy. The AI checks its own work and improves over time. Bill approval workflows are thinner than a dedicated accounts payable tool.
自动输入： Every purchase invoice is broken into line items rather than a single total. It also matches invoices against monthly supplier statements, which saves hours of cross-checking. Uploaded expenses can be assigned to specific users.
5. 自动化和出版
Puzzle IO： Automation covers 85-95% of repetitive bookkeeping. Transaction categorization, rule generation and error checks all run without you. The books update themselves as money moves.
自动输入： Auto publish sends approved documents into your ledger with no clicks. Machine learning remembers nominal codes and tax rules per supplier. Batch processing and quick review save time, keeping time spent per document low.
6. Accrual Accounting and Revenue Recognition
Puzzle IO： Built-in accrual automation handles revenue recognition, prepaid expenses and fixed assets. That work usually lives in spreadsheets at early stage companies. Removing it is the strongest argument for the paid plan.
自动输入： No accrual engine, because it is not a ledger. Smart analysis flags odd values before they reach your books. Accruals stay the accountant’s job in Sage, Xero or QuickBooks.
7. Bank Statements and Reconciliation
Puzzle IO： Live bank feeds mean reconciliation happens continuously. There is no need to convert a PDF because the data arrives clean. Historic statements from a closed account are harder to bring in.
自动输入： Scanned bank statements convert to CSV or accounting-ready formats, and reconciliation is automated from there. Around 80% of bank statement data clears in about four hours. Users rate that PDF-to-Excel path highly.
⚠️ 警告： Invoice processing normally takes 10 to 120 minutes. Large batches can stretch to 24 hours, so do not upload a year of paperwork the night before a filing date.
8. Tax Compliance and Trial Balance
Puzzle IO： Income and expenses are tracked accurately through the year, so tax time is less painful. Tax compliance rests on the ledger being right rather than on filing tools. You still hand off to an accountant to file.
自动输入： Data is categorized using VAT codes pulled from your accounting software. You can prepare, adjust and output a trial balance for unlimited clients. That makes it a natural fit for digital tax filing regimes.
9. Onboarding and Ease of Use
Puzzle IO： Self-guided onboarding means easy setup without a finance expert on call. Reviewers repeatedly call the interface clean and intuitive. That is the main reason people leave QuickBooks for it.
自动输入： The core upload flow is simple and the mobile app gets strong marks. Extraction rules are where the learning curve sits. Expect a week before the system stops needing corrections.
10. 定价与成本
Here is the money side, plan against plan.
| 层级 | Puzzle IO | 自动输入 |
|---|---|---|
| 自由的 | Accounting basics — $0/month | ❌ Trial credits only |
| 入场费 | 会计及洞察服务 — 每月 42.50 美元 | 铜级会员——每月 12 美元 |
| 中 | 高级自动化功能——每月 85 美元 | 黄金——每月 44 美元 |
| 上 | Accounting plus Scale — 每月 255 美元 | 白金会员——每月 98 美元 |
| 顶部 | — | 蓝宝石 — 每月 450 美元 |
Puzzle IO： The free plan is genuinely useful for pre-revenue startups. After that the entry price is $42.50/month, which buys an entire general ledger rather than a single feature. Compared against QuickBooks plus a bookkeeper, that is still cheaper.
自动输入： At $12/month it is an add-on cost, not a platform cost. Credits roll over 90 days so quiet months are not wasted money. Against Dext Prepare it lands lower for a similar job.
💡 专业提示： These prices are not really rivals. Puzzle IO at $42.50 replaces your books. AutoEntry at $12 sits on top of books you already pay for. Add your existing subscription before you compare the two numbers.
不同场景
| 如果您需要…… | 选择 | 为什么 |
|---|---|---|
| A general ledger from scratch | Puzzle IO | AutoEntry has none |
| 收据和发票采集 | 自动输入 | Puzzle IO has no OCR |
| The lowest monthly cost | 自动输入 | $12 versus $42.50 |
| Burn rate and runway tracking | Puzzle IO | Live founder metrics |
| To keep QuickBooks or Sage | 自动输入 | Publishes into both |
| To serve many clients | 自动输入 | Unlimited trial balances |
💰 您的预算
If you are pre-revenue, Puzzle IO’s free tier costs nothing while spending stays under $5k. If you already pay for accounting software, AutoEntry adds $12 a month and nothing else changes.
🔌 您的技术栈
Teams running Stripe, Brex, Ramp and Gusto get more from Puzzle IO’s direct connections. Teams committed to Sage or Xero should not rip out a working ledger to chase a cleaner interface.
📄 您的文件量
Heavy supplier paperwork tips this to AutoEntry immediately. If almost everything you buy is on a card and shows up in a bank feed, Puzzle IO covers it without any upload step.
🎓您的经验水平
Founders with no finance background usually manage better inside Puzzle IO. Trained bookkeepers get more value from AutoEntry because they already know where the data should land.
🆓 免费试用和演示
Run one real month through each before you decide. Founders who chose Puzzle IO after a trial usually did so for the reporting, not the automation.
🛟 支持选项
Support feedback is mixed on both sides. Around 82% of AutoEntry users report positive experiences, though slow replies come up often enough to plan around.
切换指南
Already on one of them? Here is what changes.
🔄 从 Puzzle IO 切换到 AutoEntry？
✅ 你将获得：
- Real document capture for receipts, invoices and statements
- A lower monthly bill and credits that roll over
- Freedom to keep Sage, Xero or QuickBooks as your ledger
❌ 你会失去什么：
- Your general ledger, so you need a replacement first
- Daily burn rate, runway and MRR views
- Built-in accrual handling for prepaid expenses and fixed assets
📋 如何切换：
- Export your trial balance and transaction history from Puzzle IO
- Set up the ledger you are moving to, then open an AutoEntry account
- Connect AutoEntry to that ledger and upload a test batch before going live
🔄 从 AutoEntry 切换到 Puzzle IO？
✅ 你将获得：
- A full AI ledger, so you can drop your old accounting software
- Live financial insights instead of a document queue
- A free tier while monthly spending stays under $5k
❌ 你会失去什么：
- Optical character recognition for paper and PDF documents
- Line item extraction and supplier statement matching
- Sage ownership and the stability that comes with it
📋 如何切换：
- Publish every pending document in AutoEntry so nothing is stranded
- Open Puzzle IO and connect your bank accounts and payment tools
- Run both in parallel for one close, then cancel the old plan
我们的评测没有涵盖的内容
This comparison looked at startups, small businesses and small accounting practices. We did not test multi-entity consolidation, 审计 trails for regulated industries, or either product’s API. Custom enterprise packages sit outside what we can price. Our notes reflect the September 2026 versions, and the Puzzle acquisition may change the roadmap in future releases.
最终判决
| 类别 | 优胜者 |
|---|---|
| 💰 定价 | 自动输入 |
| 📄 文档采集 | 自动输入 |
| 📊 Reporting & Insights | Puzzle IO |
| 🔌 集成 | 自动输入 |
| 🧮 Accrual & Ledger Depth | Puzzle IO |
| 👶 易用性 | Puzzle IO |
| 🏢 Fit for Accounting Firms | 自动输入 |
| 🏆 总冠军 | 自动输入 |
🏆 获奖者：AUTOENTRY
AutoEntry wins 4 of 7 categories.
最适合： bookkeepers, accounting firms with many clients, and any business keeping its current accounting software
最后想说的是： AutoEntry takes it on breadth. It costs less, it works with the accounting software almost everyone already runs, and it means far less time on the most tedious part of the job. Sage ownership since 2019 also means it is not going anywhere.
Puzzle IO is the better product for one specific person: a startup founder who wants to own financial management without hiring anyone. Its live view of financial data is something AutoEntry cannot offer, and non accountants find it far easier to use.
If you want an accurate picture of your books with the least effort, AutoEntry is the safer buy today. Plenty of teams run both, and that combination works well.
与 Puzzle IO 相比，更多
Here is how Puzzle IO measures up against other ledgers:
Puzzle IO 获胜条件： a friendlier interface for non accountants, daily drafted financials, built-in accrual automation
QuickBooks 在以下方面胜出： universal acceptance by accountants, far deeper feature coverage, a huge third-party app market
Puzzle IO 获胜条件： startup metrics like burn rate out of the box, a free tier for small spenders, AI categorization built into the core
Xero 胜出的原因： global payroll and tax support, a mature partner network, multi-currency handling
Puzzle IO 获胜条件： accrual accounting depth, investor-ready reporting, integrations with Stripe and Brex
海浪 获胜方式： free invoicing for freelancers, simpler cash-basis workflow, no spending cap on the free plan
Puzzle IO vs NetSuite
Puzzle IO 获胜条件： setup measured in hours rather than months, transparent published pricing, no setup consultant needed
NetSuite 胜出的原因： multi-entity consolidation, inventory and supply chain modules, audit controls for larger companies
AutoEntry 的比较
And how AutoEntry stacks up against rival capture tools:
自动参赛获胜条件： lower cost for comparable features, credits that roll over 90 days, tighter Sage integration
Dext 获胜条件： faster turnaround on large batches, a broader supplier fetch library, more polished practice tools
自动参赛获胜条件： line item extraction rather than header totals, bank statement conversion, supplier statement matching
Hubdoc 获胜方式： being bundled free with Xero plans, automatic document fetching from vendors, simpler setup
自动参赛获胜条件： supplier invoice and bill processing, trial balance output for clients, credit-based pricing with no per-seat fee
Expensify 获胜方式： employee expense reports, corporate card reconciliation, a stronger mobile experience for staff
自动参赛获胜条件： a much lower entry price, Sage backing since 2019, a simpler learning path for small teams
Docyt 胜出： end-to-end document management, built-in reconciliation dashboards, industry templates for 餐厅 and franchises
常见问题解答
Puzzle io 的 CEO 是谁？
Sasha Orloff is the CEO and co founder. He started the company with John Cwikla in 2019. Orloff is joining Accrual as part of the September 2026 acquisition.
AutoEntry是Sage旗下的吗？
Yes. Sage acquired AutoEntry in September 2019 and still owns it. The product keeps its own name and continues to work with rival platforms such as Xero and QuickBooks.
自动录入需要多长时间才能处理完毕？
Most invoices clear in 10 to 120 minutes. About 80% of bank statement data is done in roughly four hours. Very large batches can take up to 24 hours.
Sage AutoEntry 的价格是多少？
Plans run from $12 per month on Bronze up to $450 on Sapphire. Each tier includes a monthly credit allowance, and custom packages exist for high-volume users.
AutoEntry 是否与 QuickBooks 兼容？
Yes. It publishes extracted data straight into QuickBooks, and also into Xero and Sage. That is the main reason it suits firms that will not change ledgers.
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