The best guide to how AI is changing the accounting industry may be the last time software changed it. In a Hacker News thread about whether AI will shrink the need for software developers, one commenter pointed back to when spreadsheets and accounting software arrived with the PC:
This software all but eliminated manual bookkeeping. However, jobs for accountants increased
The government's newest numbers point to the same split. On August 27, 2026, the Bureau of Labor Statistics published projections for 2025 to 2035: bookkeeping clerk jobs are expected to shrink 6%, and accountant jobs to grow 5%. The pattern is less typing and more judgment. This guide walks through it for owners rather than accountants: what AI actually does in your books today, what it still gets wrong, whether it will replace accountants and bookkeepers, and what all of it means for who keeps your books.
How AI is changing accounting: the short answer
AI is changing accounting by automating the repetitive work: entering receipts and invoices, categorizing bank transactions, matching them to records, and helping reconcile accounts. It isn't replacing accountants. The judgment work (taxes, planning, reviewing the books, advising) is growing in importance, and BLS projects accountant jobs to grow faster than average through 2035.
What AI actually does in accounting today
Strip away the marketing and most AI in accounting does one of five things:
- Reads documents. It pulls the vendor, date, amount and tax off a photo of a receipt or a PDF invoice, so nobody types it in.
- Suggests categories. It looks at a bank or card transaction and your history and proposes where it goes: fuel, materials, meals, a customer payment.
- Matches transactions. It pairs a bank deposit with the invoice it pays, or a card charge with a bill you already entered.
- Helps reconcile. It lines your books up against the bank statement and points out what doesn't agree.
- Drafts and summarizes. It writes invoices and payment reminders, and turns a month of numbers into a plain-language summary.
Accountants already use it heavily for this kind of work. In Intuit's 2026 Accountant Technology Survey of 725 US accounting professionals, 88% said they had used AI for at least one client service in the past year, and the most common client-service use was data entry and processing, at 54% (Intuit Firm of the Future).
Small businesses are further behind. In the Census Bureau's Business Trends and Outlook Survey period ending May 3, 2026, 19.8% of US businesses said they had used AI in the previous two weeks, and fewer than 20% of firms with four or fewer employees did. Use among firms with fewer than 20 employees didn't change significantly between December 2025 and May 2026 (U.S. Census Bureau). If you haven't put AI to work in your business yet, most owners your size haven't either.
What QuickBooks' own AI does
QuickBooks is where a lot of small business owners will meet AI in accounting first. When Intuit launched its AI agents in July 2025, it said the Accounting Agent would automate bookkeeping and the categorizing of transactions and help with reconciliation, with a rollout to a range of QuickBooks Online products and customers in the US (Intuit).
Intuit's current help article, updated August 26, 2026, describes how that works on the banking page. QuickBooks Online suggests either a match to a record you already have or a category for each bank transaction, and you select Post to add it to your books. Color-coded icons show how strong the data behind each suggestion is, and low-confidence suggestions are left out of the feed entirely. The features you see depend on your QuickBooks Online plan (QuickBooks help).
Notice what that design assumes: AI proposes, a person decides. For a closer look at the features, plans and limits, see our guide to QuickBooks AI.
What AI still gets wrong
AI is good at patterns and bad at knowing when the pattern doesn't apply. And when it's wrong, it doesn't hesitate. One commenter described a friend who asked AI to summarize his finances. Reviewing the report:
he spotted a $500 monthly loan payment that he didn't recognize
When he asked where it came from, the AI admitted it was a mistake. In day-to-day bookkeeping, the errors are usually quieter: a supplier you buy both materials and tools from, a transfer that could be a loan or a customer deposit, a personal charge on the business card. AI guesses from history. Only you know what that $2,400 transfer on the 3rd actually was.
Then there are the questions that were never data entry in the first place:
- Should that $9,000 truck repair be expensed this year or capitalized and depreciated?
- Do you owe sales tax in a state you've started shipping to? (Our guide on when to start charging sales tax covers how those thresholds work.)
- Is a regular helper a contractor or an employee?
- Should your LLC elect to be taxed as an S corporation?
- How much should you set aside for estimated taxes this quarter?
These are judgment calls with legal and tax consequences, and they belong to your accountant. The profession seems to agree. In the same Intuit survey, only 6% of accounting professionals said they want AI to execute client work autonomously, and 34% want AI to draft with a human reviewing and signing off (Intuit Firm of the Future). Note that Intuit sells accounting software, so read its surveys as a vendor's research, not an independent study.
Will AI replace accountants and bookkeepers?
No. AI changes the work; it doesn't remove the profession. That's the conclusion of the most neutral source available, the Bureau of Labor Statistics, whose Occupational Outlook Handbook was updated with 2025 to 2035 projections on August 27, 2026:
| Accountants and auditors | Bookkeeping, accounting, and auditing clerks | |
|---|---|---|
| Jobs in 2025 | 1,595,200 | 1,532,400 |
| Projected change, 2025 to 2035 | +5% (+79,400) | -6% (-85,600) |
| Openings per year, on average | About 115,300 | About 144,100 |
| Median pay, 2025 | $83,680 | $50,670 |
Sources: BLS, Accountants and Auditors and Bookkeeping, Accounting, and Auditing Clerks. For comparison, BLS projects total US employment to grow 3.5% over the same decade (BLS Employment Projections).
For accountants, BLS names AI directly. It expects routine tasks to be automated as cloud computing, AI and blockchain spread, and says: "Although these technologies will likely increase accountants' efficiency, this change is not expected to reduce overall demand." Instead, it says, "The automation of routine tasks, such as data entry, will instead make accountants' advisory and analytical duties more prominent."
For bookkeeping clerks, the outlook is a decline, and BLS is plain about why: "Software innovations have automated many of the tasks performed by bookkeeping, accounting, and auditing clerks." But it still projects about 144,100 openings a year, all from people retiring or moving to other jobs, and it expects the people in these roles to take on a more analytical and advisory role over the decade. In other words, the job is moving from typing transactions to reviewing them.
One caution about all of this: BLS itself says that "Developments in AI are proceeding rapidly, and the uncertainty about potential impacts remains very high," and it adjusts its projections conservatively, only where the evidence is convincing (BLS). Projections aren't promises. But they're built from data, not from a software vendor's pitch.
Owners who try AI on their own books often come to the same conclusion. One small business owner, who uses AI coding tools to work through bookkeeping errors and reconciliation issues, said in a Hacker News thread that those tools don't replace a professional accountant, because the job isn't just balancing the books. It's:
knowing rules, procedures and the way the tax office works
If you've read this elsewhere: many pages that rank for this question still quote the older 2024 to 2034 projections, with 124,200 openings a year for accountants and 170,000 for clerks. The figures above are the current ones.
The accountant shortage, in numbers
If anything, the problem for owners isn't too few jobs for accountants. It's too few accountants. The pipeline has been thin for years and is only starting to recover:
- Fewer graduates. US schools awarded 55,152 bachelor's and master's degrees in accounting in the 2023-24 school year, down 6.6% from the year before, according to the AICPA's 2025 Trends report. The AICPA also points to National Student Clearinghouse data showing two straight semesters of 12% growth in accounting enrollment in 2024-25, so more students are on the way (AICPA).
- More people sitting for the CPA exam. NASBA counted 36,590 new CPA exam candidates in 2025, up from 27,994 in 2024 (NASBA 2025 edition, NASBA 2024 edition). The 2024 count was low for a reason: it was the first year of a redesigned exam, and the AICPA notes that candidates rushed to test in 2023 before the change (AICPA).
- A new route to the license. In May 2025, the AICPA and NASBA approved model rules adding a path to CPA licensure with a bachelor's degree, two years of experience and the CPA exam. Each state has to adopt it on its own (AICPA).
- Retirements. BLS expects many of the 115,300 yearly accountant openings to come from replacing workers who retire or leave the field.
- Hiring is hard. In Intuit's 2025 survey, 80% of accounting professionals reported difficulty hiring experienced people, though that was down 14 points from the year before (Intuit).
What that means for you: good accountants are busy, and their time is the scarce part. An owner who shows up with current, reconciled books and receipts attached gets that time spent on advice. An owner who shows up with a shoebox pays for cleanup first.
What this means for who keeps your books
Most owners end up with a mix: software that collects and suggests, someone (or something) that does the daily entry and the monthly close, and an accountant or CPA for the judgment. AI is changing the middle layer the most. Here's how the work splits:
| The work | Software and AI | A bookkeeper or AI bookkeeper | Your accountant or CPA |
|---|---|---|---|
| Capture receipts and invoices | Reads them | Makes sure nothing's missing | |
| Categorize transactions | Suggests | Decides, asks you about the unclear ones | Sets up the chart of accounts with you |
| Reconcile accounts | Matches | Closes each month | Reviews before year end |
| Invoices and reminders | Drafts | Sends and follows up, with your OK | |
| Sales tax | Tracks | Prepares the return | Advises on where you owe; you or they file |
| Income taxes and planning | Keeps books they can work from | Prepares, files and plans | |
| Big decisions (equipment, hiring, entity) | Advises |
Two things stand out. First, nothing in the right-hand column moves left. Second, everything to its left exists to make the right-hand column faster and better.
If you're weighing whether AI can handle the daily part of your books, our guide on whether AI can do your bookkeeping goes task by task. If you'd rather have a person working in your QuickBooks file, see how to find a QuickBooks bookkeeper.
Questions to ask your accountant about AI
Your accountant is probably already using AI. A few questions get you on the same page:
- Which AI tools touch my books, and who reviews what they post?
- What do you want from me each month? Receipts, a closed month, a list of questions?
- Do you want access to my QuickBooks, or a report or export at year end?
- What should I never let software decide without asking you first?
- What would make tax time cheaper for both of us?
Where Ruth fits
Ruth is Clef's AI bookkeeper, and she runs your QuickBooks for you. Text her a photo of a receipt, or tell her what came in, and she enters it in QuickBooks with the receipt or invoice attached. She books transactions to the right accounts and texts you about the ones she can't place, while you still remember what they were. Before she adds anything, she checks QuickBooks for a matching entry, so nothing goes in twice. She closes each month and prepares your sales tax return for you or your CPA to file.
She works alongside your accountant, not instead of one. Ruth keeps QuickBooks current day to day, so your accountant gets clean books and spends their time on advice, review and taxes. Her limits: QuickBooks doesn't give outside apps access to the bank feed's For Review list, so she can't post those transactions for you; she never moves money; and she doesn't file taxes or replace your CPA. If you don't use QuickBooks, connecting it is optional: she can keep your books from what you text or email her. There's no app to install. Ruth is Clef's product, so weigh that when you compare her with the options above. See how Ruth works.
This is general information, not tax or legal advice; your CPA or accountant can apply it to your business.
Intuit and QuickBooks are registered trademarks of Intuit Inc.
Frequently asked questions
Will AI replace accountants?
No. The Bureau of Labor Statistics projects jobs for accountants and auditors to grow 5% from 2025 to 2035, faster than the 3.5% projected for all jobs, with about 115,300 openings a year. BLS expects AI and other software to automate routine tasks like data entry and make accountants' advisory and analytical work more prominent, not to reduce overall demand.
Will AI replace bookkeepers?
It's changing the job more than ending it. BLS projects employment of bookkeeping, accounting, and auditing clerks to fall 6% from 2025 to 2035 because software has automated many of their tasks, yet it still expects about 144,100 openings a year as people retire or change jobs. The work is moving from typing in transactions to reviewing them.
What accounting tasks can AI do today?
The repetitive ones: reading receipts and invoices, suggesting categories for bank transactions, matching transactions to records you already have, helping with reconciliation, and drafting invoices and reminders. In QuickBooks Online, AI suggests a match or a category for each bank transaction, and you still choose to post it.
Do I still need an accountant if I use AI bookkeeping software?
Yes. AI does the data entry; your accountant does the judgment. Tax returns and planning, how to treat a big purchase, entity and payroll questions, and reviewing your books at year end all still need a professional. Clean, current books mean your accountant spends their time on that work instead of fixing entries.
Can AI make mistakes in my books?
Yes, and its mistakes can look confident. AI can put a charge in the wrong category or, when asked to summarize, report something that isn't there. That's why most tools ask you to approve entries, and why someone should review each month's books before you rely on them.