3 Things AI Can Do in Your Books (and 3 Things It Really Can't)

Tania A. Ibarra, CPA
July 20, 2026

You've probably noticed AI popping up everywhere lately – including your accounting software. It sounds promising, right? Less manual work, faster bookkeeping, maybe even fewer costs. Here's the thing: for nonprofits managing restricted funding and complex compliance, AI is a (helpful) tool, not a (very helpful) teammate. Knowing the difference can save you a lot of headaches down the road.

Let's break it down.

What AI Can Do

1. Categorize routine transactions.

If you pay the same vendor every month for the same thing, AI picks up on the pattern. It's like having someone pre-sort your mail. For repetitive, high-volume entries, that's genuinely helpful.

2. Suggest bank feed matches.

Matching cleared transactions to your records? Tedious. AI can surface likely matches and flag duplicates so you're not doing it line by line. Think of it as a first pass, not a final answer.

3. Flag things that look unusual.

AI can spot amounts outside your normal range, unexpected vendors, or duplicate payments. It's a good smoke detector. But it can't investigate the fire.

What AI Can't Do

1. Understand your funders' intent.

Restricted vs. unrestricted funding isn't a tagging exercise. It requires reading your grant agreement, understanding what a funder meant, and knowing what happens when it's coded wrong. AI doesn't read MOUs. It doesn't ask clarifying questions. And one miscoded deposit can ripple into inaccurate fund balances, flawed reports, and audit findings.

2. Navigate your grant rules or allocate functional expenses.

Every grant comes with its own terms, deadlines, and allowable costs. Your 990 and audit require thoughtful decisions about how staff time connects to programs vs. operations. AI won't ask "does this make sense?" It'll just classify quietly, consistently, and sometimes incorrectly.

3. Build the financial foundation your mission depends on.

Here's what we've seen: if the structure underneath is off, everything built on top of it is off too. Your board reports, your grant closeouts, your 990. And "clean-looking" reports from AI? They can actually be more risky than messy ones, because they look trustworthy even when the data isn't.

So what does this mean for your organization?

More automation doesn't mean less need for human expertise. It means more. You deserve a finance partner who brings real judgment, understands the complexity of nonprofit funding, and supports your team with empathy and equity at the center of the work.

That's exactly what we built Step Up's Financial Management services to do. We're not a software add-on. We're a team of finance professionals who understand restricted funding, the pace of program delivery, and the people behind every line item. We bring EQ and equity to the table, because your mission deserves that.

Learn more about how we work →