Review Queue: The Transactions the Software Was Not Sure About

Bobby Huang

Partner, SDO CPA LLC / CEO, Growthy

September 23, 2026
4 min read
QBO-Specific Terms

QuickBooks Online's For Review tab does not know the difference between a transaction it's sure about and one it's guessing on. Every fed transaction lands in the same pile (matched, unmatched, obvious, ambiguous), and the bookkeeper has to eyeball the whole feed to find the handful that actually need a decision.

A transaction review queue works differently. Instead of surfacing everything, it surfaces the transactions the categorization engine wasn't confident about, and posts the rest on its own.

What is a review queue in bookkeeping software?

A review queue is the set of fed bank and card transactions held back for a human decision before posting, because the categorization engine wasn't confident enough to post them automatically. It's not every transaction, just the subset the software flagged as uncertain. QBO's suggested categorization runs at roughly 50% accuracy, so its For Review tab effectively asks you to check everything. A confidence-sorted queue only asks about the transactions it's actually unsure of, and it never claims above 85% accuracy on the ones it does post.

Key Takeaways

  • QBO's suggestions land around 50% accuracy: every fed transaction still lands in For Review regardless of how confident the match was.
  • A review queue sorts by confidence, not by feed order: only the uncertain transactions require a human decision.
  • 85% is the ceiling, not a marketing number: Growthy never claims higher, and it asks rather than guesses past that line.
  • New vendors and split-worthy amounts are the common queue items: recurring, previously categorized transactions post without a prompt.
  • Less re-checking means less bookkeeping time spent on transactions the software already got right.

QBO's For Review tab vs. a confidence-sorted queue

QBO's bank feed rules and suggested categorization are useful, but they're not selective. Bank rules match on payee text and amount patterns, and the suggestion still shows up in For Review whether the match is obvious or a total guess. QBO's suggested categorization runs at roughly 50% accuracy, so the tab isn't really filtering anything. It's asking you to look at the whole feed, every time.

That's the core difference. A confidence-sorted queue treats "I'm not sure" as a distinct state from "here's my best guess, take it or leave it." When the categorization engine is confident, the transaction posts. When it isn't, it waits for you.

Where Growthy draws the line

Categorizes the routine. Flags what needs you.

See Growthy on a sample book. Read-only bank access.

Get started

Growthy asks when it's unsure and posts the rest without asking. Rules can't tell you when they're guessing: a static rule either matches or it doesn't, with no notion of confidence in between. A confidence-sorted queue can, and that's the mechanism behind Growthy's transaction categorization. It never claims above 85% accuracy, and the transactions below that bar are exactly what shows up in the queue.

That ceiling is deliberate. A tool that claimed near-perfect accuracy would either be lying or posting things it shouldn't. 85% with an honest queue for the rest beats a higher number nobody can back up.

What lands in the queue (and what doesn't)

A new vendor with no transaction history is a queue item. So is a transaction that's large enough or oddly split enough to warrant a second look, like a $4,200 charge from a payment processor that could be a client deposit or could be three bundled invoices. A memo field with no useful text on an unfamiliar payee is another common one.

What doesn't land in the queue: a recurring software subscription already categorized the same way for six months straight. A transaction from a vendor the account has seen fifty times before. Those post on their own, because the confidence is already there.

Conclusion

The point isn't to automate every transaction. It's to stop asking you to check the ones that don't need checking. A review queue built on real confidence scoring means the For Review tab shrinks down to what actually needs a decision, instead of everything that happened to hit the feed.

Get started with Growthy and see which transactions actually need your attention.


Growthy is bookkeeping software, not a CPA firm. This content is educational, not professional advice.

See It Work on Your Data

See Growthy on a sample book. Read-only bank access.

14-day free trial✓ Works with QuickBooks Online✓ 85% accuracy
Get started

Bobby Huang Partner, SDO CPA LLC / CEO, Growthy

Partner at SDO CPA. 18 years of hands-on bookkeeping. Bobby still reconciles real client books and builds Growthy from that operating work.

View author profile

Growthy content is written and reviewed by people who keep real books. Worked examples come from real bookkeeping scenarios, and product claims are checked against what the product does today. Our editorial guidelines cover how we source, verify, and update every article.

Keep reading

Unapplied Payment: Why Cash Came In but the Invoice Still Shows Open
QBO-Specific Terms

Unapplied Payment: Why Cash Came In but the Invoice Still Shows Open

An unapplied payment is cash QBO recorded but never matched to an invoice, so AR and revenue both misstate. Find it, apply it, re-run the report.

Undeposited Funds: What It Is & Why Your Books Are Off
Featured image for Undeposited Funds: What It Is & Why Your Books Are Off
QBO-Specific Terms

Undeposited Funds: What It Is & Why Your Books Are Off

Undeposited Funds is the QBO holding account where customer payments sit between receipt and bank deposit. It exists so a single bank statement deposit can match multiple customer payments. Here's how to use it correctly and clear stuck balances.

Uncategorized Expense: What It Means & How to Fix It
Featured image for Uncategorized Expense: What It Means & How to Fix It
QBO-Specific Terms

Uncategorized Expense: What It Means & How to Fix It

Uncategorized Expense is QuickBooks Online's catchall for transactions imported but never assigned to a real category. A clean book has $0 in this account. Here's how to recategorize what's there and prevent new ones from landing.