How to categorize QuickBooks transactions faster
QuickBooks Online's built-in categorization suggestions work off one general model shared across every company file. That's the root of most of the frustration bookkeepers report with it: the fix isn't a smarter generic model, it's rules that are specific to each client.
- 1Start with vendor rules, not transaction-by-transaction review
Most recurring vendors (SaaS tools, utilities, payroll) should map to a category once and stay mapped. Reviewing the same vendor every month is where the time actually goes.
- 2Separate high-confidence from genuinely ambiguous
A clear rule match (Stripe payout → sales income) doesn't need the same scrutiny as an unfamiliar vendor or an odd amount. Triage first, review the ambiguous pile second.
- 3Build rules per client, not one global model
The same vendor name can mean different things at different clients: "Amazon" is office supplies for one client and inventory for another. A single generic categorization model can't capture that; a per-client rule can.
- 4Escalate what you can't decide, don't guess
An unclear wire or an ambiguous personal-vs-business charge is exactly what should go to the client, not get filed under a best guess that has to be corrected later.
- 5Let every approval teach the system
Each transaction you approve or correct should tighten the rule for that vendor at that client, so the same decision doesn't have to be made twice.
Why Clerai categorizes per client, not globally
Every approval or correction you make in Clerai tightens a rule scoped to that specific client, not a shared model across every user. A confidence pill and one-line rationale come with every suggestion, so you can approve, edit, or escalate to the client in one keystroke.
- AI suggestion with a one-line rationale, not a black box
- Rules scoped per client, not shared globally
- Keyboard shortcuts for bulk approve, edit, and escalate