
How Accurate Is Auto-Categorization? Honest Numbers
See the real accuracy numbers behind AI auto-categorization: 85% on first import, 90%+ on returning books, and where a bookkeeper's review still matters.
SDO CPA LLC
18 years of experience
Bobby Huang is a partner at SDO CPA. 18 years of hands-on bookkeeping. He still reconciles real client books and built Growthy from the same review-and-approve work bookkeepers do each week.

See the real accuracy numbers behind AI auto-categorization: 85% on first import, 90%+ on returning books, and where a bookkeeper's review still matters.

ChatGPT's Finances tab reads your own accounts via Plaid and tracks spending. It doesn't keep books. The honest answer for bookkeepers and founders.

QuickBooks Online Accountant becomes Intuit Accountant Suite by December 31, 2026. The real dates and dollars: the cohort timeline, Core vs Accelerate pricing, Books Close per-client fees, and what it means for your firms stack.

QuickBooks Desktop is ending, and for a firm every client on it is a migration you will own. A portfolio playbook: which clients move first, which destination fits each one, and how to run the migration once as a repeatable process.

30 ChatGPT prompts for bookkeepers: client emails, categorization checks, month-end close, and cleanup triage. Placeholders and guardrails included.

Connect QuickBooks Online to ChatGPT or Claude four ways. What each path can read, what it can write, and why the official app is no longer read-only.

Connect QuickBooks Online to Claude with Intuit's official MCP server: claude_desktop_config.json, claude mcp add, and safe read-only prompts for bookkeepers.

Accrual vs cash basis accounting for SaaS startups: why deferred revenue and MRR break cash basis, the $32M tax threshold, and when to switch books.

Calendly posts to Software or Dues & Subscriptions, Schedule C Line 27a. No 1099. Per-seat billing prorates mid-cycle. Annual prepays deduct in full under the 12-month rule.

Figma posts to Software or Dues & Subscriptions, Schedule C Line 27a. No 1099. Per-editor billing means a free viewer who edits can jump your bill mid-cycle. Annual prepays deduct under the 12-month rule.

Zoom posts to Software or Dues & Subscriptions, Schedule C Line 27a. No 1099. Zoom Phone is telecom, not software; Zoom Rooms hardware capitalizes separately. Annual prepays deduct under the 12-month rule.

Slack posts to Software or Dues & Subscriptions, Schedule C Line 27a. No 1099. Fair Billing credits are a contra-expense, not income. Annual prepays deduct in full under the 12-month rule.
See Growthy on a sample book. Read-only bank access.
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