AI in Accounting
AI explained by accountants, for accountants
AI is a tool with real capabilities and real limitations. Your job is to understand it well enough to use it well, supervise it correctly, and explain it to clients — without the hype.
Table of Contents
AI Foundations
For someone who knows accounting but not AI — plain English, no hype
What Is AI?
A practical definition — not the sci-fi version
Machine Learning vs Rule-Based Systems
Why auto-categorization feels different from a formula
How LLMs Work
Tokens, training, and inference — in plain English
Neural Networks Explained
Enough depth to supervise AI without becoming a data scientist
AI Limitations & Hallucinations
Critical for professional use — confident wrong answers
Prompt Engineering Basics
How to ask AI for work you can actually use
AI in Accounting Practice
Where AI actually shows up on the job — bookkeeping through audit
AI in Bookkeeping
Auto-categorization, receipt scanning, and bank feeds
AI in Tax Prep
What tools claim vs. what professionals still own
AI in Audit
Anomaly detection and fuller transaction testing
AI in Financial Analysis
Earnings summaries, ratio narratives, and board packs
AI in Accounts Payable
Invoice processing and three-way match automation
AI and the CPA Role
What changes in the profession — and what doesn’t
AI Tools for Accountants
Practical workflows — written to be updated as tools change
Excel Copilot for Accountants
Using Copilot on workpapers without losing the trail
Using AI for Reconciliations
Bank and account reconciliations with AI assist
AI for Financial Reporting
Drafts, checklists, and narrative — with controls
Evaluating AI Tools as a CPA
How to vet vendors, data privacy, and client risk
Career, Ethics & the Bigger Picture
What students and practitioners actually worry about
Will AI Replace Accountants?
An honest take on automation vs. the profession
Skills That Stay Human
Judgment, ethics, and client relationships
AI Ethics in Accounting
Bias, transparency, and professional responsibility
Regulating AI in Finance
How oversight is catching up to the tools
Practice Accounting Foundations
AI is sharper when your accounting basics are sharp — practice the cycle, reconciliations, and statements in the Lab, then come back ready to supervise AI on real work.
Try It in the Learning Lab→