· Saul Mateos · Claude and AI Tools · 3 min read
100 AI Tips for Finance Professionals
100 AI tips for finance professionals, from actual workflows, not theory: setup, prompting, forecasting, board prep and the 15-minute rule.
100 Tips for the AI Finance Operator is the cheat sheet for CFOs who operate, not just report. These are AI tips for finance professionals from actual workflows, not theory, on two pages.
Download 100 Tips for the AI Finance Operator (PDF)
What’s inside
- Context & Setup
- Prompt Engineering
- Financial Analysis
- Forecasting & Budgeting
- Board & Investor Comms
- Marketing Operations
- Tech & Vendor Ops
- HR & People Ops
- Cross-Department
- Workflow Rules
A selection of the AI tips for finance professionals
Context & Setup
2. Build Three Context Layers. Every project needs Instructions (role), Knowledge (docs), and Task.
5. Export Excel as CSV for AI. CSV files parse more reliably; strip complex formatting before upload.
10. Test Setup With Known Answers. After uploading, verify AI retrieves metrics you already know.
Prompt Engineering
11. Use the 5-Part Prompt Framework. Every prompt needs Role, Task, Context, Format, and Constraints.
14. Include Anti-Hallucination Guards. Add “Only use attached files. If unsure, say so” to prompts.
20. Break Complex Tasks Into Steps. Extract, then calculate, then narrate, each step separately.
Financial Analysis
21. AI for Narratives, Excel for Models. Build the model in Excel, paste results into AI for commentary.
23. Generate Dashboard Commentary. Three sentences per metric: what happened, why, what it means.
26. Verify Every Number AI Produces. Non-negotiable: AI hallucinating $8.2M vs actual $7.1M happens.
Forecasting & Budgeting
32. AI Writes Commentary, Not Forecasts. AI narrates around the numbers; you build the model in Excel.
35. Present Ranges, Not Point Estimates. Three scenarios with assumptions beat false single-number certainty.
37. Deliver Bad News Faster Than Good. Flag forecast misses immediately; don’t wait for quarter-end.
Board & Investor Comms
43. AI-Generate Executive Summaries. 3 paragraphs: biggest wins, concerning trends, decisions needed.
48. AI for Pre-Meeting Risk ID. Ask “What risks am I missing? What would a sharp member ask?”
50. Write the Tough Slide First. Start prep with the metric you’re least comfortable explaining.
Tech & Vendor Ops
62. Build Vendor Comparison Matrices. Upload 4 proposals; get cost, features, timeline compared fast.
69. Budget for AI’s Phase 2 Dip. Most teams quit AI at month 2-6; they only budgeted for the hype.
Workflow Rules
91. The 15-Minute Rule. If AI can’t solve it in 15 minutes, bail to Excel with zero guilt.
92. Ship at 90%, Not 100%. The last 10% takes 3 hours and adds 2% value; move on.
94. Track Hours Saved Per Tool Weekly. Kill any tool not saving 2+ hours/week; measure ruthlessly.
95. Target 70-75% AI Success Rate. Lower = wrong tasks; higher = not experimenting enough.
The other 79 tips, including marketing, HR and cross-department workflows, are in the PDF.
Download 100 Tips for the AI Finance Operator (PDF)