Finance

AI-assisted weekly KPI snapshot and commentary

Use ChatGPT (Advanced Data Analysis) with finance/inventory data to produce a repeatable weekly KPI snapshot (e.g., turns, days on hand, aging, stockouts, true margin) and draft first-pass commentary in minutes.

Why the human is still essential here

A human still defines KPI definitions, ensures the underlying data is governed and reconciled (e.g., COGS tied to inventory), and makes the final business decisions and narrative based on context.

How people use this

Weekly KPI pack from ERP/GL export

Upload the week’s ERP/GL and inventory exports, have AI calculate turns/DOH/aging/true margin, and generate a one-page KPI snapshot with draft management commentary for review.

ChatGPT (Advanced Data Analysis) / Microsoft Excel

Narrative insights for a Power BI KPI dashboard

Use AI to summarize week-over-week KPI movements (e.g., margin mix shift, aging buildup) and draft a narrative to accompany a recurring Power BI report distribution.

Microsoft Power BI Copilot / Power BI

Automated KPI email with draft commentary

Trigger a weekly workflow that refreshes the dataset, creates a KPI table and chart images, and drafts an email recap with key callouts for the finance lead to approve.

Microsoft Power Automate / Azure OpenAI (GPT)

Community stories (1)

LinkedIn

Six weeks ago I thought AI in finance meant faster reporting. 🤖📊

Six weeks ago I thought AI in finance meant faster reporting. 🤖📊 Six weeks later I see it as something better: better decisions, when the data is clean. ✅
I just wrapped a 6-week AI Finance Accelerator, and here’s what actually stuck:

🧹 AI doesn’t fix messy data. It magnifies it. Govern item names, units, and mappings first.

🧾 COGS has to tie to inventory, or margin is fiction. If the tie-out fails, pricing gets shaky.

🚨 Exceptions beat dashboards. Stockouts, aging, cost spikes, and fee leaks move cash.

📚 Rules beat heroics. A simple rulebook prevents the same cleanup every month.

🗓️ Cadence matters more than tools. Weekly beats month-end scramble, every time.


Most valuable tools I’ll keep using: #ChatGPT (Advanced Data Analysis), #Copilot / #PowerQuery, and lightweight automation to move clean data where it needs to go. ⚙️


💡Biggest mindset shift: I stopped asking “How do I analyze this faster?” and started asking, “What decision should this number trigger?” 💡


👉 Practical result: I built a repeatable workflow that turns data into a weekly KPI snapshot (turns, days on hand, aging, stockouts, true margin) with first-pass commentary drafted in minutes. 📈

Speed is nice. Trust in the numbers is better. 🤝

SC
Sharon CusterInventory Optimization Strategist
Mar 1, 2026