Time your close
Log which parts of month-end actually eat your hours, the variance schedules, the hunt for a broken link, the board commentary, so you aim AI at the four-day reconciling tail and not the one-hour analysis.
Learning Path
Finance & Analytics
Model, audit, and explain the numbers with AI copilots you can actually reconcile, then ship a self-updating month-end pack.
Beginner-friendly12 modules~4h 22m total6 tools
Finish with: A board deck carried from the model via the Claude add-in, plus a runbook (prompts, source file, reconciliation check) and a one-page AI policy with sign-off rules
Who this path is for
FP&A analysts, finance managers, and controllers who own the models, the dashboards, and the month-end close.
Month-end eats the week: rebuilding the same variance schedules, hunting a broken link across a 14-tab model, and rewriting board commentary that says what the numbers already show. The analysis takes an hour; reconciling, formatting, and explaining it takes the other four days.
Build next: Build a self-updating month-end pack: one governed Power BI dashboard plus the variance commentary, both regenerating from a single refreshed actuals file.
Outcomes
What you'll be able to do
- An audited three-statement model plus a reusable build spec, checked cell by cell with Shortcut, Claude for Excel, and Excel Copilot
- A variance commentary factory: a prompt-template library that drafts driver commentary per business unit, every number reconciled to your control totals
- A self-updating month-end pack where one governed dashboard and its narrative regenerate from a single refreshed actuals source
Curriculum
What you'll actually build
12 modules, ~4h 22m of hands-on work. Every lesson centers on one tool and ends with a deliverable you keep.
Set your reconcile-first rule and lock the privacy tier
A one-page reconciliation checklist and a confirmed privacy setup (Business/Enterprise verified, or training toggled off on a personal plan), so no AI number ships unchecked and no close data trains a model
ChatGPTFree starter lesson16 min
Set your reconcile-first rule and lock the privacy tier
A one-page reconciliation checklist and a confirmed privacy setup (Business/Enterprise verified, or training toggled off on a personal plan), so no AI number ships unchecked and no close data trains a model
ChatGPTFree starter lessonChatGPTAssistant
Conversational AI for writing, coding, and analysis. You work inside the real tool for all 16 minutes; the module ends when the deliverable above exists.
Audit a three-statement model with Claude for Excel
An audited model with a cited list of every broken link and formula inconsistency Claude flagged, each pointing to the exact cell it touched
Claude for Excel22 min
Audit a three-statement model with Claude for Excel
An audited model with a cited list of every broken link and formula inconsistency Claude flagged, each pointing to the exact cell it touched
Claude for ExcelClaude for ExcelFinance
Sidebar AI that reads, explains, debugs, and edits Excel models with cell-level citations. You work inside the real tool for all 22 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Build a three-statement model with Shortcut
A three-statement model built from your spec, with the statements tied and Shortcut's clarifying questions on consensus, segmentation, and buybacks answered on the record
Shortcut26 min
Build a three-statement model with Shortcut
A three-statement model built from your spec, with the statements tied and Shortcut's clarifying questions on consensus, segmentation, and buybacks answered on the record
ShortcutShortcutFinance
AI Excel agent that builds and edits financial models like LBOs, DCFs, and 3-statement models. You work inside the real tool for all 26 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Draft and change-track a model in Excel Copilot Agent Mode
A model edited in Agent Mode with the plan reviewed step by step and every change captured by on-grid change tracking before it hit the production file
Excel Copilot24 min
Draft and change-track a model in Excel Copilot Agent Mode
A model edited in Agent Mode with the plan reviewed step by step and every change captured by on-grid change tracking before it hit the production file
Excel CopilotExcel CopilotData
Edits sheets, writes formulas, builds PivotTables and charts, and answers data questions in chat. You work inside the real tool for all 24 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Run cohorts and Monte Carlo with Python in Excel
An in-grid Python analysis (cohort, sensitivity, or Monte Carlo forecast) with the plan reviewed before it ran and the output reconciled against a known total
Excel Copilot28 min
Run cohorts and Monte Carlo with Python in Excel
An in-grid Python analysis (cohort, sensitivity, or Monte Carlo forecast) with the plan reviewed before it ran and the output reconciled against a known total
Excel CopilotExcel CopilotData
Edits sheets, writes formulas, builds PivotTables and charts, and answers data questions in chat. You work inside the real tool for all 28 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Ground the writeup in your own filings with NotebookLM
A source-grounded fact sheet with page-level citations and a quarter-over-quarter read of exactly what management's language changed
NotebookLM18 min
Ground the writeup in your own filings with NotebookLM
A source-grounded fact sheet with page-level citations and a quarter-over-quarter read of exactly what management's language changed
NotebookLMNotebookLMResearch
Source-grounded research assistant that turns your documents into cited answers and audio overviews. You work inside the real tool for all 18 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Run the variance commentary factory in Claude
First-draft driver commentary for every business unit at once, each number reconciled to your control total before you edit for management judgment
Claude20 min
Run the variance commentary factory in Claude
First-draft driver commentary for every business unit at once, each number reconciled to your control total before you edit for management judgment
ClaudeClaudeAssistant
Deep reasoning, long documents, and agentic work. You work inside the real tool for all 20 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Build a reusable prompt-template library in ChatGPT
A prompt-template library with your metric definitions, prior-quarter commentary, and house style baked in, so each month's drafts need fewer edits
ChatGPT16 min
Build a reusable prompt-template library in ChatGPT
A prompt-template library with your metric definitions, prior-quarter commentary, and house style baked in, so each month's drafts need fewer edits
ChatGPTChatGPTAssistant
Conversational AI for writing, coding, and analysis. You work inside the real tool for all 16 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Build a governed dashboard with Power BI Copilot
A governed report on a clean semantic model where each measure has one definition, plus an auditable narrative summary every reader interprets the same way
Power BI26 min
Build a governed dashboard with Power BI Copilot
A governed report on a clean semantic model where each measure has one definition, plus an auditable narrative summary every reader interprets the same way
Power BIPower BIData
Copilot builds reports, writes DAX, and summarizes dashboards from natural-language prompts. You work inside the real tool for all 26 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Author calcs and monitor KPIs with Tableau Agent and Pulse
A Tableau dashboard with natural-language calcs plus Pulse anomaly alerts on your core KPIs pushed to Slack or email instead of manual checks
Tableau24 min
Author calcs and monitor KPIs with Tableau Agent and Pulse
A Tableau dashboard with natural-language calcs plus Pulse anomaly alerts on your core KPIs pushed to Slack or email instead of manual checks
TableauTableauData
Tableau Agent and Pulse build views, write calcs, and surface anomaly insights via chat. You work inside the real tool for all 24 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Stand up a self-updating month-end pack in Datarails
A month-end pack where one refreshed, ERP-grounded actuals source regenerates the dashboard and the variance narrative together
Datarails22 min
Stand up a self-updating month-end pack in Datarails
A month-end pack where one refreshed, ERP-grounded actuals source regenerates the dashboard and the variance narrative together
DatarailsDatarailsFinance
FP&A Genius chat answers budget, forecast, and variance questions on your own FP&A data. You work inside the real tool for all 22 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Ship the board deck and write the close runbook
A board deck carried from the model via the Claude add-in, plus a runbook (prompts, source file, reconciliation check) and a one-page AI policy with sign-off rules
ClaudeCapstone20 min
Ship the board deck and write the close runbook
A board deck carried from the model via the Claude add-in, plus a runbook (prompts, source file, reconciliation check) and a one-page AI policy with sign-off rules
ClaudeCapstoneClaudeAssistant
Deep reasoning, long documents, and agentic work. You work inside the real tool for all 20 minutes; the module ends when the deliverable above exists.
This module unlocks with Pro. Checkout is not open yet; early access costs nothing today, no card.
Free gets you started today. Pro unlocks all 8 paths when checkout opens, no card and no charge until then. See what Pro unlocks
Start here
Your first three actions
- Have Excel Copilot audit your three-statement model for broken links and formula inconsistencies
- Paste last month's actuals against budget into Claude and have it draft the variance commentary for the board deck
- Rebuild one recurring spreadsheet report as a Power BI dashboard that refreshes on new data
Workflows you'll actually run
- Build and audit a three-statement model in Excel Copilot, then have it flag the cells where the balance sheet stops tying
- Automate variance analysis in ChatGPT: paste actuals against budget and get the biggest drivers ranked with plain-language reasons
- Turn a raw transaction export into a governed Tableau dashboard where every measure has one definition, so revenue means the same thing on every view
Common traps
Where people go wrong
Trusting the number Excel Copilot or ChatGPT hands back
Ask Excel Copilot to expose the formula in each cell and reconcile the output against a total you already know before anyone sees it.
Buying Power BI and Tableau and expecting the tool to supply the insight
Define the question and the metric before you build; a Tableau dashboard on a messy data model is just a faster way to be wrong.
Your first week
Your 7-day starting plan
A practical first week to get one real workflow running. Not a full roadmap, a place to start.
Pick one task
Choose a single recurring job you rebuild from scratch every month, one variance schedule or one board-commentary paragraph, and ignore the rest of the close for now.
Build a first pass
Build one draft with a single tool: paste last month's actuals against budget into Claude for the variance commentary, or point Excel Copilot at your model to flag broken links and formula inconsistencies.
Run it live
Run that workflow on this month's real close, not a toy file, and reconcile every number the model hands back against a control total you already know before anyone sees it.
Tighten the output
Fix where the draft was vague or wrong: feed Claude your metric definitions and last quarter's commentary, ask Excel Copilot to expose the formula in each cell, or feed Claude for Excel your metric definitions so it reasons over your real numbers.
Write the runbook
Save the exact prompts, the source file, and the reconciliation check as a short runbook, so next month starts from a template instead of a blank cell.
Pick the next piece
Choose one more part of the month-end pack to build, like rebuilding a recurring spreadsheet report as a Power BI or Tableau dashboard that refreshes on new data, and leave the rest for later.
Progress signals
How you know you're improving
- Your variance commentary needs fewer edits before it goes in the deck; you are tightening the model's draft, not rewriting it.
- You reconcile the AI's numbers out of reflex, and they tie to your control total on the first try more often than not.
- Month-end takes fewer days because the reconciling-and-formatting tail shrank, not because you skipped a check.
Toolkit
Tools you'll master
Every tool here is a real product you can open today. Browse the full directory of 68 tools.
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