To automate a quarterly report, record yourself assembling it once across all your source systems. The recording captures every data pull and quarter-over-quarter calculation; you export it to Make, n8n or Claude and schedule it for quarter-end. The data and the numbers assemble themselves, leaving you only the narrative and the review.
Unlike a weekly report, a quarterly report's pain isn't frequency — it's breadth. The numbers live in your accounting system, your CRM, your product analytics and a few spreadsheets, and someone spends a day stitching them together every three months. That stitching is mechanical and identical each quarter, which makes it ideal to automate.
Why quarterly reports are worth automating
- High stakes, low frequency — done rarely, so the process is never refined, and always rushed.
- Cross-system — the same handful of sources, pulled the same way, every quarter.
- Comparison-heavy — quarter-over-quarter and year-over-year math that's pure formula.
The steps
1. Assemble this quarter's report — recorded
Build it once the way you always do, with a recorder running: pull revenue and burn from accounting, bookings and pipeline from the CRM, activation and retention from product analytics, and drop each into your template.
2. Capture the cross-system steps
The recording becomes a structured workflow — each source pull, each QoQ calculation, each cell it populates. Read it once and confirm the sources and formulas.
3. Export and connect the sources
Export to a tool that can reach all your systems — Make or n8n for the data plumbing, or Claude for the written narrative and the "what changed and why" section a board actually reads.
4. Schedule for quarter-end
Set it to run on the last day of the quarter so the draft is waiting for you, fully populated, before you've had coffee on board-prep day.
The data in a quarterly report is mechanical; the story isn't. Automate the assembly so your time goes into the narrative, not the copy-paste.
Worked example: the board report
A typical board update needs: revenue and growth (accounting), net new ARR and pipeline coverage (CRM), activation and churn (product), and headcount/burn/runway (finance sheet). Recorded once, each of those is a step. The numeric pulls and QoQ deltas export to a Make or n8n workflow; the executive summary calls Claude to draft the narrative from the numbers. You arrive to a populated draft and spend your time on judgement, not gathering. For finance-specific flows, see our finance use cases.
How Spion does it
Spion is a free Chrome extension. Record the quarterly assembly once; Spion reconstructs the cross-system steps into an editable workflow and exports a ready-to-run automation to Claude, Workato, Make, Zapier or n8n. The deeper method is in how to automate a workflow fast.