Here is one I actually shipped. What happened, what I did, and the stack if you want to run it yourself.
The number moved between Monday and Friday and nobody could say exactly why. Decks got built by hand, read in a meeting, nodded at, and forgotten by the next one: leadership learned what happened, and the people who could change it got nothing to do. A revenue report is usually a rear-view mirror. Ours was too.
My first version was guilty of it as well: I automated prettier slides that still nobody acted on, because I had sped up the rear-view mirror instead of replacing it.
Three ways to go from there: buy a BI tool and more dashboards, hire an analyst to assemble it weekly, or automate the read on the stack we had and add an action layer. The first two speed up the mirror. The third changes the object, from a report a leader reads to a list a team works.
The middle was uglier than the idea. Every historical was hard-coded. The CRM was a mess. Looker was full of old, unused tables that still got referenced. Early runs shipped stale data, schedules quietly broke, and it took multiple iterations before the read was right more often than the room. That is the unglamorous truth of automated reporting: the automation is easy, the truth underneath it is the work.
It landed as a weekly pre-read for reps, teams, and executives, so every meeting started at the action instead of the recap. And it stopped stopping at new business: expansion, churn risk, and renewals sat in the same read, so sales and CS ran the week off the same truth.
- GThe revenue report was a rear-view mirror: built by hand, read in a meeting, forgotten by Monday.
- In8n generated the weekly read from Salesforce and Snowflake, and Claude read the whole dataset for what a human scan misses.
- AThe report assembles and reads itself, AI surfaces the buried signal, and the team acts off one weekly truth.
- NWeekly pre-reads for reps, teams, and executives made every meeting start at the action, and the standing review ran the number as a rhythm.
- TThe Deal Confidence Score cut deal slippage by more than half, and six motions ran off one weekly read.