The Story
This isn't a story about building an automation system. It's about redesigning a service that touched hundreds of startup founders every quarter, and transforming it from something they dreaded into something they valued.
District 3's quarterly check-in collected existentially important data. It fed reports to Concordia University, Quebec government agencies, federal agencies, and partner nonprofits. It directly impacted funding. But the experience of providing that data was broken for everyone involved: founders ignored emails, stream leads chased people through busy inboxes, and the data team drowned in manual processes.
The question wasn't "how do we automate this?" It was "how do we redesign this service so people actually want to participate?"