- Voice AI
- Field Tool
- Maps
- 2026
Siratul Mustakim
A voice-first field app that tells a preacher which house to visit next, draws the route, and records the outcome.
Situation
Door-to-door outreach forgets. Who was visited, who actually answered, who is overdue — it lives in volunteers' heads, and someone walking a street cannot stop to update a spreadsheet.
Task
- Make the record keep itself, hands-free, while a volunteer walks.
- Send people to the door that most needs them, not the one that happens to be nearest.
Result
A volunteer is told where to go, shown the route, and records what happened by speaking. Piloted with Masjidul Ibrahim — the team's memory survives the walk instead of ending with it.
My Contribution
- Found the distinction the whole model turns on: a knock is not contact. Only an answered door resets the clock, so the map reflects conversations rather than attempts.
- Ruled the agent may never invent navigation. A confidently wrong street name sends a volunteer to a stranger's door — worse than saying nothing at all.
- Built it as an agent rather than a form: the volunteer talks, and the tools behind the conversation pick the house, draw the route and file the outcome.
- Cut the server entirely once it was clear the browser could hold the conversation. A community organisation shouldn't carry hosting costs between walks.