District-first
Start with the map and the jurisdiction, not the horse race. The goal is to understand where strategic effort can move the needle.
Political research · public data first
October Surprise is a research platform for public voting district data, competitive races, and strategic targeting intelligence for parties, PACs, and political teams.
Start with the map and the jurisdiction, not the horse race. The goal is to understand where strategic effort can move the needle.
The product should be explainable. Every score or recommendation should trace back to public, auditable data.
We are not replacing campaign teams. We are helping them decide where to focus, what to watch, and when to act.
MVP shape
Why this matters
The first version can be a static, well-designed public demo that proves the product framing before any complex backend work starts.