Civic engagement, tilted toward Main Street

Every voice finds its cluster. Every dollar finds its place.

Force Directed maps what your San Francisco neighborhood actually agrees on — then connects that consensus to the local, sustainable, independent businesses already living it.

Consensus over conflict
Statements win by uniting clusters, not dividing them.
Local by default
Every recommendation traces back to a business on the ground.
Values, visualized
See where you stand, and who else stands there with you.
How it works

From open conversation to aligned commerce.

01 —

Join a neighborhood conversation

Vote agree, disagree, or pass on real statements about housing, transit, and small business — Pol.is-style, with no fixed sides drawn in advance.

02 —

AI maps where you align

Our engine clusters opinions in real time and surfaces the rare statements that people across every cluster actually agree on.

03 —

Discover businesses that share it

Consensus becomes a filter. Explore a force-directed graph of local, sustainable, independent businesses that match what your neighborhood just agreed on.

Built for San Francisco

Real neighborhoods.
Real trade-offs.

Every conversation starts with a specific, local question — protected bike lanes on Divisadero, faster permitting near transit, rent relief for legacy shops. No abstractions, no fixed sides.

Divisadero
Outer Sunset
Bayview
Mission
Bernal Heights
What we surface
Locally sourced
Goods and ingredients that stay close to home.
Small & independently owned
No chains, no franchises — an owner behind the counter.
Sustainability & low-impact
Businesses built around fewer, better resources.
Early access

Be part of the graph.

We're opening neighborhood by neighborhood. Join the waitlist and we'll invite you when yours does.

You're on the list. We'll be in touch.
No spam. No fluff. Just a heads up when your neighborhood opens.