Plan cities, services, and responses with real‑world data.

Factori helps governments and public agencies see what’s actually happening on the ground—how people move, who lives where, what’s around key sites, and how neighborhoods are changing—so you can design better policies, services, and operations.

Trusted by

Trusted by

Design & operate cities with a clear view of the ground truth

Most public sector decisions still lean on:

Static census reports

One‑off consultant studies

Anecdotes from the field

That makes it hard to see:

How patterns change week‑to‑week and year‑to‑year

Where demand is actually growing or shifting

How different communities experience access and services

Factori adds a simple, outside‑in layer to your existing data, so you can:

See how people really use streets, districts, and services

Spot emerging issues and opportunities earlier

Explain decisions with clear, map‑ready evidence

Enhance city planning with real world context

City & neighborhood planning

Understand who lives, works, and moves through each area before changing zoning, services, or amenities.

Service & facility placement

Decide where to place clinics, community centers, hubs, and offices based on need and access.

Transport & street design

Align projects with real movement, traffic patterns, and demand, not just theory.

Safety, resilience & operations

See how economic stress, traffic, and events shape where support or enforcement is most needed.

Event & crowd planning

Plan around concerts, sports, festivals, and civic events with better crowd and traffic context.

Economic development

Target investment and support to neighborhoods and corridors where the conditions for growth are strongest.

The data that powers city decisions

You bring administrative, program, and operational data. Factori brings the real‑world layer.

All datasets are aggregated and designed to be simple to understand, share, and join to your geographies and assets.

Mobility

Mobility

How people move through your city or region: which corridors, districts, and hubs they use, and when.

Places

Places

A clean view of what’s on the ground: shops, services, schools, health facilities, transit‑adjacent amenities, and more.

Business

Business

Local business density and mix: small businesses, services, offices, and anchors.

People

People

Aggregated neighborhood profiles (privacy‑safe): age mix, income bands, household types, lifestyle indicators.

Property

Property

Land use, housing mix, density, and how the built environment is changing.

Retail

Retail

High‑level signals on where spending and interest are rising or falling; useful for economic development and main street support.

How public sector teams use real world data

Plan safer, smoother events and operations

Design fairer and more effective services

Align transport and street projects with reality

Support economic development & main streets

Questions your data teams can answer

Which corridors truly carry the most people, and when?

Where are services hardest to reach for lower‑income or aging populations?

Which main streets are quietly strengthening vs. at risk of decline?

How will a new stadium, campus, or district affect nearby neighborhoods and traffic?

Where should we focus limited resources for safety, resilience, or economic support?

Made for data teams who care

City, regional, and state planning departments

Pick a focus area

For example: a planned corridor project, an upcoming season of events, or a service placement question.

Choose a starter bundle

Common starting point for public sector: Mobility + People + Economic + Places + Traffic, then add Events, Business, Retail Sales, or Property as needed.

Run a focused review

Compare how you plan today vs. how decisions look with real‑world data, and decide where to adjust plans, investments, or operations first.