For AI Tool Creators
Bring urban AI models into real planning workflows, compare performance, and improve with feedback from practitioners.
Why This Matters for Tool Builders
Many strong models never reach planning practice because distribution, trust, and integration are hard. This platform is designed to close that gap with a shared urban ecosystem.
Some parts of the creator journey are already available; others are on the roadmap. We explicitly label planned items.
Core Value for Tool Creators
Publish tools where municipalities and planners already evaluate real city scenarios.
Example: Your walkability model gets tested on a live municipal scenario the same day you publish.
Test your model against realistic urban contexts and benchmark it against alternatives.
Use platform conventions to package, share, and iterate without rebuilding full distribution channels.
Example: Package a model once and reach planners in multiple cities without custom integrations.
Get practical feedback from planners and city teams, not only technical peers.
Build on a common integration path designed for urban analysis workflows.
The long-term direction includes helping creators offer paid and enterprise-ready tools.
Tool Creator Lifecycle
Identify the specific urban question your model addresses and who benefits.
Build with platform-compatible inputs and outputs using the Urban AI SDK.
Test against actual city data and compare results with baseline approaches.
Go live on the platform and receive structured feedback from planning practitioners.
Improve performance, usability, and documentation based on real usage data.
Working with Other Stakeholders
Tool creators have a rare opportunity here: planners and municipalities actively need better models and will engage with creators who publish into the platform. You get direct access to practitioners who can test your tool on real decisions, not synthetic benchmarks.
- Discover high-priority city use cases from actual planning teams.
- Compare models in meaningful urban conditions instead of synthetic benchmarks alone.
- Build reputation through transparent outputs and documented assumptions.
Ready to publish your first tool?
Start by packaging one focused model and testing it on a real city scenario in the platform. Creators who publish early get direct exposure to active municipal planning teams.
Further Resources
These articles are planned and will be published as documentation matures.
- Urban AI SDK Quickstart coming soon
- Model Packaging Specification coming soon
- Benchmark and Evaluation Guide coming soon
- Creator Monetization Roadmap coming soon