A new tool called AIByCity has emerged at aibycity.com, offering what appears to be a real-time visualization of anonymized artificial intelligence token consumption distributed across different cities worldwide.

What the Tool Does

Based on its description, AIByCity aggregates API usage patterns from major AI providers and renders them as an interactive geographic map. Users can presumably drill down into specific metropolitan areas to see aggregate token counts, helping developers and infrastructure planners understand where AI demand is concentrated without compromising user privacy.

Privacy Through Aggregation

The anonymization approach seems straightforward—by only displaying aggregated city-level data rather than individual request traces, the tool sidesteps many privacy concerns that typically plague detailed usage analytics. This mirrors techniques used in web analytics tools like Plausible and Fathom, which have found traction among privacy-conscious developers.

Why This Matters for Infrastructure Teams

For backend engineers sizing GPU clusters or negotiating API contracts with providers like OpenAI, Anthropic, or Google Gemini, geographic demand patterns can inform capacity planning decisions. Understanding whether your user base skews toward certain regions helps optimize edge deployment strategies and reduce latency costs.

Caveats and Questions Remaining

It's worth noting that the Hacker News post received minimal engagement—just two points at time of writing—and generated no visible comments. This raises questions about how established or reliable the data source actually is, and whether it relies on voluntary contributions, direct API partnerships, or inference techniques.

Key Takeaways

  • AIByCity visualizes city-level AI token consumption without exposing individual users
  • Useful for capacity planning and understanding geographic demand distribution
  • Privacy-preserving through aggregation rather than raw data collection
  • Limited community feedback makes current accuracy difficult to verify

The Bottom Line

AIByCity addresses a genuine gap in observability tooling—if the underlying data proves accurate, it could become a valuable reference point for infrastructure decisions. But with essentially no third-party validation yet, treat any patterns you observe as directional rather than definitive until more users weigh in.