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Roadmap

Where fAIr came from, what has shipped, and what is being worked on. For the bigger picture and how fAIr is positioned, see Vision.

Timeline

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timeline
    2023-2025 : Shipped the v2 platform, training, offline prediction and fAIrSwipe
    2026 : UI/UX refactor and mapper view : Larger-area predictions : Model feedback and local versions
    2027 : Street-level imagery : In-browser predictions : Infrastructure scale-up

Current figures for each effort are tracked on the Milestones page.

Now and later

Planned for 2026, targeted for the end of the year.

  •   Now


    • A UI/UX refactor is underway
    • Mapper view: pick any model, apply it to any imagery, and see the results
    • Prediction requests over larger areas
    • Targeted for the end of September 2026
  •   Later


    • Feedback on model results
    • Improving a model with more training data to create a local version
    • Rating a model
    • Targeted for the end of 2026

Exploring next year

Options under exploration for 2027.

  • Street-level imagery
  • Scaling up the infrastructure and stabilizing the server
  • Simplifying the user base
  • In-browser predictions
  • Public STAC endpoints released with the training datasets

This roadmap is a living summary

It is maintained in Markdown so it is quick to update. Item order and grouping are indicative. The live board is at hotosm/projects/40.

Shipped

Capabilities already released, with the release series in which each landed.

Capability Release
Adopting the YOLOv8 model v2.0.1+
Redesigned interface v2.0.10+
User profiles and activity v2.1.0
Notifications on training status v2.1.3
Replicable models (run a model on new imagery or a new area) v2.2.0
Offline AI prediction v2.2.3
Post-processing of predicted geometry v2.2.4
fAIrSwipe (validate predictions via MapSwipe) v2.2.15

The current release series is v2.2.x.