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Maps optimize for speed.
People need more.

Heat. Safety. Comfort.

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The gap between fastest and best

What maps miss matters.

+8°C hotter in summer

The heat penalty

Urban heat islands make unshaded streets dangerous. Standard routes ignore it.

Shaded routes
79% of deaths after dark

The safety gap

Most pedestrian fatalities happen at night. Maps don't track lighting.

Well-lit routes
longer on bad surface

The data blindspot

Cobblestone, gravel, broken pavement. Maps don't know the difference.

Surface-aware routes
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