TrailMate

By TokenFlow

Every departure deserves a thoughtful plan.

TrailMate is an app designed for hikers — so every walk into the mountains can be calm and assured.

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§ 01

What it does

  • I

    Precise prediction

    Cairn — our in-house mountain-hiking timing algorithm — factors in terrain elevation and surface conditions to give accurate estimates of time and effort. Route planning becomes science, not just instinct.

    Cairn · Terrain · Surface

  • II

    Full perception

    Elevation profile clearly shows ascent and descent across the whole route. 3D visualization gives an immersive preview of the contours. Slope statistics flag the steep sections — feel the shape of the mountain before you set out.

    Elevation · 3D · Slope

  • III

    Real-time companion

    Navigation that stays with you, with timely off-route alerts. Real-time recording of every step. Live Activity keeps key information on the lock screen — just glance and see.

    Navigation · Off-route · Live Activity

  • IV

    Record it your way

    Save routes you love, keep a hiking journal, build your trail history. Every departure opens a new story. Every return, a new starting line.

    Saved · Journal · Achievements

§ 02

Turning experience into science

The precision of trip estimation comes down to a few engineering details.

I
Cairn — our in-house mountain-hiking timing algorithm

Named after the stone piles climbers stack to mark a reliable route for those who follow. Cairn is tuned for real-world mountain conditions — taking into account slope, ground surface and terrain undulation, with reasonable adjustments for steep descents, so estimates stay close to how the trail actually feels.

Cairn · Slope · Surface · Terrain

II
Elevation hysteresis filter

GPS elevation carries high-frequency noise — naively accumulating raw values would severely inflate ascent. A hysteresis filter ignores small jitter and only confirms an ascent or descent when the change is meaningful — so cumulative ascent reflects what was actually climbed.

Hysteresis · Jitter rejection · True ascent

III
Haversine great-circle distance

The real horizontal distance between two GPS coordinates is not a straight line — it follows a great-circle arc on the Earth's surface. TrailMate uses the Haversine formula for precise horizontal distance, then layers elevation difference separately for slope — distance and ascent are computed independently.

Coordinates · Great circle · Earth curvature

IV
Real-time off-route detection

During recording and navigation, the engine continuously measures how far the current location strays from the preset route — when it goes beyond range, an off-route alert fires. A track buffer is maintained in parallel; when the trip ends, it is compared against the original route to produce a journey report.

Off-route alert · Track buffer · Journey report

§ 03

Clearly shown

From tracks to stories, from a tool to a companion.

Screen 01 Home Feed Routes and journals in a flowing layout

Home Feed

Routes and journals in a flowing layout

Screen 02 Routes Manage all your routes

Routes

Manage all your routes

Screen 03 Navigating Off-route detection · Live Activity · Real-time recording

Navigating

Off-route detection · Live Activity · Real-time recording

Screen 04 Route detail Elevation profile · 3D · Real stories

Route detail

Elevation profile · 3D · Real stories

Screen 05 Achievements Distance · Elevation · Terrain · Badges

Achievements

Distance · Elevation · Terrain · Badges

Product screenshots coming soon.

§ 04

Same route, different stories

A hiking route can be like a restaurant, or a film: the same place, carrying different experiences for different people.

One route, many real stories — learn from the tracks and notes of everyone who has walked it before you.


A route is not just data — it is a vessel, walked, shared, spoken through.

In the embrace of the wild, we meet ourselves in quiet conversation.

TrailMate is coming to app stores soon.