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The Engine

Intelligence,
engineered.

XVHG isn't a chatbot in a fitness wrapper. It's a pipeline: real signals in, deterministic math where math belongs, and generative intelligence only where judgment is needed. Here's how the engine actually works.

The Pipeline
Signals in.
A plan out.
01

Ingest

Sleep, HRV, resting heart rate, steps, training strain, and your logged work flow in from Apple Health and the app.

02

Compute

Readiness, momentum, streaks, and your score are calculated deterministically — real numbers, not guesses. Cheap, instant, always consistent.

03

Reason

Generative AI handles only what needs judgment — the plan, the projection, the coaching language — grounded in the computed truth.

04

Deliver

Today's plan, rewritten and ready before you open the app — with the reasoning behind it, in your identity's voice.

Deterministic

What math should do,
math does.

Your score, macros, streaks, XP, and readiness are computed with real formulas. That means they're instant, free, and identical every time — never hallucinated, never drifting. The numbers you trust are actually true.

Score & readinessMacros & targetsStreaks & XPProgress trends
Generative

What needs judgment,
the AI reasons.

Building a week's training, projecting your Future Self, adapting to a bad night's sleep, and speaking in your coach's voice — these need real intelligence. The AI does only this, grounded in the deterministic truth beneath it.

Plan generationFuture Self projectionAdaptive rewritesCoaching language
Architecture
Private by
design.

Keys never ship

No AI keys live in the app. Every model call routes through a secured server layer — the client never holds a secret.

On-device where it counts

Body scans and sensitive vision run on-device using Apple's frameworks. Your images shape your plan — they don't leave your phone.

Your data, owned by you

Row-level security means your data is yours alone. No selling, no ads, no exceptions — the business model is the subscription, not you.

Built to last
Engineered to be
sustainable.

Because the heavy lifting is deterministic, XVHG runs efficiently at scale — which means the intelligence stays affordable and the product stays alive. Premium doesn't have to mean unsustainable.

Founding Access
Build with the
engine.

Join the waitlist for early access and a founding-member rate.

Request Access