Install-ready prototype: This package includes a web app manifest and service worker. Host the folder on HTTPS, then clients can tap Download / Install App or use the browser’s “Add to Home Screen” option.
Launch-ready app concept

Momentum for medically guided transformation.

A polished nutrition and exercise enrollment app for Weight No More clients: personalized onboarding, AI-guided meal and training support, daily accountability, premium coaching upgrades, and a simple admin console.

Today’s momentum
82%
Protein-first day
3 balanced meals • 1 strength session • 2L water
AI nudge
Your lunch is low on protein. Add Greek yogurt or grilled chicken.
7
Core modules
5
AI pipelines
2
Monetization tiers
1
Admin console

Core features

🧭
Smart enrollment
Goals, preferences, readiness, medication context, and consult intent.
Enrollment
🥗
AI meal builder
Protein-forward meal ideas and swaps.
AI
🏋️
Exercise plan generator
Beginner-friendly plans by level and equipment.
AI
🛡️
Admin command center
Leads, users, analytics, conversion signals.
Ops

AI pipelines wired into UI

1
Lead readiness engine
Scores enrollment likelihood.
Live
2
Meal personalization
Adapts to diet style and protein target.
Live
3
Premium recalibration
Weekly macros and habit adjustments.
Paywall
Client enrollment

Pre-qualification and onboarding flow

AI enrollment output

4
Day streak
152g
Protein target
2.0L
Water target
7k
Step target

Daily checklist

Coach chat

Generated action plan

Smart meal builder

Training plan generator

Today’s workout

Progress tracking

Weight trend, adherence, and non-scale wins are captured here.

-2.4 lb
Recent weight change
3/3
Strength sessions
82%
Momentum score
7
Check-ins
Free Starter
$0

Pre-qualification, daily checklist, limited AI coach, basic meals and workouts.

Premium Coaching
$49/mo

Weekly AI meal plans, macro recalibration, 12-week progression, unlimited AI, and priority check-ins.

Admin Console

428
Total users
63%
Onboarding completion
31%
Consult booking intent
14%
Premium conversion