You focus on coaching. The Move-Right OS handles personalization — at scale.
FWP Agentic AI Studio · live
You've watched the loop. Now drive one of its core experiences yourself.
NewCalibrator agent — safe, personal limits for every member
A live, functional prototype of the in-class experience: four specialized agents — Program, Calibrator, Floor, Progress — plan a session around your goals and flagged joints, watch your form on-device, and score it with Claude, live in your browser. This is the productized face of the engine — the in-class studio experience we're bringing to partner studios and wellness platforms.
One core experience of the loop — the live assessment — not the whole platform. It mirrors the engine behind the production product, and your video never leaves your device.
- ~2 min
- Webcam needed
- Best on desktop
Proven in production — on our own business first
- ARR growth in 2 years
- ~5×
- live classes delivered
- 600+
- women trained
- 2,000+
FitwithPari, across three completed fiscal years — 2.5× in the last year alone.
Get started
Plug and play. Then it runs itself.
No integration project. You bring your coaches and your members; the system builds the intelligence layer underneath — run it under our brand, or your own with FWP Studio.
You set up
- Create coach profiles — or bulk-import your whole roster
- Open signup to your members
- That's it. No engineering, no integration.
The system takes over
- Every member gets a digital twin the moment they sign up
- Every class, form check, and check-in enriches it automatically
- Your agent fleet turns that context into deep personalization — at scale
The workflow
One loop. Every agent reasons over the twins and the Coaching OS.
Not a fixed pipeline. Each agent reasons — grounded in a Member Twin (who she is), a Coach Twin (how each coach teaches), and the Coaching OS (how to coach well). On that footing, five agents run a loop that gets sharper every pass.
Grounded in — what every agent reads and writes
The agents reason over all three
Learn writes back to the twin — tomorrow's Plan starts sharper.
How it runs
Two planes, one learning loop.
Reasoning & negotiation
Claude
Reasons over each member's body and history, and negotiates the safe plan with her coach's agent.
Knowledge & grounding
Amazon Bedrock
Grounds every decision in the Coaching OS — the platform's curated coaching knowledge.
Every class writes back — the next plan starts sharper.
The Move-Right loop: right student → right class & coach → right experience → keep progressing — repeat, sharper each time.