Client Case Study: Refraction AI — Why U.S. Manufacturers Are Choosing India
Client: Refraction AI
Location: Austin, Texas
Industry: Autonomous Delivery Robotics
Challenge: Torque limitations on uphill routes due to underpowered hub motors
Solution: Redesigned & manufactured upgraded hub motor bracket
Outcome: 54% cost savings, rapid lead time, zero MOQ
🛠️ The Challenge
Refraction AI, a fast-growing autonomous delivery robotics company in Austin, Texas, was facing a critical mechanical limitation — their robots struggled on inclines due to low torque output from their existing hub motors.
Transitioning to a higher-torque motor introduced new structural challenges: their existing rear swing-arm bracket design could not withstand the additional forces.
They needed a redesigned, structurally optimized bracket with improved load distribution. And they needed it fast — without U.S. manufacturing delays or Chinese supply chain risks.
🤝 Enter Grovect
Refraction AI collaborated with Grovect’s engineering and digital manufacturing network in India to redesign, validate, and deliver the upgraded component.
- Engineering Collaboration: Joint redesign of the bracket with improved geometry.
- FEA & Simulation: Stress, fatigue, and deflection were tested digitally.
- Material Selection: Lightweight, high-strength alloys chosen for superior durability.
- Rapid Prototyping: Small-batch prototypes shipped to the U.S. within weeks.
- Zero MOQ Manufacturing: Scale production only when needed.
- End-to-End Supply Chain: Engineering → Machining → QC → Export logistics.
💰 The Impact
| Metric | Result |
|---|---|
| Cost Savings | 54% vs U.S. & China |
| Lead Time | Few weeks (inc. prototyping) |
| MOQ | Zero |
| Manufacturing | India (via Grovect) |
| Performance | Zero failures post-upgrade |
🧑💼 Inside the Supply Chain
(Name withheld under NDA)
“U.S. shops quoted nearly double with 6–8 week timelines. Grovect delivered prototypes within weeks, maintained quality, and allowed us to scale without MOQ. That flexibility was a game-changer.”
🌍 Why Grovect?
From robotics to EVs to solar structures manufacturing in India and Madhya Pradesh, Grovect offers end-to-end on-demand production, engineering collaboration, and globally competitive costs.
- 📦 Zero MOQ manufacturing
- 🔧 Engineering + CNC + Fabrication
- 🌐 Global delivery (USA, Europe, APAC)
- 💸 Transparent pricing & fast quoting
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