#ProductStrategy
#GoToMarket
#DesignManagement
VARAH : Redefining Luxury Car Ownership
VARAH : Redefining Luxury Car Ownership
A pre-delivery experience platform that connects buyers, dealers, and OEMs across the 8 to 18 week build, so the wait builds anticipation and loyalty instead of cancellations.
A pre-delivery experience platform that connects buyers, dealers, and OEMs across the 8 to 18 week build, so the wait builds anticipation and loyalty instead of cancellations.
20+ Weeks
Timeline
Individual Contributor
Role
20+ Weeks
Timeline
Individual Contributor
Role
Problem
Problem
For a luxury build-to-order vehicle, the most emotional moment of the purchase is also the most neglected: the 8 to 18 week wait between order and delivery. The buyer has committed six figures and then hears almost nothing. Communication is fragmented across the dealer, the OEM, and a few automated emails, and the silence does real damage.
For a luxury build-to-order vehicle, the most emotional moment of the purchase is also the most neglected: the 8 to 18 week wait between order and delivery. The buyer has committed six figures and then hears almost nothing. Communication is fragmented across the dealer, the OEM, and a few automated emails, and the silence does real damage.
Opportunity
Opportunity
This is not a niche problem. The market sizing showed a clear, fundable wedge:
$1.8T total addressable market across the automotive industry.
$600B serviceable market in factory-order vehicles.
$120B luxury factory-order market in the U.S. alone.
A platform that reduces cancellations even slightly pays for itself, because every saved order is six figures of revenue the brand had already earned and was about to lose.
This is not a niche problem. The market sizing showed a clear, fundable wedge:
$1.8T total addressable market across the automotive industry.
$600B serviceable market in factory-order vehicles.
$120B luxury factory-order market in the U.S. alone.
A platform that reduces cancellations even slightly pays for itself, because every saved order is six figures of revenue the brand had already earned and was about to lose.
Research
Research
This is not a niche problem. The market sizing showed a clear, fundable wedge:
$1.8T total addressable market across the automotive industry.
$600B serviceable market in factory-order vehicles.
$120B luxury factory-order market in the U.S. alone.
A platform that reduces cancellations even slightly pays for itself, because every saved order is six figures of revenue the brand had already earned and was about to lose.
This is not a niche problem. The market sizing showed a clear, fundable wedge:
$1.8T total addressable market across the automotive industry.
$600B serviceable market in factory-order vehicles.
$120B luxury factory-order market in the U.S. alone.
A platform that reduces cancellations even slightly pays for itself, because every saved order is six figures of revenue the brand had already earned and was about to lose.
Solution
Solution
VARAH (Vehicle Alignment Response Automation Hub) is a pre-delivery experience orchestration platform. It connects the three parties who currently operate in separate silos (the buyer, the dealer, and the OEM) through three things working together:
A Living Digital Twin. The buyer's actual vehicle, rendered as a real-time companion that tracks the build VIN by VIN: body welding, paint, final assembly, quality inspection, shipping.
A dedicated brand Specialist. A real human point of contact, so the relationship is held by a person, not a notification.
An AI intelligence layer (VARAHI). The engine that personalizes communication cadence, surfaces the right story at the right moment, and helps dealers and OEMs handle edge cases.
Together they turn a silent, anxious wait into a guided, brand-defining experience.
VARAH (Vehicle Alignment Response Automation Hub) is a pre-delivery experience orchestration platform. It connects the three parties who currently operate in separate silos (the buyer, the dealer, and the OEM) through three things working together:
A Living Digital Twin. The buyer's actual vehicle, rendered as a real-time companion that tracks the build VIN by VIN: body welding, paint, final assembly, quality inspection, shipping.
A dedicated brand Specialist. A real human point of contact, so the relationship is held by a person, not a notification.
An AI intelligence layer (VARAHI). The engine that personalizes communication cadence, surfaces the right story at the right moment, and helps dealers and OEMs handle edge cases.
Together they turn a silent, anxious wait into a guided, brand-defining experience.
Go To Market
Go To Market
B2B2C
VARAH runs on a master licensing structure aligned to its three-sided architecture. Each premium OEM signs one Master Agreement (per-VIN platform fees, implementation, data licensing, and an annual minimum over three years) that sets consistent terms across its entire dealer network. Beneath it, dealers subscribe to one of two tiers: Starter Essentials for small to mid-size rooftops (real-time build milestones, buyer engagement, F&I education, DMS integrations, cancellation reporting), or Scaling Enterprise for larger groups (AI-driven engagement, attach analytics, a partner marketplace, custom integrations, and cancellation-reduction guarantees), with a per-active-order fee on top. The result: every dollar VARAH earns is tied to value delivered, so adoption stays rational for OEMs, dealers, and buyers alike.
B2B2C
VARAH runs on a master licensing structure aligned to its three-sided architecture. Each premium OEM signs one Master Agreement (per-VIN platform fees, implementation, data licensing, and an annual minimum over three years) that sets consistent terms across its entire dealer network. Beneath it, dealers subscribe to one of two tiers: Starter Essentials for small to mid-size rooftops (real-time build milestones, buyer engagement, F&I education, DMS integrations, cancellation reporting), or Scaling Enterprise for larger groups (AI-driven engagement, attach analytics, a partner marketplace, custom integrations, and cancellation-reduction guarantees), with a per-active-order fee on top. The result: every dollar VARAH earns is tied to value delivered, so adoption stays rational for OEMs, dealers, and buyers alike.
Conclusion
VARAH was my MBI capstone, so the "result" is a validated concept with a complete, defensible business case rather than shipped traction. What I am proud of is that it holds up as a whole system: the research justifies the product, the product is technically buildable on real dealer infrastructure, and the business model and phasing make it fundable.
[Optional, only if true: add a line on faculty/jury reception, any award, or interest from people in the industry. You mentioned it landed better than the faculty expected. If you can attribute that, it belongs here as the closing proof point.]
The bigger takeaway for how I work: the most valuable design decision in this project was not a screen. It was reframing the wait from a logistics problem ("show a tracking bar") into a relationship problem ("hold the customer"). That reframe is what made every downstream decision, technical and commercial, line up.
