BackAkshay DhoreProduct Design Technologist
SOLO CAPSTONE · PRODUCT STRATEGY + EXPERIENCE DESIGN

VARAH Vehicle Alignment Response Automation Hub

The wait is part
of the luxury.

Turning the uncertain months between a vehicle order and delivery into the first chapter of ownership.

View the prototypeFigma · interactive deck
Role
Solo designer & researcher
Context
SCAD · Business Innovation
Scope
Buyer, dealer & OEM
Stage
Prototype & pilot plan
VARAH cover: the VARAH logo and full name, Vehicle Alignment Response Automation Hub, the line The wait is part of the luxury, key research figures, and three buyer app screens over the steering-wheel experience framework
VARAH · Vehicle Alignment Response Automation Hub
01 / VARAH

The brief: problem, people, proof

VARAH is my solo SCAD capstone. I led the research, reframing, product direction, business model and prototype.

The problem

The wait breaks the luxury.

Factory-order luxury buyers wait 12+ weeks for their car, mostly in silence. Updates are vague, timelines shift without explanation, and dealers are blind until the car clears port. The showroom feels luxury; the wait feels like any regular car.

For whom

Three sides of one wait.

  • Luxury factory-order buyerPaid for something special and wants to feel it is happening.
  • Dealer SpecialistOwns the relationship, but lacks data trustworthy enough to share.
  • OEMOwns production data and the brand promise, with no measurement layer for the wait.
What we designed for
  • Buyer satisfaction during the waitHow the brand feels between order and handover.
  • Cancellation rate vs. baselineFewer buyers walking away before delivery.
  • Specialist response timeHow quickly a real person answers.
  • Translation accuracyStatus codes turned into milestones buyers understand.
75%of buyers said the wait diminished the luxury feeling
12%of US factory orders cancel during the wait
12+ wksaverage wait for a factory-order car
20-ptCSAT variance across OEM dealer networks

Research and market figures from the VARAH business case.

02 / VARAH

From port delays to buyer trust

The project began with communication gaps around Savannah Port. That framing made access to port operations a dependency and placed the problem outside the experience I could meaningfully observe and influence.

Old focus

Investigate how communication gaps at Savannah Port influence delays in luxury vehicle delivery, and improve port-to-dealer information flow.

New focus

Design a system that manages delivery uncertainty by translating operational variability into structured decisions and customer experience across the waiting phase.

The decision: change the unit of design.

Faculty feedback showed the luxury value was breaking down between the dealership and the buyer, not at the port. I reframed the opportunity around delivery transparency and emotional reassurance.

Mapping the organizations and information flows around vehicle delivery
Mapping the organizations and information flows around vehicle delivery Process book · PDF p. 29 · Open image ↗
03 / VARAH

What the research changed

Buyer and dealer interviews revealed two sides of the same uncertainty. Buyers wanted a sense that something was happening; dealers wanted information they could trust enough to communicate. More status codes would not resolve either need.

Around week five. I had no clue what was happening.

Buyer

We have no idea until it clears the port.

Dealer

The showroom felt luxury, but the wait felt like any regular car.

Buyer

Insight → product decision

Translate operational codes into understandable milestones. Pair those milestones with a recognizable person who owns the relationship, instead of making the buyer interpret logistics data.

I extended the research with Thinkertoys activities including Slice and Dice, SCAMPER, False Faces and cross-industry analogies, and ran hybrid co-creation sessions that paired real buyers and dealers with synthetic personas to widen the range of ideas.

Co-creation wheel · Buyers
Buyer co-creation wheel: jobs to be done, gains and pains around the buyer, mapped to a value map of gain creators, pain relievers and products and services
  1. The buyer wheelJobs to be done, gains and pains from co-creation, with the buyer at the hub.
  2. The value mapGain creators and pain relievers answer each segment of the wheel.
  3. What we builtDigital Twin app, Story Stream, a single Specialist and translated milestones.

The buyer synthesis pointed toward intentional presence: one named Specialist, a living representation of the vehicle, and content chosen through Stories, Care, Track and Craft. The dealer synthesis pointed toward a translation layer and integrations with existing systems, rather than another replacement tool.

Co-creation wheel · Dealer / OEM
Dealer and OEM co-creation wheel: jobs, gains and pains around the dealer and OEM, mapped to gain creators, pain relievers and products and services
  1. The dealer and OEM wheelCapacity, variance and integration needs, with the dealer and OEM at the hub.
  2. The value mapExisting roles re-tooled, playbooks, phased rollout and KPIs in current BI tools.
  3. What we builtTranslation engine, unified VIN record, Specialist hub and pre-built DMS connectors.
04 / VARAH

Less tracking. More reassurance.

The first concepts treated the wait like a logistics tracker, with progress and operational detail doing most of the work. Testing showed buyers wanted calm over detail, story over status and reassurance over raw transparency.

Before · Tracker concept
Early VARAH concept screens: onboarding, a vehicle overview with a percentage and buttons, and build specification detail
  1. Setup firstSign in and link an order before anything reassuring.
  2. Progress as a numberA percentage and a status label to interpret.
  3. Equal buttonsSix functions compete for the same attention.
  4. Logistics detailSupplier notes and lead-time deltas.
After · Reassurance
VARAH buyer home: your X5 is being built, live Digital Twin, specs and build progress with the Specialist
VARAH build progress: named milestones, configuration, delivery countdown and a behind-the-scenes story
  1. Four lanesStories, Care, Track, Craft: the buyer picks what to see.
  2. Live Digital TwinTheir own car, visibly taking shape.
  3. One named SpecialistMaya is always one tap away.
  4. Human milestonesEach step names who is building the car.
  5. Countdown to arrivalWeeks remaining, not status codes.
  6. Story StreamA behind-the-scenes moment at the right milestone.

Decision: keep progress visible, but let story and a real person lead.

AssuranceTrustControlConfidenceContinuityEmotionalConnection
The VARAH steering-wheel framework

Steer the wait, don’t just track it.

The experience is organised like a steering wheel: control sits at the hub, and five qualities hold it in place.

  • ControlAt the centre: the buyer feels in control of the wait.
  • TrustStatus they can believe, translated from production data.
  • AssuranceOne named Specialist who answers.
  • ConfidenceMilestones in plain language instead of codes.
  • ContinuityOne relationship from signing to delivery.
  • Emotional connectionStory content about their own car, from the plant floor.
Story Stream and the Specialist
VARAH Story Stream: a narrated video of the buyer’s X5 coming to life at the plant
VARAH chat with Maya, the buyer’s Specialist, sharing specs and a behind-the-scenes piece

The design also moves finance and insurance cross-selling out of the waiting period. That decision protects the feeling of being welcomed into ownership.

05 / VARAH

Design the service behind the screen

The buyer experience depends on a credible operating model. VARAH defines a unified VIN record, a translation engine and connections to dealer-management and OEM systems: the integration requirements a pilot would build on.

Dealer workspace · Integrations
VARAH system integrations: dealer management system, production tracking and logistics connections with health status
  1. Integration healthConnected, degraded and uptime at a glance.
  2. Dealer management systemConnected, not replaced.
  3. Production trackingLive build status straight from the plant.
  4. Logistics & shippingTransit, customs and delivery scheduling.

The dealer workspace supports the existing salesperson in a Specialist role. Playbooks and an AI assistant help with exceptions; a cancellation-risk view brings attention to cases that may need human intervention.

Specialist toolkit
VARAH Specialist toolkit: situations needing attention and a library of frameworks, scripts and checklists
  1. Cancellation riskFlagged early, with the signals behind it.
  2. Anxiety spikeSpotted from engagement patterns.
  3. Prep duePre-delivery workflows start on time.
  4. PlaybooksFrameworks, scripts, checklists and edge cases.
  5. Ask VARAHIDescribe a situation, get the right approach.
Cancellation-risk handling
VARAH cancellation-risk view: buyer profile, emotional timeline, contributing context, diagnosis and intervention options
  1. Who, and where they areCar, week and lane at a glance.
  2. Emotional timelineHow the buyer’s mood moved from order to now.
  3. Contributing contextThe signals the AI connected.
  4. Plain-language diagnosisWhy this buyer is wavering.
  5. Ranked interventionsOptions ordered by expected effect.
  6. Build the responseDraft the outreach with VARAHI.

Every resolved case makes the network smarter. When a Specialist closes an intervention, VARAH Intelligence captures what worked and offers it to every Specialist facing a similar buyer.

After a case resolves · VARAH Intelligence learns
VARAH dealer workspace after a resolved case: a reusable five-step message structure saved to the Specialist Community, a VARAHI insight on how VARAH gets smarter, and a contribution panel to share the pattern with 47 Specialists, 14 similar active cases and 3 to 5 cancellations projected to be prevented
  1. Reusable message structureThe five-step intervention that worked is captured: empathy, acknowledgement, reframing, Story content, choice without pressure.
  2. Saved to the Specialist CommunityThe resolved case becomes searchable by other Specialists.
  3. VARAHI insightEvery intervention, outcome and pattern is synthesised, so variance reduces and brand consistency improves.
  4. Share this patternWith the Specialist’s permission, the approach is shared anonymised with others facing similar buyers.
  5. Network reach and projected impact47 Specialists reached, 14 similar active cases, 3–5 cancellations projected to be prevented.
06 / VARAH

Outcome & success metrics

Buyer + dealer prototypeBusiness modelPilot plan

The outcome is a three-sided product concept, buyer and dealer interface designs, a business model and a pilot plan. A balanced scorecard defines how the pilot will be judged.

Business6 metrics

  • OEM master agreements signed
  • Active VINs on platform
  • Dealer rooftop subscriptions
  • Per-VIN revenue contribution
  • F&I attach lift, post-arrival
  • Cancellation revenue protected

Customers7 metrics

  • Buyer CSAT during the wait
  • Buyer NPS at delivery
  • Cancellation rate vs. baseline
  • Dealer CSAT variance
  • First-time buyer retention
  • Engagement quality with Maya
  • Lane participation rate

Internal processes7 metrics

  • Data ingestion uptime
  • Translation engine accuracy
  • Status code to milestone speed
  • Specialist response time
  • DMS integration health
  • Content delivery cadence
  • Cancellation risk detection

Growth7 metrics

  • Specialist certification levels
  • VARAHI pattern library growth
  • New Media Library content
  • Edge-case playbook coverage
  • Specialist best-practice sharing
  • Cross-OEM feature adoption
  • Insight-to-improvement cycle time

The central lesson is that visibility only creates value when people can act on it. The most consequential design move was changing the question from “where is the vehicle?” to “how does the brand show up while the buyer waits?”

Visuals from the VARAH Foundation Doc.

NEXT CASE STUDY

SAGE ↗