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Case study 03 / 03

Ola Parivaar

Mobility for India’s non-drivers: safe, step-free electric rides for the people who can’t drive themselves, booked and paid for by their family.

Role
Product management (APM assignment, Ola Electric)
Timeline
September – October 2026
Methods
Problem framing, JTBD & personas, Market sizing, MoSCoW, Unit economics, Go-to-market, Metrics
Links
Full case study on Notion ↗
Ola Parivaar — Mobility for India’s non-drivers. 100M daily riders by 2035 (target); 5 rider groups, 1 fleet.
Context
Product assignment for the Associate Product Manager (APM) role at Ola Electric, September–October 2026. Individual work.
Brief
Imagine it is 2035. Ola wants to build a mobility product that 100 million Indians use for their daily commute. It cannot be a scooter or motorcycle. What do you build?
Deliverable
A 4-page product case study (PDF).

00 — TL;DR

Ola Parivaar is door-to-door, step-free, tracked shared electric transport for the Indians who can’t or shouldn’t drive themselves — children, teenagers, older people, women on late shifts and people with disabilities — booked and paid for by their family, and run on purpose-built Ola Pods.

Insight

In India, the person with the transport problem is often not the person travelling. It’s the family member who has to drive them.

Target

100M daily riders by 2035, with school commutes providing most of the scale.

North Star

Daily riders who travelled without a family member having to drive them.

Why Ola

A managed fleet of purpose-built vehicles running 18 hours a day plays to a company that makes vehicles, cells and energy storage — not to a ride-hailing app.

01 — Approach

Diverge, filter, check — then find the unusual user

  1. 01

    Diverge

    15+ ideas across urban, rural, specific-user and infrastructure plays — metro feeder pods, e-rickshaw upgrades, e-buses-as-a-service, a commute pass.

  2. 02

    Scale filter

    An owned vehicle can’t reach 100M daily users by 2035, so focus on shared products where one vehicle serves many people a day.

  3. 03

    Check competition

    First favourite, Ola Link (ride + metro + ride), was crowded: Uber, Rapido, Namma Yatri and Tummoc already integrate metro — and it served the best-served group.

  4. 04

    Unusual user

    “Who is nobody building for?” led to people who can’t drive themselves — and the insight that the rider and the buyer are different people.

The biggest decision was to stop polishing a crowded idea and reframe the user. Uniqueness came from the user and the insight, not from a new vehicle.

02 — The story

7:05 am, a Tuesday in 2035

Meera, 38, works full time in Pune. Before her 9:30 meeting she must arrange three trips, and none of them are hers: her 11-year-old son to school, her 15-year-old daughter to coaching, and her father-in-law, 74, to a heart check-up across town. He can walk, but he can’t climb into an auto.

So she trusts an overcrowded school van, asks a neighbour for a favour, and leaves work early. Two states away, Ramesh, 72, skips a hospital visit because his son in another city can’t take a day off to drive him.

“Mobility products are built for independent adults with a smartphone and a licence. Hundreds of millions of daily trips in India are made by people who don’t fit that picture, and their families pay with time.”

03 — Assumptions

India in 2035

About 23 crore Indians are aged 60+, roughly 15% of the population

Basis
UNFPA India Ageing Report 2023 projects 22.7 crore by 2036
Confidence
High

School enrolment stays near 24 crore students

Basis
About 24.7 crore enrolled in 2024-25 (UDISE+)
Confidence
High

Fewer family members are free to drive dependants

Basis
Nuclear families, more working women, adult children in other cities
Confidence
Medium

Families pay for safety and peace of mind, not just speed

Basis
Paid school vans already exist nationwide
Confidence
High

States tighten rules on unsafe school vans and unregistered e-rickshaws

Basis
Registration drives already under way
Confidence
Medium

Ola Electric makes low-cost LFP cells at scale

Basis
Gigafactory ramp-up and LFP cell announcement
Confidence
Medium

04 — Users

A two-sided product: the rider travels, the family decides and pays

Job to be done (buyer)

“When someone in my family needs to go somewhere and I can’t take them, help me arrange a ride I trust and tell me when they arrive, so I don’t have to leave work or worry.”

School children (6–13)

Daily trips
School and back, every school day
Key need
Safety, tracking, a familiar driver
Who pays
Parents, sometimes the school

Teenagers (14–18)

Daily trips
School, coaching, college, sports
Key need
Independence with parental visibility
Who pays
Parents

Older people (60+)

Daily trips
Clinic, market, temple, family visits
Key need
Step-free boarding, help at both ends
Who pays
Adult children, often in another city

Women on late shifts

Daily trips
Work to home, often after 10 pm
Key need
Verified driver, doorstep drop
Who pays
Themselves or their employer

People with disabilities

Daily trips
Work, education, therapy
Key need
Wheelchair access, trained help
Who pays
Self, family, or government schemes
M

Meera, 38 · Primary buyer

The family’s transport manager. Works full time and coordinates school runs, coaching and her father-in-law’s clinic visits every week.

R

Ramesh, 72 · Rider

Lives alone in Surat. Needs the hospital twice a week and the temple most mornings. His son books and pays from Pune.

05 — The problem

Every segment needs the same four things. No option today offers all four.

Option todayDoor to doorTrustedStep-freeFamily tracksWhere it breaks
Family member drivesYesYesPartly / variesYesCosts a working adult hours every week
School vanYesPartly / variesNoPartly / variesOvercrowded, unregulated drivers
Auto or e-rickshawYesPartly / variesNoNoHard to climb into, haggling, no tracking
Cab appYesPartly / variesNoPartly / variesToo costly daily; not built for kids or frail riders
Bus or metroNoYesPartly / variesNoWalking, crowding, transfers
Ola ParivaarYesYesYesYesBuilt for all four

Yes Partly / varies No

The hidden cost is family time. Every trip a child or older person can’t make alone is paid for by a working adult — most often a woman — in lost hours, lost income and sometimes a lost job.

06 — Why it matters

India in 2035 has more people who can’t drive themselves

22.7 cr

Indians aged 60+ by 2036 (from 14.9 cr in 2022)

24%

of older Indians face restrictions in daily activities

24.7 cr

students enrolled in 2024-25 — India’s largest daily commuters

+279%

projected growth of the 80+ group, 2022–2050

Market sizing (illustrative)

  1. TAMAll dependent riders: students, 60+, night-shift women, people with disabilities~50 crore people
  2. SAMUrban and Tier-2 India, with a family or institution able to pay~20 crore people
  3. SOMDaily riders on Ola Parivaar by 203510 crore (100M) daily

07 — The product

Three pillars, each solving a need existing apps ignore

Family app

For the buyer

  • Family profiles with each rider’s needs
  • Book for someone else, one-off or recurring
  • Live tracking, boarded / arrived alerts
  • Safe zones for teens
  • One family wallet or monthly plan

Ola Pods

For the rider

  • Enclosed electric pods
  • Low, step-free floor and wide sliding door
  • Child seats, grab rails
  • Cabin camera and SOS
  • Fold-out ramp on the accessible variant

Saathi drivers

The trust layer

  • Police-verified
  • Trained in child safety and first aid
  • Trained to assist older riders
  • Same driver on recurring routes
  • Women drivers on request

Core journey: the school run

  1. 01

    Book

    Parent sets a recurring trip

  2. 02

    Doorstep pickup

    Rider card or PIN check

  3. 03

    Tracked ride

    Live location, camera, SOS

  4. 04

    Handover

    Driver sees the rider into school

  5. 05

    Arrival alert

    Family is notified

Riders don’t need a smartphone: they board with a rider card or PIN, and older riders can book by phone call or WhatsApp voice note.

MVP scope (MoSCoW)

Hypothesis to test: Parents will trust Ola Parivaar enough to replace their current school-run arrangement within one school term.

Must have

  • Recurring school bookings
  • Live tracking and alerts
  • Verified same-driver routes
  • SOS
  • Rider card check-in

Should have

  • Remote booking for older parents
  • Clinic handover help
  • Monthly family plan

Could have

  • Teen safe zones
  • WhatsApp voice booking
  • Employer night plans

Won’t have (yet)

  • Wheelchair pods
  • Autonomous driving
  • Vehicle-to-grid income

08 — Trade-offs

Combining segments is what makes the fleet work

Ola Link: ride + metro + ride

Why it’s attractive
Large urban market; strong guarantee feature
Why I didn’t choose it
Crowded (Uber, Rapido, Namma Yatri already integrate metro); serves adults who are already well served

Elderly-only service

Why it’s attractive
Strongest emotional story
Why I didn’t choose it
Older riders rarely travel daily; can’t reach 100M daily users alone

School transport only

Why it’s attractive
Huge, predictable daily volume
Why I didn’t choose it
Pods idle 9 am–2 pm and weekends; weak unit economics

Features on a regular cab app

Why it’s attractive
Fastest to launch
Why I didn’t choose it
Cars aren’t step-free; gig drivers aren’t trained for kids or frail riders

Enclosed 2-seater micro-car

Why it’s attractive
Safety and weather protection
Why I didn’t choose it
Owned vehicles can’t reach 100M daily users by 2035
Fleet in use by time of day (illustrative)
  • 7–9 am95%
  • 9 am–1 pm75%
  • 1–4 pm90%
  • 4–8 pm85%
  • 9 pm–1 am65%

Trade-off accepted: A broader product is harder to explain than a single-purpose one. The one-liner solves it: “Ola Parivaar moves the people in your family who can’t move themselves.”

09 — Why Ola

A managed fleet, not a marketplace

Purpose-built vehicles

Ola Electric manufactures EVs at scale and can design a step-free, child-safe pod on one shared platform.

Cheap, long-life cells

Ola makes its own cells at its Krishnagiri gigafactory and has announced a lower-cost LFP cell for three-wheelers.

Energy for small hubs

Ola Shakti storage, on the same cell platform, can power charging hubs at schools and housing societies.

A household brand

One families already associate with getting around.

Why not Uber or Rapido?

Their model is independent drivers with their own vehicles. Ola Parivaar needs purpose-built vehicles and trained, dedicated drivers.

The moat

Trust: a driver academy, a public safety record and a vehicle designed for dependent riders. These take years to copy.

Honest caveats: Ola Electric is a separate company from Ola cabs, so it builds its own app and driver network. Its service reputation has been criticised, and a trust product can’t afford failures — so the launch is small, school-first and publicly measured.

10 — Path to 100M

100M daily riders, built segment by segment

2035 daily riders by group (millions)
  • School children45M
  • Teenagers to coaching and college15M
  • Older people15M
  • Other riders (mid-day capacity)12M
  • Women & shift workers (employer plans)10M
  • People with disabilities3M

What must be true

  1. 1Trust beats school vansRiskiestParents renew after one term, and serious incidents stay near zero.
  2. 2Price is close to a school van or shared autoThrough pooled runs and all-day utilisation.
  3. 3The driver academy scalesTo hundreds of thousands of trained, verified drivers on salaries, not gig rates.
  4. 4Schools and employers sign contractsLowering CAC and giving predictable demand.
  5. 5Regulation allows itAn enclosed accessible pod carrying paying passengers, including children.

Unit economics per pod (illustrative) — try your own numbers

Daily margin per pod

₹2,460

Revenue per pod / day

₹5,400

Break-even trips / day

≈ 65

Target vs break-even

1.8×

Break-even at ≈ 65 trips120 trips planned

Every trip past 65 is margin. Case-study plan: 120 trips at ₹45 against about ₹2,940 of daily cost.

Go-to-market

  1. 01

    Year 1: beachhead

    School runs with 20–30 private schools in one metro city

    Gate: Zero serious incidents; 70%+ of families renew after one term

  2. 02

    Year 2

    Add mid-day clinic, market and temple trips for older riders

    Gate: Pods busy in at least 4 of 5 daily time blocks

  3. 03

    Years 3–4

    Employer night plans; teen rules and safe zones

    Gate: Driver academy supply keeps pace with demand

  4. 04

    Years 5–10

    Top 10 cities, accessible pods, then Tier-2 cities and school transport tenders

    Gate: 100M daily riders by 2035

11 — Metrics

North Star

Daily riders who travelled without a family member having to drive them

It measures the real value — family time freed — rather than trips sold.

Input

Metric
Recurring-booking retention at 3 months (cohort)
What it tells us
Do families trust it enough to keep using it?
Target
Over 70%

Input

Metric
On-time pickup rate
What it tells us
Reliability for school bells and appointments
Target
Over 95% within 5 min

Input

Metric
Same-driver rate on recurring routes
What it tells us
Familiar faces for children and older riders
Target
Over 80%

Input

Metric
Pod utilisation across time blocks
What it tells us
Does combining segments work?
Target
Busy in 4 of 5 blocks

Outcome

Metric
Family hours saved per month
What it tells us
Is the core promise real?
Target
20+ hours per family

Guardrail

Metric
Serious safety incidents per million trips
What it tells us
Is it genuinely safe? (published openly)
Target
Near zero

Guardrail

Metric
Price vs school van; driver hours
What it tells us
Affordability and driver fatigue
Target
≤ ~1.2x; capped shifts

12 — Decisions

Key decisions — and what would change my mind

Serve all non-drivers, not only the elderly

Why I chose it
One segment alone lacks daily scale or leaves pods idle
What would change my mind
If school runs alone could fill pods all day

Launch with school runs

Why I chose it
Daily, recurring demand; parents already pay for school transport
What would change my mind
If pilot parents won’t switch from vans at a similar price

Family is the buyer, not the rider

Why I chose it
The decision-maker is usually not the traveller
What would change my mind
If teens or older riders reject being booked for

Managed fleet with trained drivers

Why I chose it
Trust needs familiar, verified drivers
What would change my mind
If driver costs make daily rides unaffordable

Purpose-built accessible pod

Why I chose it
Step-free and child safety can’t be added to existing vehicles
What would change my mind
If a modified existing vehicle meets needs at much lower cost

Risks & mitigations

  • A serious incident involving a child or older rider

    → Strict vetting, cabin cameras, live monitoring, an incident response team, insurance and a published safety record.

  • Too expensive for daily use

    → Pooled school runs, school and employer contracts, monthly plans.

  • Driver supply

    → A driver academy with steady salaries and a women-driver programme.

  • Riders without smartphones

    → Rider cards, phone-call and WhatsApp booking.

  • Privacy of family and medical data

    → Collect only what’s needed, with clear consent.

13 — Reflection

Uniqueness comes from the user, not the vehicle

  • Uniqueness comes from the user, not the vehicle.

    My first ideas were strong but crowded. Reframing around an overlooked user created a clearer, more defensible answer.

  • The payer and the user can be different people.

    Designing for both sides changed the product: remote booking, arrival alerts and a family wallet became core features.

  • Scale has to be reasoned, not claimed.

    Breaking 100M into segments with explicit assumptions made the target testable.

What I would do next

  1. 1Interview 10–15 parents and adult children of older parents to test the job to be done and willingness to pay.
  2. 2Map a real school-van route to measure actual cost per child and trip times.
  3. 3Check which Indian vehicle category an enclosed 4–6 seat accessible pod would fall into.
  4. 4Design a one-school pilot with clear success criteria.

14 — Sources

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