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

- 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
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.
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.
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.
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
| Assumption | Basis | Confidence |
|---|---|---|
| About 23 crore Indians are aged 60+, roughly 15% of the population | UNFPA India Ageing Report 2023 projects 22.7 crore by 2036 | High |
| School enrolment stays near 24 crore students | About 24.7 crore enrolled in 2024-25 (UDISE+) | High |
| Fewer family members are free to drive dependants | Nuclear families, more working women, adult children in other cities | Medium |
| Families pay for safety and peace of mind, not just speed | Paid school vans already exist nationwide | High |
| States tighten rules on unsafe school vans and unregistered e-rickshaws | Registration drives already under way | Medium |
| Ola Electric makes low-cost LFP cells at scale | Gigafactory ramp-up and LFP cell announcement | 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
| Rider segment | Daily trips | Key need | Who pays |
|---|---|---|---|
| School children (6–13) | School and back, every school day | Safety, tracking, a familiar driver | Parents, sometimes the school |
| Teenagers (14–18) | School, coaching, college, sports | Independence with parental visibility | Parents |
| Older people (60+) | Clinic, market, temple, family visits | Step-free boarding, help at both ends | Adult children, often in another city |
| Women on late shifts | Work to home, often after 10 pm | Verified driver, doorstep drop | Themselves or their employer |
| People with disabilities | Work, education, therapy | Wheelchair access, trained help | Self, family, or government schemes |
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.
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 today | Door to door | Trusted | Step-free | Family tracks | Where it breaks |
|---|---|---|---|---|---|
| Family member drives | Yes | Yes | Partly / varies | Yes | Costs a working adult hours every week |
| School van | Yes | Partly / varies | No | Partly / varies | Overcrowded, unregulated drivers |
| Auto or e-rickshaw | Yes | Partly / varies | No | No | Hard to climb into, haggling, no tracking |
| Cab app | Yes | Partly / varies | No | Partly / varies | Too costly daily; not built for kids or frail riders |
| Bus or metro | No | Yes | Partly / varies | No | Walking, crowding, transfers |
| Ola Parivaar | Yes | Yes | Yes | Yes | Built 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)
- TAMAll dependent riders: students, 60+, night-shift women, people with disabilities~50 crore people
- SAMUrban and Tier-2 India, with a family or institution able to pay~20 crore people
- 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
01
Book
Parent sets a recurring trip
02
Doorstep pickup
Rider card or PIN check
03
Tracked ride
Live location, camera, SOS
04
Handover
Driver sees the rider into school
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
| Alternative considered | Why it’s attractive | Why I didn’t choose it |
|---|---|---|
| Ola Link: ride + metro + ride | Large urban market; strong guarantee feature | Crowded (Uber, Rapido, Namma Yatri already integrate metro); serves adults who are already well served |
| Elderly-only service | Strongest emotional story | Older riders rarely travel daily; can’t reach 100M daily users alone |
| School transport only | Huge, predictable daily volume | Pods idle 9 am–2 pm and weekends; weak unit economics |
| Features on a regular cab app | Fastest to launch | Cars aren’t step-free; gig drivers aren’t trained for kids or frail riders |
| Enclosed 2-seater micro-car | Safety and weather protection | Owned vehicles can’t reach 100M daily users by 2035 |
- 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
- 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
- 1Trust beats school vansRiskiestParents renew after one term, and serious incidents stay near zero.
- 2Price is close to a school van or shared autoThrough pooled runs and all-day utilisation.
- 3The driver academy scalesTo hundreds of thousands of trained, verified drivers on salaries, not gig rates.
- 4Schools and employers sign contractsLowering CAC and giving predictable demand.
- 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×
Every trip past 65 is margin. Case-study plan: 120 trips at ₹45 against about ₹2,940 of daily cost.
Go-to-market
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
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
03
Years 3–4
Employer night plans; teen rules and safe zones
Gate: Driver academy supply keeps pace with demand
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
| Type | Metric | What it tells us | Target |
|---|---|---|---|
| Input | Recurring-booking retention at 3 months (cohort) | Do families trust it enough to keep using it? | Over 70% |
| Input | On-time pickup rate | Reliability for school bells and appointments | Over 95% within 5 min |
| Input | Same-driver rate on recurring routes | Familiar faces for children and older riders | Over 80% |
| Input | Pod utilisation across time blocks | Does combining segments work? | Busy in 4 of 5 blocks |
| Outcome | Family hours saved per month | Is the core promise real? | 20+ hours per family |
| Guardrail | Serious safety incidents per million trips | Is it genuinely safe? (published openly) | Near zero |
| Guardrail | Price vs school van; driver hours | Affordability and driver fatigue | ≤ ~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
| Decision | Why I chose it | What would change my mind |
|---|---|---|
| Serve all non-drivers, not only the elderly | One segment alone lacks daily scale or leaves pods idle | If school runs alone could fill pods all day |
| Launch with school runs | Daily, recurring demand; parents already pay for school transport | If pilot parents won’t switch from vans at a similar price |
| Family is the buyer, not the rider | The decision-maker is usually not the traveller | If teens or older riders reject being booked for |
| Managed fleet with trained drivers | Trust needs familiar, verified drivers | If driver costs make daily rides unaffordable |
| Purpose-built accessible pod | Step-free and child safety can’t be added to existing vehicles | 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
- 1Interview 10–15 parents and adult children of older parents to test the job to be done and willingness to pay.
- 2Map a real school-van route to measure actual cost per child and trip times.
- 3Check which Indian vehicle category an enclosed 4–6 seat accessible pod would fall into.
- 4Design a one-school pilot with clear success criteria.
14 — Sources
Figures marked illustrative are my own estimates for reasoning, not sourced data.
- UNFPA India Ageing Report 2023, via Money9 ↗
- UDISE+ 2024-25 enrolment, via Education for All in India ↗
- Ola Electric LFP cell — Trade Brains ↗
- Ola Shakti energy storage — BioEnergy Times ↗
- E-rickshaw registration drives — JMK Research ↗
- Uber metro ticketing via ONDC — Tribune ↗
- Bengaluru metro tickets on multiple apps via ONDC — Hans India ↗
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