Mar 2024 - Apr 2024

Mar 2024 - Apr 2024

Fixed "Free parking": Daily Validated sessions increased by 107%

Fixed "Free parking": Daily Validated sessions increased by 107%

Fixed "Free parking": Daily Validated sessions increased by 107%

Drivers thought validation was automatic - until they got charged. I redesigned the system to make it smooth, trustworthy experience for drivers and merchants.

Drivers thought validation was automatic - until they got charged. I redesigned the system to make it smooth, trustworthy experience for drivers and merchants.

Drivers thought validation was automatic - until they got charged. I redesigned the system to make it smooth, trustworthy experience for drivers and merchants.

This case study contains detailed flows, diagrams, and visual explorations that are best viewed on desktop.

107%

107%

Increase in daily validated sessions

Increase in daily validated sessions

Increase in daily validated sessions

95%

95%

95%

reduction in no. of missed validations

reduction in no. of missed validations

Reduction in no. of missed validations

20x

20x

increase in locations using this feature

increase in locations using this feature

Increase in locations using this feature

My Role

My Role

My Role

Led the project from research to delivery, designing the experience

end-to-end across web, mobile, and dashboard platforms.

Led the project from research to delivery, designing the experience end-to-end across web, mobile, and dashboard platforms.

Led the project from research to delivery, designing the experience end-to-end across web, mobile, and dashboard platforms.

Team

Team

Team

1 Product Manager

1 Product Manager

2 Developers

2 Developers

What's Get My Parking?

What's Get My Parking?

Get My Parking, the goal is to make parking as subconscious experience through AI-driven, ticketless systems. GMP enables operators modernize their lots and deliver a seamless, license plate based access, cashless payments, validations, permits, reservations, real-time monitoring and app free experience for drivers across gated, ungated, and express lane environments.

Get My Parking, the goal is to make parking as subconscious experience through AI-driven, ticketless systems. GMP enables operators modernize their lots and deliver a seamless, license plate based access, cashless payments, validations, permits, reservations, real-time monitoring and app free experience for drivers across gated, ungated, and express lane environments.

What?

Let's breakdown the problem

6

Tenants shared validations with parkers using this feature

33%

Validations shared by merchants were not applied on sessions

200+

Daily support tickets of validations not applied on sessions

Why?

This became high priority

Why?

This became high priority

Why?

This became high priority

Understanding

The existing validation flow

Understanding

The existing validation flow

Understanding

The existing validation flow

Most parkers don't open link assume its already done

Most parkers don't open link assume its already done

Most parkers don't open link assume its already done

Parker: Don't pay!

Parking is already free!

Delays at exit due to missing or failed validation

Parker: Don't pay!

Parking is already free!

Delays at exit due to missing or failed validation

Previous UI flow for merchants

Previous UI flow for merchants

Previous UI flow for merchants

Different use cases

Different use cases

Merchants offered free parking

but drivers still ended up paying

Merchants offered free parking

but drivers still ended up paying

Merchants offered free parking

but drivers still ended up paying

Parker assumes it's done when they see text

Parker assumes it's done when they see text

But at the exit it isn't and pays fine for enforcement ticket

But at the exit it isn't and pays fine for enforcement ticket

But at the exit it isn't and pays fine for enforcement ticket

Interview & Research Insight
Different users have different goals

Trust is highest here - If merchant says its done
Parker assumes its “Validated”

Merchant needs an easy to understand interface -
to apply validation without slowing down business

Key Insight

Key Insight

Key Insight

"Users didn’t ignore validation—they trusted it was already done"

The system expected intent.Users expected automation

"Users didn’t ignore validation—they trusted it was already done"

The system expected intent.Users expected automation

"Users didn’t ignore validation—they trusted it was already done"

The system expected intent.Users expected automation

Assumed Automation

Assumed Automation

Assumed Automation

·

·

Inaction

Inaction

Inaction

·

Missed valdiations

Missed valdiations

·

Broken trust

Broken trust

Broken trust

·

·

Revenue loss

Revenue loss

Revenue loss

·

Missed valdiations

Turning point of the project
Defining the Design shift

Turning point of the project
Defining the Design shift

Turning point of the project
Defining the Design shift

"Parker driven validation"

to

"System driven validation"

"Parker driven validation"

to

"System driven validation"

"Parker driven validation"

to

"System driven validation"

Reduce drop offs

Reduce drop offs

Reduce drop offs

·

·

Build trust

Build trust

Build trust

·

·

Increase revenue

Increase revenue

Increase revenue

Parkers don't always remeber their license plate

System constraint: Parking sessions could only be validated after session creation.

What about? 1. Failed payments 2. Invalid plate entries 3. Abuse scenarios 4. Needs to work with existing hardware and apps

Payments were tightly coupled with session creation.

Payments were tightly coupled with session creation.

Payments were tightly coupled with session creation.

System constraint: Parking sessions could only be validated after session creation.

System constraint: Parking sessions could only be validated after session creation.

Parkers don't always remeber their license plate

Parkers don't always remeber their license plate

What about? 1. Failed payments 2. Invalid plate entries 3. Abuse scenarios 4. Needs to work with existing hardware and apps

What about? 1. Failed payments 2. Invalid plate entries 3. Abuse scenarios 4. Needs to work with existing hardware and apps

What about? 1. Failed payments 2. Invalid license plates 3. Abuse scenarios 4. Needs to work with existing hardware and apps

System constraint: Parking sessions could only be validated after session creation.

Parkers don't always remeber their license plate

Payments were tightly coupled with session creation.

What?

Decisions we made to improve the experience

Automatic Session Creation

Removing the "I'll do it later" risk by creating sessions directly in the system, ensuring validations are applied immediately.

REDUCES DROP OFFS

Focus on “Free Minutes”

Prioritizing time-based validation for the MVP to simplify the workflow for both merchants and parkers.

STREAMLINES MVP

Eliminating Card Entry

Removing the requirement for upfront payment details for free parking sessions to build user trust and reduce friction.

BUILDS TRUST

Visible digital tickets

Providing real-time proof of validation status to bridge the "confirmation gap" and build user trust.

BRIDGES CONFIRMATION GAP

Reduces steps

Streamlining the flow for both tech-savvy and casual users to drive higher adoption and satisfaction.

INCREASED ADOPTION

Error prevention

Auto-apply best validation, Replace or restrict conflicting validations, Extend sessions intelligently

REACTIVE TO PREVENTIVE

1. Extend sessions automatically 2. Prevent duplicate/conflicting validations 3. Replace weaker validations with stronger ones

For MVP: 1. Reduce implementation risk 2. Validate adoption quickly

1. Support system-generated sessions 2. Attach validations during creation

Reduced: 1. Anxiety 2. Repeated support queries 3. Validation confusion

E-ticket explorations for redesign

E-ticket explorations for redesign

E-ticket explorations for redesign

Final redesigned flow

Final redesigned flow

Final redesigned flow

Different use cases

Different use cases

Scaling for

Scaling for

Scaling for

Express lane(gated) locations

Express lane(gated) locations

Express lane(gated) locations

Express lanes are seamless with License plate recognition, but at exit sometimes license plate misreads prevents parker from applying validation- leading to frustration and delays.

Express lanes are seamless with License plate recognition, but at exit sometimes license plate misreads prevents parker from applying validation- leading to frustration and delays.

Key Insight

Key Insight

Key Insight

"The system assumed license plate recognition would always work"
But when it failed, users had no reliable way to recover.

"The system assumed license plate recognition would always work"
But when it failed, users had no reliable way to recover.

"The system assumed license plate recognition would always work"
But when it failed, users had no reliable way to recover.

Misread license plate

Misread license plate

Misread license plate

·

·

Missed valdiations

Missed valdiations

Missed valdiations

·

Delays & Congestion

Delays & Congestion

Delays & Congestion

·

·

Revenue loss

Revenue loss

Revenue loss

What?

Decisions we made to improve the experience

QR validation

Enabled parkers to receive a QR-based validation via SMS/app that can be used at exit

REDUCED EXIT FRICTION

Standaridized validations

Consistent validation flow across staffed and unstaffed locations. Ensures scalable operations with a predictable experience

SCALABLE SOLUTION

Fast frictionless exit

Allowed parkers to exit by simply scanning/showing a QR code. Prevents stuck vehicles during peak hours.

OPERATIONAL EFFICIENCY

1. Reliable recovery path 2. Improved trust 3. Prevented lane congestion 4. Faster to verify visually

Reduced dependency on: 1. Physical tickets 2. Pay stations 3. Staff intervention

1. Reduced cognitive load 2. Faster to verify visually 3. Worked across staffed and unstaffed locations

Final flow for express lane locations

Flow: Before & After Redesign

Impact in 6 months

Impact in 6 months

107%

107%

Increase in daily validated sessions

Increase in daily validated sessions

95%

95%

drop in missed validations

Drop in missed validations

20x

20x

increase in tenants using this feature

Increase in tenants using this feature

<30s

<30s

Time reduced to validate sessions

Time reduced to validate sessions

How?

How?

How?

Experience changed after redesign

Experience changed after redesign

Experience changed after redesign

75%

75%

QR code scan

of overall transaction occured via

of overall transaction occurred

Park Riverside Parking

112K validated session

112K validated session

45.6K used QR code to exit

45.6K used QR code to exit

One Parking

4x

4x

Macerich Parking

growth in Parking Revenue

growth in Parking Revenue

75%

QR code scan

of overall transaction occured via

Park Riverside

4x

Macerich Parking

growth in Parking Revenue

112K validated session

45.6K used QR code to exit

One Parking

Key takeaways and learnings

Key takeaways and learnings

Key takeaways and learnings

The real problem is often deeper than the visible one

Initially, the problem looked like missed validations and exit congestion. But over time, real-world users don’t follow ideal flows. Parkers act when it’s convenient, so the experience needed to work naturally within their behavior instead of depending on memory, instructions, or perfect timing.


Seamless experiences need reliable fallback systems

Designing only for ideal flows created fragile experiences. The biggest improvements came from designing recovery paths that reduced friction even when the system failed.


Good UX reduces dependency on users remembering things

Users already believed parking was “done” once they walked away from the vehicle. Trying to solve that through reminders or instructions would always have limitations. Reducing steps, cognitive load, and recovery friction made the system easier for both frequent users and first-time parkers.


Enterprise UX is deeply connected to operations

This project wasn’t just about kiosk screens or validation flows. Merchant and operator workflows are part of the user experience. Their tools, visibility, and operational efficiency directly shaped how reliable the parking experience felt to end users. In enterprise systems, operational design is product design.

The real problem is often deeper than the visible one

Initially, the problem looked like missed validations and exit congestion. But over time, we realised parkers act when it’s convenient, so the experience needed to work naturally within their behavior instead of depending on memory, instructions.

Seamless experiences need reliable fallback systems

Designing only for ideal flows created fragile experiences. The biggest improvements came from designing recovery paths that reduced friction even when the system failed.


Good UX reduces dependency on users remembering things

Users already believed parking was “done” once they walked away from the vehicle. Trying to solve that through reminders or instructions would always have limitations. Reducing steps, cognitive load, and recovery friction made the system easier for both frequent users and first-time parkers.


Enterprise UX is deeply connected to operations

This project wasn’t just about kiosk screens or validation flows. Merchant and operator workflows are part of the user experience. Their tools, visibility, and operational efficiency directly shaped how reliable the parking experience felt to end users. In enterprise systems, operational design is product design.

USER PERSONAS

Different users have different goals

Different users have different goals

Trust is highest here - If merchant says its done
Parker assumes its “Validated”

Trust is highest here - If merchant says its done. Parker assumes its “Validated”

Merchant needs an easy to understand interface -
to apply validation without slowing down business

Merchant needs an easy to understand interface -
to apply validation without slowing down business

What

Decisions we made to improve the experience

Improvements in part 1

1. Automatic Session Creation for Eligible Parkers

  • Why: Research showed parkers delay or skip validation if too many steps are required.

  • Impact: Removes “I’ll do it later” & "I thought validation was automatically applied" risk — session can be updated with free minutes.

2. Data showed Merchants mostly offer "Free Minutes" Validation- thats why used for MVP

  • Why: Parkers mistrusted systems asking for card details when parking was “free.” Free minutes remove upfront payment for that duration.

  • Impact: Reduces user drop-off, simplifies merchant workflow.

3. Visible Digital Parking Ticket for Parkers

  • Why: Interview insights revealed a confirmation gap — parkers didn’t know validation had worked until they saw a charge.

  • Impact: Builds trust by giving real-time proof of validation status.

Improvements for part 2

  1. If parking session is made by the parker for time lesser than validation duration- extend the parking session

  2. If the existing validation is less than the new validation that is to be applied but less than the session duration, then just replace it, or restrict application when new validation is lesser than existing.

  3. Still create a session for parker with failed payment and give them link to clear the payment.

What?

Let's breakdown the problem

6

Tenants shared validations with parkers using this feature

33%

Validations shared by merchants were not applied on sessions

60%

Daily tickets of validations not applied on sessions

What?

Let's breakdown the problem

6

Tenants shared validations with parkers using this feature

67%

Validations shared by merchants were not applied on sessions

60%

Daily tickets of validations not applied on sessions

What?

Decisions we made to improve the experience

Automatic Session Creation

Removing the "I'll do it later" risk by creating sessions directly in the system, ensuring validations are applied immediately.

REDUCES DROP OFFS

Focus on “Free Minutes”

Prioritizing time-based validation for the MVP to simplify the workflow for both merchants and parkers.

STREAMLINES MVP

Visible digital tickets

Providing real-time proof of validation status to bridge the "confirmation gap" and build user trust.

BRIDGES CONFIRMATION GAP

Eliminating Card Entry

Removing the requirement for upfront payment details for free parking sessions to build user trust and reduce friction.

BUILDS TRUST

Reduces steps

Streamlining the flow for both tech-savvy and casual users to drive higher adoption and satisfaction.

INCREASED ADOPTION

Error prevention

Auto-apply best validation, Replace or restrict conflicting validations, Extend sessions intelligently

REACTIVE TO PREVENTIVE

1. Extend sessions automatically 2. Prevent duplicate/conflicting validations 3. Replace weaker validations with stronger ones

For MVP: 1. Reduce implementation risk 2. Validate adoption quickly

1. Support system-generated sessions 2. Attach validations during creation

Reduced: 1. Anxiety 2. Repeated support queries 3. Validation confusion

What?

Decisions we made to improve the experience

QR validation

Enabled parkers to receive a QR-based validation via SMS/app that can be used at exit

REDUCED EXIT FRICTION

Standaridized validations

Consistent validation flow across staffed and unstaffed locations. Ensures scalable operations with a predictable experience

SCALABLE SOLUTION

Fast frictionless exit

OPERATIONAL EFFICIENCY

Allowed parkers to exit by simply scanning/showing a QR code. Prevents stuck vehicles during peak hours.

1. Reliable recovery path 2. Improved trust 3. Prevented lane congestion 4. Faster to verify visually

Reduced dependency on: 1. Physical tickets 2. Pay stations 3. Staff intervention

1. Reduced cognitive load 2. Faster to verify visually 3. Worked across staffed and unstaffed locations

Final flow for express lane locations

Flow

Before & After Redesign

Impact in 6 months

Impact in 6 months

107%

107%

Increase in daily validated sessions

Increase in daily validated sessions

95%

95%

drop in missed validations

Drop in missed validations

20x

20x

increase in tenants using this feature

Increase in tenants using this feature

<30s

<30s

Time reduced to validate sessions

What?

Decisions we made to improve the experience

Automatic Session Creation

Removing the "I'll do it later" risk by creating sessions directly in the system, ensuring validations are applied immediately.

REDUCES DROP OFFS

Focus on “Free Minutes”

Prioritizing time-based validation for the MVP to simplify the workflow for both merchants and parkers.

STREAMLINES MVP

Visible digital tickets

Providing real-time proof of validation status to bridge the "confirmation gap" and build user trust.

BRIDGES CONFIRMATION GAP

Reduces steps

Streamlining the flow for both tech-savvy and casual users to drive higher adoption and satisfaction.

INCREASED ADOPTION

Error prevention

Auto-apply best validation, Replace or restrict conflicting validations, Extend sessions intelligently

REACTIVE TO PREVENTIVE

Eliminating Card Entry

Removing the requirement for upfront payment details for free parking sessions to build user trust and reduce friction.

BUILDS TRUST

1. Extend sessions automatically 2. Prevent duplicate/conflicting validations 3. Replace weaker validations with stronger ones

For MVP: 1. Reduce implementation risk 2. Validate adoption quickly

1. Support system-generated sessions 2. Attach validations during creation

Reduced: 1. Anxiety 2. Repeated support queries 3. Validation confusion

What?

Decisions we made to improve the experience

QR validation

Enabled parkers to receive a QR-based validation via SMS/app that can be used at exit

REDUCED EXIT FRICTION

Standaridized validations

Consistent validation flow across staffed and unstaffed locations. Ensures scalable operations with a predictable experience

SCALABLE SOLUTION

1. Reliable recovery path 2. Improved trust 3. Prevented lane congestion 4. Faster to verify visually

Reduced dependency on: 1. Physical tickets 2. Pay stations 3. Staff intervention

1. Reduced cognitive load 2. Faster to verify visually 3. Worked across staffed and unstaffed locations

Fast frictionless exit

Allowed parkers to exit by simply scanning/showing a QR code. Prevents stuck vehicles during peak hours.

OPERATIONAL EFFICIENCY

Final flow for express lane locations

Flow

Before & After Redesign

FIN.

FIN.

FIN.

Let's get to know each other.

Let's get to know each other.

Let's get to know each other.

Contact: +91 - 860 278 8547

Contact: +91 - 860 278 8547

Contact: +91 - 860 278 8547

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