AUNTIES+ALGORITHM

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Gavinda

EDUCATION

OCCUPATION

KUNDALI

LIFESTYLE

HABITS

PERSONALITY

PHYSICAL CHARACTERISTICS

COMMUNITY

RELIGION

HOBBIES

RECREATIONS

Compatibility threshold:

80%

This slider determines a base level of match you want in a partner. We only show you people who meet or surpass your threshold.

Matches tailored for you

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Idika Laghari

32y

Delhi, India

Hindi, Hindu

Divorced

Ananya Iyer

23y

Mumbai, India

Hindi, Hindu

Divorced

Ishita Rao

25y

Montreal, Canada

Hindi, Hindu

Divorced

Aarohi Nair

21y

Pune, India

Hindi, Hindu

Divorced

Priya Sharma

34y

Washington, US

Hindi, Hindu

Divorced

Neha Bhatia

32y

Toronto, Canada

Hindi, Hindu

Divorced

Meera Desai

27y

Bangalore, India

Hindi, Hindu

Divorced

Aunties+Algorithm

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EDUCATION

OCCUPATION

KUNDALI

LIFESTYLE

HABITS

PERSONALITY

PHYSICAL CHARACTERISTICS

COMMUNITY

RELIGION

HOBBIES

RECREATIONS

Compatibility Threshold

80%

Matches list

Generate matches

Idika Laghari

32y

Delhi, India

Hindi, Hindu

Divorced

Ananya Iyer

23y

Mumbai, India

Hindi, Hindu

Divorced

About

In the delicate balance between tradition and technology, I set out to reshape the future of matrimonial services. A+A became more than just a platform—it became a vision for what matchmaking can be in a world where family, culture, and AI collide.

Challenge

The biggest challenge was merging traditional family expectations with modern tech, ensuring that users felt in control while respecting the cultural importance of marriage without alienating families from the process.

Impact

By engaging users in participatory workshops and testing, I helped shift their mindset, allowing them to embrace digital matchmaking services while fostering honest, family-driven conversations about finding a spouse.

Team

+3

My role

Lead UX/UI Designer

Research - Ideation - User testing - Key flows design - Interaction Design - prototyping

Timeline

June 2021 - October 2022

Problem Area

The Dilemma: Family Expectations vs. Digital Innovation

When I first took on the lead designer role at A+A, the challenge seemed clear: how do you respect the deeply rooted traditions of matrimonial services while harnessing the power of modern technology? In an industry defined by centuries of tradition, could AI and machine learning play a meaningful role without diluting the cultural significance of marriage?

CHALLENGE

I knew that I needed to find a way to empower users without disrupting the delicate balance of family dynamics that define matrimonial services.

Participatory Workshops

Users as Co-Designers of the Future

As the first phase of the user research, I introduced participatory workshops where users weren’t just the audience; they became the co-creators. We speculated together about near-future services and how AI might work for them in the context of a lifelong commitment.

7

First Activity of Participatory Workshops: Profile Analysis Activity via Google Meet

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Zoya Kumar

21 yrs

Gender: Female

Punjabi, Sikh

Hospital Nurse

Ludhiana, India

Hobbies

Goals

Reading Time

Workout/Diet

Mental Health

Care for Environment

Immigration

Social Media

Occupation

Learning New Skills

Your Matches

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Everyone gets three chances, which means three dates!


If you cancel your match, you'll have two dates left. Go on the date, and if you decide to drop, you'll earn one more spin.

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Santosh Pangali

21 yrs

Gender: Female

Punjabi, Sikh

Hospital Nurse

Ludhiana, India

Pick from these parents’ profiles to learn more about their daughter!

Brinda’s Parents

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Idika’s Parents

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Brinda’s Parents

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Brinda’s Parents

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Brinda’s Parents

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Brinda’s Parents

22 yrs, 4’ 7” Librarian

Konkani, Hindu

Delhi, India

Connect now

Lo-Fi Speculative matrimonial interfaces

Services Designed by our Co-design Participants During the Workshops

INSIGHT

The surprises? Families wanted to be involved, but users craved personal control. This insight formed the bedrock of my design approach.

Explorations

Concept #1

Concept #2

Concept #3

Designs

Designing A+A Key Flows to Balance Personal Control and Cultural Context

The core design of A+A emerged from the need to give users control while respecting traditional expectations. Key flows like the customizable matching wheel and later parental syncing made it clear that this was not just a typical matchmaking platform.

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Gavinda

Govinda Pangali

Male

34

Hindi, Hindu

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Date of Birth

December16, 1990

Birth Country

India

Martital Status

Single

Religion

Hindi, Hendu

Languages

English

Punjabi

Country/City of Residence

United State

Philadelphia

Education, Occupation

These are questions about your education level, your job, and your income. These help our compatibility algorithms establish your most compatible matches.

Kundali

These are questions about your Star and Raasi. These help our compatibility algorithms establish your most compatible matches.

Physical Characteristics

These are questions about your physical characteristics. These help our compatibility algorithms establish your most compatible matches.

Personality

These are questions about your opinions and habits. These help our compatibility algorithms establish your most compatible matches.

80%

AUNTIES+ALGORITHM

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Gavinda

EDUCATION

OCCUPATION

KUNDALI

LIFESTYLE

HABITS

PERSONALITY

PHYSICAL CHARACTERISTICS

COMMUNITY

RELIGION

HOBBIES

RECREATIONS

Compatibility threshold:

80%

This slider determines a base level of match you want in a partner. We only show you people who meet or surpass your threshold.

Matches tailored for you

Generate matches

Idika Laghari

32y

Delhi, India

Hindi, Hindu

Divorced

Ananya Iyer

23y

Mumbai, India

Hindi, Hindu

Divorced

Ishita Rao

25y

Montreal, Canada

Hindi, Hindu

Divorced

Aarohi Nair

21y

Pune, India

Hindi, Hindu

Divorced

Priya Sharma

34y

Washington, US

Hindi, Hindu

Divorced

Neha Bhatia

32y

Toronto, Canada

Hindi, Hindu

Divorced

Meera Desai

27y

Bangalore, India

Hindi, Hindu

Divorced

Usability Testing Insights

I Improved A+A by Simplifying Algorithm Modalities, Adding Parental Involvement, and Enhancing UI for Clarity

The Wizard of Oz Technique

With the design becoming clearer, I knew that we needed to test the platform in a way that was fast. I turned to the Wizard of Oz technique.

CREATIVE WORKAROUND

Could our speculative ideas work in the real world? Instead of building complex prototypes, I simulated the core interactions. With a screen recording, we started testing the platform with users.

First insight: I realized that technical jargon like 'algorithm modalities' confused users. I shifted to familiar categories like 'community,' 'religion,' and 'lifestyle' to make it easier for them to prioritize what mattered most in their matches

Subculture specific

Facial Recognition

Crossed path

Question-based

Preference-based

Distance matching

Previous-matches-based

EDUCATION

OCCUPATION

KUNDALI

LIFESTYLE

HABITS

PERSONALITY

COMMUNITY

RELIGION

PHYSICAL CHARACTERISTICS

HOBBIES

RECRETIONS

Second insight: Parents Are Involved, But Not in the Way We Expected

The next pivot? Family involvement. So I introduced a feature that allowed parents to interact with the platform without controlling the process—The Parents Account, which synced with the user’s profile, but gave parents a limited say.

AUNTIES+ALGORITHM

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Gavinda Pangali

Biodata

Physical characteristics

Kundali

Education

Occupation

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Age

Starting from 1/1/1986

City

Mumbai, Delhi, Bangalore,...

Religion

Hindi, Sikh

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Clear Filters

Govinda Pangali

Male

34

Hindi, Hindu

Date of Birth

December16, 1990

Date of Birth

December16, 1990

Birth Country

India

Martital Status

Single

Religion

Hindi, Hendu

Religion

Hindi, Hendu

Languages

English

Punjabi

Country/City of Residence

United State

Philadelphia

Country/City of Residence

United State

Philadelphia

Govinda Pangali

Male

34

Hindi, Hindu

Date of Birth

December16, 1990

Date of Birth

December16, 1990

Birth Country

India

Martital Status

Single

Religion

Hindi, Hendu

Religion

Hindi, Hendu

Languages

English

Punjabi

Country/City of Residence

United State

Philadelphia

Country/City of Residence

United State

Philadelphia

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Design System

Incorporating Visual Identity

I developed the entire design system for A+A from scratch, crafting more than 80 unique components. This provided the foundation for a seamless and cohesive experience, ensuring the app's scalability and future growth.

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Some of the main components of the A+A design system.

Impacts

IMPACT

By engaging users in the design process, I helped shift their perspective on modern matchmaking services. Initially hesitant, they came to see how these platforms could respect cultural values while offering personal control, leaving them empowered to have more open, meaningful conversations with their families about finding a spouse

Reflection

REFLECTION

Navigating Uncertainty Despite focusing on user needs from the start, the complexity of A+A brought moments of uncertainty. Over time, we adapted with creative testing methods, proving that uncertainty can be managed step by step.

Conclusion: End Scene: What’s Next?

The MVP is now in development, with fake profiles being populated to conduct further testing. A+A is on its way to becoming a platform that not only transforms matrimonial services but also bridges the gap between tradition and the future.

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Drops of Music

Redesigning Beat Battles transformed

a struggling competition format into

a collaborative space.

App download

68%

MAU increased

387%

BeatConnect

2023