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Case Study Matchmaking

Baat Pakki Circles

We built India's only matchmaking platform designed by psychologists, replacing manual workflows with custom scientific algorithms and high-end UI.

Category

Matchmaking

Baat Pakki Circles

01

The Challenge

Baat Pakki was operating as a high-touch, psychologist-led matchmaking service primarily through manual processes. The challenge was to scale this human-first approach without losing the depth and scientific accuracy of their matching. The existing workflow relied on static forms and manual intervention, which was becoming a bottleneck as the community grew. The team needed a platform that could intelligently match individuals based on complex psychological data points rather than just bios or swipes.

02

Our Solution

We engineered a platform that mirrors the expertise of a psychologist through data science, secure workflows, and a premium experience designed for trust.

Scientific Matching

Algorithms process deep preference and psychological traits to generate high-compatibility suggestions.

Premium User Experience

A private interface that preserves dignity and removes transactional app behaviors.

Admin Mission Control

A centralized dashboard to verify profiles, manage memberships, and monitor the matching pipeline.

Privacy by Design

Secure infrastructure built to protect high-density psychological data submissions.

03

Engagement Timeline

01

Discovery Sprint

Mapped psychologist-led workflows, trust requirements, and the data signals needed for scientific matchmaking.

02

Matching Architecture

Designed the data model and compatibility engine to translate psychological traits into actionable matches.

03

Premium Experience

Crafted a private, respectful user journey that elevates the human-first process.

04

Operations Layer

Shipped the admin mission control so the team can verify profiles and monitor outcomes at scale.

04

The Impact

The digital transformation turned a manual service into a scalable, industry-grade product rooted in human psychology.

80% Reduction

Manual matchmaking workload removed so the team can focus on relationship guidance.

10K+ Members

High adoption with 97% of members actively using the platform.

Privacy First

Optimized infrastructure protects sensitive psychological data at scale.

05

Strategic Benefits

Through our partnership, Baat Pakki gained a competitive edge. By focusing on measurable outcomes like cost reduction and operational speed, we helped them reallocate resources to innovation rather than maintenance.

Built with precision. Delivered at scale.

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