Baat Pakki Circles
We built India's only matchmaking platform designed by psychologists, replacing manual workflows with custom scientific algorithms and high-end UI.
The Engineering 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.
Strategic Solutions
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.
Engagement Timeline
Discovery Sprint
Mapped psychologist-led workflows, trust requirements, and the data signals needed for scientific matchmaking.
Matching Architecture
Designed the data model and compatibility engine to translate psychological traits into actionable matches.
Premium Experience
Crafted a private, respectful user journey that elevates the human-first process.
Operations Layer
Shipped the admin mission control so the team can verify profiles and monitor outcomes at scale.
Measurable Impact
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.
Strategic Benefits
Engineering Success
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.