Marketplace Built on Trust

Architected a culturally nuanced two-sided marketplace connecting verified ritual specialists with consumers through transparent booking and bidding.

98%
Provider Verification Rate
34%
Booking Conversion
<2hr
Average Bid Response

The Challenge

Building a marketplace for specialized services requires balancing trust verification, flexible pricing (fixed and bidding), complex scheduling, and cultural sensitivity. The challenge was creating a platform that serves both traditional fixed bookings and negotiated arrangements while maintaining integrity.

Solution

The solution delivered a comprehensive marketplace with multi-stage verification, bidding engine, ritual package management, samagri fulfillment integration, and trust analytics—all designed for cultural authenticity and operational scalability.

The Impact

The platform achieved 98% provider verification success, 34% booking conversion, sub-2-hour average bid response time, and 4.6/5 average satisfaction rating across 10,000+ completed bookings.

Key Challenges

1

Credible multi-factor verification

2

Harmonizing bidding with fixed pricing

3

Complex ritual package variations

4

Schedule conflict prevention

5

Trust signal management

6

Samagri fulfillment integration

Our Solutions

Verification Pipeline

Multi-stage vetting with automated checks and manual review.

  • Document verification automation
  • Temple endorsement capture
  • Manual review queue
  • Re-verification triggers
PanditJi Mobile App - Home

Bidding & Pricing Engine

Flexible pricing with private negotiation and anti-spam controls.

  • Private bid ledger with timestamps
  • Expiration timers with anti-sniping
  • Fixed price and dynamic pricing
  • Spam and flip prevention
PanditJi Mobile App - Booking Details

Catalog & Scheduling

Structured ritual taxonomy with intelligent schedule management.

  • Ritual type ontology and variants
  • Package builder (base + samagri)
  • Travel-time estimation
  • Conflict-free slot locking
PanditJi Admin Dashboard

Trust & Analytics

Comprehensive trust scoring with dispute handling and performance tracking.

  • Reliability scoring (on-time, cancellations)
  • Dispute workflow with evidence
  • Demand heatmaps by geography
  • Conversion funnel analytics

System Architecture

Two-sided marketplace architecture with trust verification and fulfillment integration

Frontend & Discovery

React consumer interface

Provider dashboard

Admin verification console

Mobile-responsive design

Core Services

Verification Pipeline

Bidding Engine

Scheduling & Calendar

Catalog & Taxonomy

Communication Service

Dispute Management

Commerce & Fulfillment

Payment & Escrow

Samagri Fulfillment Integration

Order Management

Revenue Analytics

Data & Intelligence

PostgreSQL (bookings, providers)

Redis (sessions, bid state)

Analytics warehouse

Trust scoring engine

Data Flow Architecture

Client Layer

User Interface

API Layer

Business Logic

Data Layer

Persistence

99.9% Uptime SLA
Sub-250ms API Latency
Horizontal Scalability

Measurable Outcomes

Provider Verification

Before
74% manual
After
98% automated
24% increase

Booking Conversion

Before
18%
After
34%
16% increase

Bid Response Time

Before
8 hours
After
<2 hours
75% faster

Satisfaction Rating

Before
3.8/5
After
4.6/5
21% increase

Dispute Rate

Before
8.4%
After
1.2%
86% reduction

Provider Earnings

Before
Baseline
After
+42%
Platform effect

Technologies Used

ReactNode.jsTypeScriptPostgreSQLRedisElasticsearchStripeDockerKubernetesWebSocket

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