Couple Compatibility Matching Engine
Our experts built a B2C wedding marketplace and implemented AI-powered matchmaking capabilities for couples to find the right suppliers.
80%
faster supplier discovery
65%
lower onboarding effort
461+
expert insights included
100%
UK-wide supplier coverage
The client owns a UK wedding marketplace platform helping couples discover compatible suppliers through intelligent matchmaking features.
Industry
Wedding Photographer
Client Type
B2C
Market
UK/Europe
Engagement Duration
6 Months
Technologies
Python Next.js AWS RAG AWS Nova Claude Pinecone MongoDB Redis REST APIs
Project Type
AI Implementation & Data Engineering
Key Features Delivered
Key Features Delivered - AI-powered supplier profile scraping and automated onboarding system
- Conversational guided matchmaking system (chat-based preference capture)
- Vector-based semantic search using Pinecone
- LLM integrations (AWS Nova & Claude) for contextual query refinement
- Dynamic compatibility scoring and ranking algorithm
- Real-time messaging and consultation booking capability
Business Challenge
The client needed an AI-driven wedding platform to replace outdated directories and help couples find relevant suppliers based on location, budget, style, and requirements.
Objectives
- Build an AI-powered matchmaking platform
- Faster supplier discovery with personalization
- Increasing engagement and conversion rates
- Automate supplier onboarding and profiling
- Smarter marketplace with faster bookings
Our Approach
Audit → Strategy → Development → Optimization → Growth
A compatibility-first architecture was designed by building a structured data model for couples (preferences, priorities, budget, style, and guest count). For suppliers, the data model was built on portfolio, style tags, pricing bands, availability, and expertise, forming the foundation for an AI-driven matching engine.
Our Solution
Our AI Engineering team delivered an intelligent matchmaking foundation across discovery, onboarding, visual search, and supplier knowledge automation.
- Built an AI-powered compatibility scoring
- Implemented RAG-based supplier discovery
- Enabled visual mood board matching
- Automated supplier profile generation
- Structured expert knowledge for Q&A
Results & Impact
The platform now established a scalable AI-led marketplace foundation that transformed supplier discovery into a guided, compatibility-led experience. The platform reduced discovery time, improved match relevance, accelerated supplier onboarding, enabled full UK-wide coverage, and launched with a 500+ expert knowledge base for AI-powered Q&A.
Enterprise data accessibility was simplified through AI-led intelligence workflows.
Business visibility was improved by connecting insights across multiple systems.
It’s been a pleasure to have worked with Bytes Technolab. I am consistently impressed by their ability to execute tasks as requested. They are quick learners who tackle business challenges with effective software solutions. I really appreciate their timely responses and out-of-the-box recommendations.
Travis C
Head of Marketing, Ragnar
