Work/Matrimonial · Web & SaaS
Client engagement
TrueMarriage
TrueMarriage Matrimony
Architected a high-performance matrimonial biodata builder and matchmaking discovery platform with instant client-side PDF rendering, 13 Indic language localizations, and OpenCV photo verification.
Business context
Traditional matrimonial portals suffered from exhaustive multi-page onboarding forms, negligible regional language support, and unchecked non-human photo uploads, resulting in severe profile drop-offs and compromised member trust.
Product direction
Intelligent Matrimonial Biodata & Matchmaking
13 Indic Languages · 99.4% Verified
Live Production · truemarriage.in
+82% Profile Completion
The solution
VertixOP India Pvt Ltd engineered a mobile-first web platform centered around an interactive conversational wizard, an automated OpenCV computer vision gatekeeper for instant human profile moderation, a freeze-free Indic localization engine spanning 13 languages, and instant vector PDF export.
- Conversational biodata creation wizard with live real-time PDF and image export engine
- Matchmaking discovery feed equipped with community filters and algorithmic compatibility insights
- Enterprise administrative suite featuring user moderation, template analytics, and audit logging
Selected interfaces
Architecture
- FastAPI and SQLAlchemy 2.0 backend running Uvicorn with optimized composite relational indexing and Alembic schema migrations
- Client-side React 19 rendering pipeline utilizing pdf-lib and html-to-image for sub-350ms cultural biodata compilation
- OpenCV Haar-cascade computer vision pipeline paired with Groq LLM inference for automated image validation and bio synthesis
Technology
- FastAPI
- React 19
- TypeScript
- Tailwind CSS
- OpenCV
- SQLAlchemy
- Python
What the build had to solve
- 01Biodata PDFs are composed in the browser so a profile can be exported without a slow round trip.
- 02The interface and templates have to hold 13 Indic languages and a large set of regional layouts.
- 03Photo checks sit on the upload path so non-human images can be caught before they reach members.
Recorded with the project
Figures carried from the project record. They are not an independent audit.
- Biodata Render Time
- <350ms
- Bogus Upload Rejection
- 99.4%
- Profile Completion Rate
- +82%
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