AI-Powered Wellness Discovery Platform

PanaceaFinder

An AI-powered wellness and beauty discovery platform enabling users to search, discover, and explore wellness services, health conditions, and beauty providers through intelligent search and scalable operational workflows.

RoleLead Backend & AI Engineer
Timeline2025 - Present
ClientVera Brock & Oleg
PythonFastAPINext.jsPostgreSQLGemini AILangChainLLM WorkflowsPDF ExtractionWeb ScrapingDocker
PanaceaFinder
Gemini AI + LangChainAI Systems
Wellness DiscoveryPlatform Type
FastAPI + Next.jsPrimary Stack

Project Overview

PanaceaFinder is a wellness and beauty discovery platform designed to help users discover wellness services, beauty providers, health-focused businesses, and personalized wellness experiences through intelligent search and operational discovery workflows. The platform enables users to search wellness providers based on services, health conditions, business names, and location-aware discovery experiences. Customers can explore wellness categories such as spa services, massage therapy, reflexology, acupuncture, body contouring, skincare, and holistic wellness providers through a modern search-driven experience. A major engineering focus was designing scalable AI-assisted search and discovery infrastructure using FastAPI services, Gemini AI workflows, LangChain orchestration pipelines, and intelligent data-processing systems. The platform leveraged AI-assisted extraction workflows, PDF-processing systems, and structured metadata pipelines to improve wellness data organization and operational discovery experiences. The system also integrated scraping workflows for wellness business aggregation, provider information synchronization, and operational content enrichment. AI-powered extraction pipelines processed structured and unstructured wellness information into searchable operational datasets. FastAPI-powered backend services handled asynchronous AI-processing operations, search orchestration, scraping systems, PDF extraction workflows, and operational platform services. PostgreSQL infrastructure managed wellness listings, provider metadata, customer discovery workflows, and operational platform datasets. Next.js-powered frontend experiences delivered responsive wellness discovery interfaces, intelligent search systems, operational dashboards, and location-aware user experiences optimized for scalable consumer interactions. Dockerized infrastructure and modular AI-processing services enabled scalable deployment environments and operational reliability for realtime wellness discovery workflows.

Responsibilities & Contributions

  • Architected scalable FastAPI backend services for operational discovery workflows.
  • Built intelligent wellness search and provider discovery systems.
  • Integrated Gemini AI workflows for AI-assisted search experiences.
  • Implemented LangChain orchestration pipelines for AI-processing operations.
  • Developed PDF extraction and structured metadata-processing systems.
  • Built scraping workflows for wellness-provider aggregation and synchronization.
  • Designed scalable PostgreSQL schemas for wellness listings and operational datasets.
  • Developed Next.js-powered responsive discovery interfaces and operational dashboards.
  • Implemented location-aware search and filtering workflows.
  • Managed Dockerized deployment environments and operational infrastructure systems.

Engineering Challenge

Aggregating wellness-provider information, managing location-aware search experiences, and synchronizing structured business data introduced scalability and operational consistency challenges.

Technical Solution

Designed scalable FastAPI services, AI-assisted metadata extraction workflows, scraping pipelines, and optimized PostgreSQL search infrastructure to improve operational discovery performance and structured provider intelligence workflows.

System Architecture

Layer 01Next.js Frontend
Layer 02FastAPI Backend APIs
Layer 03Gemini AI Integration
Layer 04LangChain Processing Pipelines
Layer 05PDF Extraction Systems
Layer 06Web Scraping Infrastructure
Layer 07Search & Discovery Layer
Layer 08PostgreSQL Database
Layer 09Dockerized Infrastructure

Technical Decisions

FastAPI

Powered asynchronous operational APIs and scalable discovery workflows.

Gemini AI

Enabled AI-assisted search workflows and intelligent metadata processing.

LangChain

Orchestrated AI-processing pipelines and structured workflow coordination.

PDF Extraction

Processed structured wellness-related documents and operational datasets.

Web Scraping

Aggregated wellness-provider information and synchronized operational content workflows.

PostgreSQL

Managed wellness-provider datasets, operational metadata, and platform workflows.

Next.js

Delivered responsive wellness discovery interfaces and operational experiences.

Docker

Provided scalable deployment consistency and infrastructure portability.

Features & Capabilities

  • Wellness service discovery
  • Location-based provider search
  • Health-condition-based search workflows
  • Business discovery systems
  • AI-assisted search workflows
  • Wellness category management
  • Provider information aggregation
  • Operational content synchronization
  • PDF extraction workflows
  • AI-powered metadata extraction
  • Web scraping infrastructure
  • Responsive customer discovery interfaces
  • Scalable operational dashboards
  • Structured provider management systems
  • Realtime operational workflows

Outcomes & Impact

  • Built scalable wellness discovery infrastructure.
  • Implemented AI-assisted provider search and operational discovery workflows.
  • Designed scalable scraping and metadata synchronization systems.
  • Improved wellness-provider discovery using intelligent search infrastructure.
  • Built structured operational systems for wellness business management.
  • Centralized wellness discovery and provider information workflows into a unified platform.

Engineering Focus Areas

✓ Backend architecture & APIs
✓ Infrastructure & deployment workflows
✓ Realtime systems & WebSockets
✓ Docker & self-hosted environments
✓ Performance optimization & monitoring

Technologies PanaceaFinder Uses

PanaceaFinder is built using modern technologies carefully selected to optimize performance, stability, and scale.

Gemini AI
LangChain
Web Scraping
PDF Extraction

Why we chose Gemini AI

Enabled AI-assisted search and intelligent operational workflows.

Project Showcase Gallery

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