Fatevision LLC
Gen AI-Powered Astrology Platform
How PATHSDATA delivered a proof-of-concept in just 4 weeks — building an intelligent astrology backend that generates personalized horoscopes and birth chart readings using Amazon Bedrock and RAG.
4 Weeks
POC Delivery
Gen AI
Amazon Bedrock
< 2s
Response Time
Production
Ready Architecture
About Fatevision LLC
Fatevision LLC is an innovative astrology technology startup aiming to democratize access to personalized astrological guidance. Their vision was to create a platform where anyone could receive accurate, insightful, and deeply personalized astrology readings instantly — something that traditionally required expensive consultations with professional astrologers.
Fatevision partnered with PATHSDATA to validate their Gen AI concept. In just 4 weeks, we delivered a working proof-of-concept that demonstrated the feasibility of AI-powered astrology readings at scale.
The Challenge
Scalability Limitations
Manual astrology readings couldn't scale beyond a few hundred users per day, limiting business growth.
Consistency & Quality
Human-generated readings varied in quality and tone, creating inconsistent user experiences.
Real-Time Personalization
Needed instant, personalized readings based on exact birth time, location, and planetary positions.
Cost Per Reading
High cost of human astrologers made the freemium model unsustainable at scale.
Our Solution
Amazon Bedrock Integration
Leveraged Claude on Amazon Bedrock for nuanced, context-aware astrological interpretations with consistent quality.
RAG-Powered Knowledge Base
Built a comprehensive astrology knowledge base with Vedic, Western, and Chinese astrology traditions for accurate readings.
Real-Time Ephemeris Engine
Integrated Swiss Ephemeris for precise planetary position calculations at any given moment.
Serverless Architecture
AWS Lambda + API Gateway for auto-scaling infrastructure that handles traffic spikes during astrological events.
Architecture Overview
How It Works
- 1
User Input
Birth date, time, location, and reading type requested
- 2
Ephemeris Calculation
Swiss Ephemeris computes exact planetary positions
- 3
RAG Retrieval
Fetches relevant interpretations from astrology knowledge base
- 4
AI Generation
Claude synthesizes personalized reading with astrological context
- 5
Caching & Delivery
Response cached for quick retrieval, delivered via API
Key Technical Decisions
- Claude 3.5 Sonnet for nuanced, empathetic interpretations
- Vector embeddings for semantic search across 10,000+ interpretations
- Redis caching for sub-second response on repeated queries
- Prompt versioning for A/B testing reading styles
- Guardrails to ensure responsible, non-deterministic language
Features Delivered
Technology Stack
AI/ML
- Amazon Bedrock
- Claude 3.5 Sonnet
- RAG Pipeline
- Prompt Engineering
Backend
- Python
- FastAPI
- AWS Lambda
- API Gateway
Data
- Swiss Ephemeris
- PostgreSQL
- Redis Cache
- S3
Infrastructure
- AWS CDK
- CloudWatch
- Secrets Manager
- WAF
Project Timeline
Discovery & Eligibility
Astrology domain deep-dive, use case validation, POC scope definition
Architecture & Design
API design, prompt engineering strategy, RAG architecture planning
Core Development
Ephemeris integration, Bedrock setup, RAG pipeline implementation
Testing & Demo
Accuracy validation, performance testing, stakeholder demo
Total POC Duration: 4 weeks from kickoff to working demo
POC Results & Validation
Business Validation
- Proved AI can match human astrologer quality
- Validated 95% cost reduction potential at scale
- Confirmed freemium model feasibility
- Secured investor confidence with working demo
Technical Validation
- Response time under 2 seconds
- Production-ready architecture documented
- RAG accuracy validated by professional astrologers
- Clear scaling roadmap for production
"PATHSDATA delivered exactly what we needed. In just 4 weeks, they proved that our vision was technically feasible. The working demo helped us secure our next funding round and gave us confidence to move forward with production development."
— Founder, Fatevision LLC
Ready to Build Your Gen AI Solution?
Whether it's astrology, healthcare, finance, or any domain — we can help you leverage Generative AI to create intelligent, scalable solutions that delight your users.