Bloombrain:
An AI Market Intelligence Platform Built for a Scaling D2C Brand
A comprehensive AI Market Intelligence and Knowledge Graph-enhanced RAG platform combining autonomous market research with real-time interactive business intelligence querying.
The Project Overview
Manual Competitor Monitoring
For a rapidly scaling D2C wellness brand, market intelligence usually meant manually checking competitor websites, ad libraries, and performance dashboards every week-a process that was time-consuming, difficult to scale, and always lagging behind the market.
Disconnected Data Ecosystems
Bloomin needed an AI platform capable of autonomously monitoring competitor activity, market trends, and advertising performance while also answering complex business questions on demand. The bigger challenge was connecting disconnected ecosystems-Shopify, Meta Ads, Klaviyo, and external market data-into a single system capable of delivering grounded, zero-hallucination insights that directly informed marketing and retention decisions.
LangGraph-Powered RAGAgent
As Lead Developer, Toadsters led end-to-end development across React frontends, FastAPI services, AI orchestration, and DevOps infrastructure. A LangGraph-powered RAGAgent was architected with dynamic query routing, automatically selecting between vector similarity search, hybrid retrieval, and multi-hop knowledge graph traversal to generate highly accurate, grounded responses.
Autonomous Ingestion Pipelines
A vector-native knowledge graph built on Milvus modeled semantic documents, entities, and relationships, while PostgreSQL managed conversation state and background ingestion workflows. Autonomous ingestion pipelines powered by Claude Code and Apify safely collected, parsed, chunked, and embedded external web content into conversation-aware knowledge stores.
Enterprise Architecture
Built with modern, scalable technologies designed for high-throughput data pipelines and robust orchestration.
Measurable Success
Autonomous Market Intelligence: The platform continuously monitors competitor activity, market trends, and advertising performance without requiring manual research.
Grounded AI Business Insights: Dynamic RAG routing and Knowledge Graph retrieval deliver citation-backed responses that business teams can confidently act on.
Unified D2C Intelligence Platform: Shopify, Meta Ads, Klaviyo, and external market data are consolidated into a single AI-powered interface, dramatically reducing reporting effort and accelerating decision-making.
"We went from manually pulling reports across five different tools to asking one system a question and getting a grounded answer with sources. It changed how fast we can react to the market."
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