Maritime / EnergyOrganization: Offshore Dimensions Ltd8 weeks · 2024
Reducing Information Retrieval from 30 Minutes to 5 Seconds
360x
30min → 5s
Information retrieval acceleration
99.9%
99.9%
System uptime with sub-second search latency
10TB+
10TB+
Historical data indexed and searchable
The challenge
A maritime operations firm needed to search, analyze, and extract intelligence from years of accumulated email data. Manual retrieval was taking 30+ minutes per query and missing critical context.
Our approach
We built a hybrid MCP+RAG architecture with a multi-agent query orchestrator. The system intelligently routes between real-time Gmail API access and semantic vector search over historical data, choosing the optimal retrieval strategy per query.
Technology stack
PythonFastAPIPostgreSQLpgvectorOpenAI GPT-4Next.jsRAGMCP
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