Applied AI & Intelligent Document Processing
Enterprise Chatbot Architecture & OpenAI Assistant API Modernization
Architectural code review, prompt-chaining refactor, and OpenAI Assistant API migration roadmap for a Django/React enterprise bot.
Timeline: September 2024 – October 2025
Delivery: Production-Ready
✕ The Business & Technical Challenge
Legacy chatbot system suffered from high token latency, fragmented memory retention, and brittle prompt logic.
⚙ The Engineered Architecture & Solution
Audited the Django backend and React frontend, consolidated custom prompt-chains into OpenAI Assistant threads, and established a scalable authentication pattern.
✓ Measured Business Outcome & Impact
Decreased API token overhead, enhanced multi-turn conversational context, and provided a clear path for scale.
Core Technology Stack
DjangoReactOpenAI Assistant APIPrompt EngineeringAWS
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