Case studies
These projects show the consulting direction: prototype quickly, measure what matters, and convert fuzzy AI demos into systems that can survive production pressure.
National Instruments Leadership Forum
A live AI voice assistant built in four days to co-host an enterprise leadership forum with scripted segments, listening mode, waveform monitoring, and guarded responses.
84% line accuracy during the live flow and 94% attendee usefulness rating.
Stack
Next.js serverless app
OpenAI response pipeline
Audio waveform visualization
Custom listening mode
US-based stealth startup
A hybrid classification architecture combining lightweight on-device inference with server-side LLM routing for a large category taxonomy.
Designed for low-latency local decisions with deeper cloud classification when confidence drops.
Stack
Small LLM inference
Server LLM classifier
DSPy
Text-gradient style prompt iteration
Large institution
A retrieval-augmented generation system for searching institutional documents, chunking knowledge sources, and answering staff queries through a focused interface.
Created a practical path from unstructured documents to reliable internal knowledge access.
Stack
Vector database
FastAPI
LangChain/LlamaIndex
React frontend
Major Indian FMCG manufacturer
A mobile-first survey and data collection platform for field teams, designed around offline workflows and AI-assisted validation.
Improved field-data quality and gave managers faster visibility into incoming survey signals.
Stack
Flutter
Firebase
Custom analytics
Realtime data processing
