Case studies

Applied AI systems, evaluated under real constraints.

These projects show the consulting direction: prototype quickly, measure what matters, and convert fuzzy AI demos into systems that can survive production pressure.

AI Event Co-host System

National Instruments Leadership Forum

AI Event Co-host System

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.

4-day buildLive Q&A supportPrompt guardrailsWaveform visualizer

Stack

Next.js serverless app

OpenAI response pipeline

Audio waveform visualization

Custom listening mode

On-device AI Classification System

US-based stealth startup

On-device AI Classification System

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.

8000+ categoriesHybrid inferenceDSPy optimizationPrompt evaluation loop

Stack

Small LLM inference

Server LLM classifier

DSPy

Text-gradient style prompt iteration

Enterprise RAG System

Large institution

Enterprise RAG System

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.

Document chunkingSemantic searchCitation-first answersCustom UI

Stack

Vector database

FastAPI

LangChain/LlamaIndex

React frontend

AI-driven Data Collection Platform

Major Indian FMCG manufacturer

AI-driven Data Collection Platform

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.

Mobile-firstOffline workflowAI validationRealtime dashboard

Stack

Flutter

Firebase

Custom analytics

Realtime data processing

Case-study-to-Studio demo readiness

Turn proof-of-work into inspectable product demos.

This board maps every case study to a Studio surface, benchmark trace, owner, and missing evidence gate so the site can grow into real demos without overstating provisional client proof.

Rows

4

Scaffolded

4

Saujas with Sanjay91/100 readiness

AI Event Co-host System

Live event agent rehearsal console

Capture a sanitized walkthrough and attach reviewer-approved metrics before this becomes a live Studio demo.

Demo controls

Script cue timeline

Operator override panel

Line-accuracy review

Audience feedback import

Missing evidence

Client-approved screenshots or walkthrough video

Raw source artifacts with sensitive data removed

Reviewer-signed metric definitions and denominators

Sanjay91/100 readiness

On-device AI Classification System

Hybrid classifier routing workbench

Capture a sanitized walkthrough and attach reviewer-approved metrics before this becomes a live Studio demo.

Demo controls

Confidence threshold slider

Local/cloud route split

Category confusion table

Cost-latency estimator

Missing evidence

Client-approved screenshots or walkthrough video

Raw source artifacts with sensitive data removed

Reviewer-signed metric definitions and denominators

Sanjay91/100 readiness

Enterprise RAG System

Grounded RAG evidence evaluator

Capture a sanitized walkthrough and attach reviewer-approved metrics before this becomes a live Studio demo.

Demo controls

Source packet upload

Citation coverage meter

Unsupported-claim detector

Permission-risk checklist

Missing evidence

Client-approved screenshots or walkthrough video

Raw source artifacts with sensitive data removed

Reviewer-signed metric definitions and denominators

Saujas91/100 readiness

AI-driven Data Collection Platform

Field workflow data-quality monitor

Capture a sanitized walkthrough and attach reviewer-approved metrics before this becomes a live Studio demo.

Demo controls

Offline-sync state

Submission quality score

Manager dashboard replay

Exception routing view

Missing evidence

Client-approved screenshots or walkthrough video

Raw source artifacts with sensitive data removed

Reviewer-signed metric definitions and denominators

AI event co-host gallery

Backstage console and audio routing
Backstage console and audio routing
AI co-host live on stage
AI co-host live on stage
Production booth setup
Production booth setup
Prompt control interface
Prompt control interface
Realtime audio visualizer
Realtime audio visualizer