Crumb Trail
An invite-only workspace that turns creator archives into searchable, map-first Worlds, curated stacks, and source-backed place guides.
Keeps every recommendation tied to the creator’s voice, credit, and original post.
Product • Data • AI Systems
Turning data into decisions
I build products that turn analytics, workflows, and AI into real operating decisions.

Focused on enterprise context layers, agentic harness design, automation workflows, and evaluation systems that move AI from prototype to dependable operating products.
Selected Work
An invite-only workspace that turns creator archives into searchable, map-first Worlds, curated stacks, and source-backed place guides.
Keeps every recommendation tied to the creator’s voice, credit, and original post.

A playful announcement experience with a mini-game, confetti moment, and reaction capture.
Turns a personal message into a participatory reveal.

A Shopify app for SMB retailers to buy new products in just the right quantity.
Turns catalog data into a defensible first buy plan for new product launches.
A retail AI eval and model-routing toolkit for choosing the economically right LLM by workflow.
Frames model choice around quality, cost, latency, risk, controls, and human review.

A lightweight language flashcard tool with pinyin, meaning, and pronunciation support.
Keeps learning loops fast, direct, and low-friction.
A dependency-free Python library for checking whether retrieved context is fresh, sourced, and complete enough before agents act.
Gives agents a stop sign before stale or partial context turns into action.
A decision layer for pricing, inventory, and planning workflows across retail operations.
Connects analytics to daily operating choices instead of dashboard review.
A platform concept for building and governing enterprise agents with security and observability.
Frames autonomy around permissions, traceability, and operational control.
Writing
Essays about the space between what technology can do and what people are ready to trust it with.
Essay 001Capability creates its own UX problem. A field guide to progressive disclosure, autonomy, and trust—hidden inside a superhero movie.
Read the essay ↗About
I lead product at Impact Analytics, building inventory, pricing, and planning tools for global retailers and brands.
My work turns analytics into daily decisions, grounded in real workflows. Previously, I led analytics programs at IDFC FIRST Bank, Mahindra Finance, Mahindra and Mahindra, and Bharat Petroleum.
Impact Analytics
Financial services
Industrial operations
