Bengaluru ● Fresh Supply Chains ● Applied AI

I run fresh supply chains for quick commerce — and build the AI that runs them better.

Operator first, writer second. A decade of building fresh and grocery operations across three internal startups taught me how real operations work. Now I write about using AI as operating leverage — fewer manual reports, faster decisions, sharper feedback loops.

Freshsourcing to shelf
Q-Comminutes, not days
3internal startups
10 yrsoperations

The Newsletter

Builds

Workflows that actually run.

Not prototypes — systems doing daily work inside a live supply chain, plus the experiments on my own bench.

Running daily

Returns-Funnel Intelligence

Agentic workflow measuring the end-to-end customer-returns funnel for fresh produce — from complaint to root cause, without a human building a single slide.

n8n · Claude · Sheets
Running daily

Vendor Feedback Loop

Daily vendor scorecards on quality and on-time arrival, pushed automatically. Vendors act on yesterday's problem, not last week's.

n8n · Claude · WhatsApp API
In the lab

Research & Voice Agents

Personal experiments — research agents that brief me before market visits, and voice agents that log field observations hands-free.

Claude · Codex · ElevenLabs
Free template · ships with essay #1

The Vendor Scorecard Automation — n8n template

The exact workflow from the card above, packaged to import, adapt, and run on your own vendors. Free for newsletter subscribers.

Get it free

Writing

Essays for operators.

First pieces in the queue — each one a story from the ground with a lesson you can use on Monday.

The Story

Three startups. One company.

  1. 2017

    Groceries

    Early member of the team that built grocery quality from scratch — warehouse systems, testing labs, and loss-reduction programs as the business scaled pan-India.

  2. 2020

    Quick Commerce, Take Two

    Built a fruits & vegetables sourcing network from first principles for space-constrained dark stores. When the business wound down, led the closure the right way — every team member landed a role.

  3. 2024

    Quick Commerce, At Scale

    A founding seat on the Fresh team of a national quick-commerce business — and where I started shipping the AI workflows this site is about.

Now

Updated July 2026

  • Building agentic workflows for fresh-supply-chain visibility at work.
  • Writing the first essays for Operating Leverage.
  • Learning: voice agents, and evaluation frameworks for agentic systems.