Case Notes

Case Studies

Each one is written as a decision document: the question we faced, the call we made, the tradeoff it carried, and what the evidence showed afterwards. Full case notes coming soon on Substack.

HROne2023 – Present

One AI: From Chatbot to Multi-Agent HR Copilot

The Question

How do you build AI that understands context across payroll, attendance, leave, and performance — without hallucinating on compliance-sensitive data?

The Evidence

Running in production across live enterprise orgs.

Full case note on Substack — coming soon
Paytail2022 – 2023

Spend Power: Credit Decisioning for Offline India

The Question

How do you build a credit engine that works without CIBIL, for borrowers the bureaus cannot see?

The Evidence

Scaled from pilot to a pan-India lending book.

Full case note on Substack — coming soon
Mahindra TEQO2020 – 2021

SolarPulse: Predictive Maintenance for Gigawatt-Scale Renewable Assets

The Question

Mahindra TEQO managed a gigawatt-scale renewable portfolio. Can we predict inverter failures before they happen?

The Evidence

Deployed across the managed renewable portfolio.

Full case note on Substack — coming soon
KUBER.ai2024 – Present

KUBER: The UI-Less Business Concierge

The Question

Can a business run entirely through conversation — orders, inventory, invoicing — without a single screen?

The Evidence

Live with small businesses running entirely over chat.

Full case note on Substack — coming soon

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