Case Studies · Selected Engagements

Proof, not pitches.

10 deep engagements — problem, approach, and hard numbers. Manufacturing, hospitality, digital puja, and product growth.

Case Study · Case 01

Manufacturing

Global Manufacturer — A Document System Built to Survive 100,000 Files

A manufacturer with operations across several countries was sharing controlled documents by email and shared drives. The real risk was not the mess — it was that every naive fix for the mess collapses once the document count grows.

126ms → 2ms

Workspace listing

182

Automated tests per push

Real Estate & Interiors

Building-Materials Chain — One System Across Every Outlet

A building-materials chain ran each outlet as its own island. Enquiries lived in phones and notebooks, stock was whatever the counter staff remembered, and every quotation was retyped by hand — so the same customer could get two different prices from two branches on the same day.

PanditG — Rebuilding Paid Acquisition Around the Lead We Actually Wanted

Paid acquisition was buying clicks, not customers. Spend was going to broad-match queries pointed at a homepage, there was no organic content to fall back on, and the reported cost per lead was quietly wrong — because most enquiries arrived by phone and were never attributed.

Mangal Dosh Puja — Winning a Premium Niche on Quality Score, Not Budget

A high-intent, low-volume niche where the search volume is too small to buy your way through. Competitors bid on it as a generic puja term and pay generic-puja prices for it — which does not work when the whole category is a few hundred searches a month.

7–10 on money keywords

UjjainTemple.com — A 480-Page Bilingual Guide That Google Saw as One Page

UjjainTemple.com is a bilingual guide to the temples of Ujjain, in English and Hindi. In June 2026 it had hundreds of pages and only 8 impressions on Google. Every inner page shared the homepage's title and canonical, so Google treated the whole site as one page.

8 → 277,295

Google impressions (28 days)

2,578

Google clicks (28 days)

SugamPuja — One Platform, a Website for Every Pandit, and Two Android Apps

Pandits pay middlemen and search ads to be found under their own name. A family looking for a pandit cannot tell who is real. We wanted one platform that gives every pandit their own fast website and gives families useful tools before they ever call anyone.

AI Jyotish — A Hindi Astrology Assistant That Cannot Invent a Date

Astrology chatbots fail in one predictable way: the language model makes up planetary positions, dates and remedies, and then sells a puja or a gemstone on the back of them. We wanted a Hindi assistant whose every date and remedy could be traced to a computed chart, and that would refuse the questions it should never answer.

4,200 · 0 fail

Chart checks vs independent ephemeris

Invented dates in evaluated answers

9 / 9

Guardrail prompts refused

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Case Study · Case 08

Engineering Operations

How ByteFlow Runs on Claude Code — A Small Team, Dozens of Live Systems

A founder-led team of a handful of people runs government systems, its own SaaS products, 17+ live websites and client work at the same time. Context gets lost between projects, deploy mistakes repeat, and no one can hold every system's quirks in their head.

Custom Claude Code skills

Project handoff files

357

Persistent memory notes

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Case Study · Case 09

Media & Publishing

ByteFlow News Agent — A Hindi Newsroom Engine That Fails Closed

Small Hindi news portals cannot staff a newsroom around the clock. AI can draft articles, but an unchecked model will publish wrong facts, and an unchecked feed will publish a communally sensitive story without a human ever reading it.

Tenants on one engine

16 / 24 (was 4 / 24)

Fact-audit pass, blind test

ValiDoc — Pharma Validation Documents, Built From a Spec

Computer-system validation in pharma produces dozens of regulated documents per system: requirements, risk assessments, IQ/OQ/PQ protocols, traceability. Teams write them by hand in Word, and every approval has to stand up to an auditor under 21 CFR Part 11.

Document types

Lifecycle phases

14 → 49

Types added in ~3 weeks

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