AI workflow builder · Operations · Strategy

I turn messy operational workflows into working AI tools.

Former Indian Army Captain with consulting and in-house strategy experience. I sit with the people doing the work, map how it actually runs, and then build the tool that removes the grind — document Q&A assistants, estimation automation, pipeline dashboards and reporting — using Claude, Gemini and Python.

See live demos Start a project GitHub
3working tools with live demos
Full day → automatedmanual pipeline reporting replaced by a console
840personnel administered as Battalion Adjutant
ISBApplied Business Analytics
What I can build for you

Practical AI for teams that run on spreadsheets, PDFs and email

Fixed-scope projects, usually delivered in one to four weeks, with a working demo early so you can steer.

Document Q&A assistants

Ask questions of contracts, tenders, policies or manuals and get answers that cite the clause. Your documents stay private.

Bids · legal · compliance · HR

Workflow automation

Take a repetitive Excel or email process — quotes, estimates, reconciliations, reports — and turn it into a tool with checks and an audit trail.

Ops · finance · procurement

Dashboards & trackers

One screen for a manager: pipeline, deadlines, status, alerts, plus reports that write themselves. Runs in a browser, no IT project needed.

Founders · directors · PMOs

AI adoption for small teams

Find the three tasks where AI saves real hours, set up the prompts and tools, and train the team so it sticks.

SMEs · agencies · clinics

Process mapping & SOPs

Map how work really flows, find the bottlenecks, write clear SOPs and the metrics to track — the groundwork any automation needs.

Operations · scaling startups

Research & analysis

Structured desk research, market and competitor scans, and data analysis turned into decision-ready briefs and decks.

Consulting · strategy teams
Selected work

Built for real operations problems

Each started as a tool for a live business need. The public versions run on fictional data — try them in your browser.

RFP Document Q&A answering a question about liquidated damages with clause citations
Document AI

RFP Document Q&A

Bid teams read 100-page tenders to find deadlines, penalties and submission rules — and two readers come away with two different lists.

  • Upload PDF, Word or Excel; ask in plain English
  • Answers cite the exact passage; click to verify
  • Bid snapshot of every date, amount and percentage — no AI needed
Claude APIGemini APIBM25 retrievalpdf.jsJavaScript
BOQ Pricing Agent showing a filled bill of quantities
Workflow automation

BOQ Pricing Agent

Construction estimators price thousands of tender lines by hand: match vendor quotes, pick the lowest, apply markup, fill the client's file — and redo it every revision.

  • Reads messy quotes, matches specs, sends doubtful matches to human review
  • L1 pricing, markup and GST with margin shown at every level
  • Revision diffs and target-price back-solving with margin-floor warnings
PythonFastAPIopenpyxlpytestClaude Code
Bid Pipeline Console dashboard with pipeline value, due dates and alerts
Management dashboard

Bid Pipeline Console

A regional director had no single view of live tenders across cities — status came from phone calls and a report typed by hand twice a day.

  • Pipeline, weighted value, due-this-week and win rate by region
  • Stage board, bid / no-bid scorecard, automatic alerts
  • Morning and evening reports generated from the data
JavaScriptSingle HTML fileOffline-firstData viz
How I work

Process first, then the tool

Most AI projects fail on adoption, not technology. I build around how your people already work.

Map

A short call and a walkthrough of the real process, files and pain points.

Prototype

A working demo on your sample data within days, not a slide deck.

Harden

Edge cases, checks, human-review steps and tests — no silent wrong numbers.

Hand over

Documentation, a short training session and support while the team adopts it.

Background

Army discipline, consulting method, builder's habits

I build with AI coding tools (Claude Code, Claude and Gemini APIs) rather than from a software-engineering background — my edge is understanding the business problem and shipping something people actually use.

May – Oct 2026

Assistant Manager, Office of the City Director — design & build firm, Mumbai

Built the bid pipeline console, estimation tooling and a GenAI document Q&A tool; modelled the end-to-end bid and contracts process.

Apr – Jun 2025

Consulting intern — PwC US Acceleration Centers, Bengaluru

Operations and supply-chain transformation; built no-code Tulip apps that roughly halved data-capture effort.

Dec 2020 – Jun 2023

Captain (Operations & Administration), Indian Army — Battalion Adjutant

Administered 840 personnel across a 350 km area; cut leave turnaround by about 85% and raised operational readiness from 85% to 100%.

B.E. Civil EngineeringISB — Applied Business AnalyticsIndian Military AcademyColumbia — Prompt EngineeringDeepLearning.AI — AI for EveryoneMcKinsey Forward

Have a process that eats hours every week?

Send me a two-line description and a sample file. I'll reply with how I'd approach it, a timeline and a fixed quote. Open to freelance projects and remote roles.