Product leader and hands-on systems builder

I turn document-heavy, exception-heavy workflows into AI systems people can review and run.

I start with the files, handoffs, decisions, and failure states that make an operational workflow hard to run. Then I shape the product boundary, interface, architecture, and implementation needed to make it usable and reviewable. My background spans software engineering, Big Four transformation, and product leadership inside a YC-backed healthcare company.

Co-Founder / Head of Product & Platforms at MedPiper (YC S20) · Bengaluru, India · Remote and distributed teams

14+ years

Software, consulting, product, and operating leadership

~4 weeks → ~10 days

Insurance workflow turnaround after redesign and automation

~$1M ARR

Helped build and scale MedPiper's product platform

Paid product shipped

SignKit moved from workflow pain to commercial desktop software

Professional case study

MedPiper insurance workflow transformation

Insurance sales and operations moved through manual coordination, documentation, scheduling, and onboarding steps. The elapsed turnaround was roughly four weeks, with too much work hidden between teams.

Before

  • Fragmented ownership
  • Manual handoffs
  • Long elapsed turnaround
  • Low workflow visibility

After

  • Explicit stages and ownership
  • Tighter operating workflow
  • ~10-day turnaround
  • Visible exception handling

This case study is intentionally sanitized. It presents aggregate workflow and ownership evidence without exposing customer, patient, or confidential operating data.

Independent product systems

Commercial proof, applied AI, and frontier systems.

Flagship maturity is explicit here; inspectable implementation records, decisions, and boundaries remain on the case-study pages.

SignKit local workflow from source document through signature selection, cleanup, local storage, and PDF placementWorkflow map
Local-first document workflowCommercial product

SignKit

A desktop workflow for extracting handwritten signature images, cleaning them, and placing them into PDFs without requiring sensitive files to be uploaded to a server.

Inspect the case
MetaExtract workflow from mixed files through extraction, normalization, validation, provenance, and human reviewWorkflow map
Document and file intelligenceWorking product build

MetaExtract

A structured workspace for inspecting files and documents, extracting high-coverage metadata, and keeping outputs reviewable instead of hiding them behind one opaque model response.

Inspect the case
SentinelTwin security decision map with editable floor plan, cameras, coverage cones, blind zone, incident path, and counterfactual comparisonWorkflow map
Spatial intelligence and simulationActive platform build

SentinelTwin

A physical-security digital twin for camera planning, coverage analysis, incident paths, comparison, and evidence-backed hardening decisions.

Inspect the case

Published operating thesis

No Claim Without Evidence

A field guide to evidence links, eval contracts, review rules, action traces, and release gates for AI-assisted workflows.

Review the book

Start with the real workflow

Tell me who does the work, where it breaks, and what a better system would change.

A representative file, screen recording, or existing tool list is more useful than a polished feature specification.

Send the problem