Work

A closer look at four systems — from agent orchestration to data architecture — each built to remove a specific kind of manual work.

Case studies

An agentic pipeline that critiques its own models

An agentic pipeline that plans, builds, and critiques its own marketing-mix models — feeding the ROI behind $10M+ in annual spend.

$10M+

annual client spend informed

10

interworking AI agents

AWS

delivery partner

  • Agentic AI
  • AI Architecture

An analytics platform that writes its own R

A plain-English analytics environment for pharma data scientists. Shipped as an MVP; grew into a $2M+ engagement.

$2M+

engagement grown from MVP

4

person team led

  • Generative AI
  • Platform & Workflow
  • Product Ownership

Retiring a spreadsheet that 500 people depended on

Replaced a hand-maintained Excel reporting process with a layered data lake — 30% faster, for 500+ users.

30%

faster turnaround

500+

business users

  • Data Architecture
  • AWS

6,000 PDFs that nobody could safely edit

Turned 6,000+ static SOP PDFs into an editable, auditable system with plain-English edits and region-aware approvals.

6,000+

SOPs supported

5

regions

4

person team led

  • Generative AI
  • Platform & Workflow
  • Team Leadership

Also built

Also built

GenAI billing classification

Billing categorization for 7,000–10,000+ employees was manual and repetitive. Built a generative AI tagging system that classifies entries automatically, cutting manual effort by 70%.

  • Generative AI
  • Automation

Commercial insights chatbot

Senior commercial stakeholders needed answers without waiting on analyst cycles. Built and scaled a chatbot delivering AI-generated commercial insights across five business units of a global pharma client, reaching 15+ senior stakeholders. It won an internal innovation award.

  • Generative AI
  • Adoption

Metric Engine

Performance metrics were defined differently by different teams, so the numbers disagreed. Working with an engagement principal, prototyped a unified source of truth for metric definitions and calculation. It was adopted by a Fortune 500 client.

  • Data Architecture
  • Zero-to-One