Case Studies

Detailed breakdowns of real engagements with measurable before/after metrics.

Spec demo — dental vertical

A patient-welcome video, produced with AI for $7

A speculative demo built for dental clinics: an animated patient-welcome video with consistent 3D characters, produced end to end with an AI pipeline for about $7 of compute.

Production cost

$2,000-8,000 (agency)~$7 compute

Delivery time

2-4 weekshalf a day

Per-client customization

full re-edit2 min (logo swap)

Internal Project

Developer Tools

From 2,300 Lines to 50: Rebuilding AI Agent Architecture

How I rebuilt a monolithic AI agent system into a clean, composable multi-agent architecture.

Orchestrator LOC

2,30050

Time to add new agent

4 hours15 minutes

Test coverage

12%94%

Multiple Agencies

Software Consulting

Managing 6 Engineering Clients with AI Workflows

How AI-augmented workflows enabled managing 6 concurrent engineering clients without burnout.

Clients managed

Weekly billable hours

32h45h

Client satisfaction (NPS)

7.29.1

Agency Client

FinTech

Automated Code Review: Git Hooks + Claude API in Production

Implementing AI-powered code review that caught 73% of issues before human review.

PR review wait time

2.3 days< 1 hour

Issues caught pre-review

0%73%

Production incidents/month

4.20.8