About — Sam Choksi

Methodology Over Story

Most people build one product and spend years perfecting it. I build hundreds using repeatable AI-powered systems that compress months of work into days.

The approach is simple: validate with real payments before engineering, use connected AI agent teams instead of siloed tools, and never build anything that can't sustain itself on unit economics from day one.

Every product in the portfolio follows the same playbook — smoke test, build, launch, measure, iterate. The agents handle execution. I make the calls on what to build and when to kill it.

Philosophy

Operating Principles

Payment Before Engineering

No product gets built until someone pays for it. Smoke tests and presales validate demand before a single line of code ships.

Systems Over Heroics

Repeatable processes beat individual brilliance. Every product uses the same stacks, the same agents, the same methodology.

Kill Fast, Ship Faster

If the unit economics don't work, the product dies — regardless of how much time went into it. No emotional attachment to ideas.

Revenue Is the Only Metric

Vanity metrics are noise. Every decision traces back to paying customers and sustainable unit economics.

Lean by Default

If a simple solution solves the problem, the complex one never gets built. Maintenance cost is a feature, not an afterthought.

Data Over Intuition

Decisions are made on incomplete data rather than waiting for perfect information. Ship, measure, adjust.

The Playbook