Rapid AI

Rapid AI is a software factory. We study a business, then build the platform it runs on, from the data pipelines to the app its customers open.

Websites for restaurants in tourist towns, written in the visitor's language and kept current by the owner through chat.

A scan compares the restaurant with its neighbours. Agents build a two-language site from its own menus. The owner edits by message and approves each publish. It runs on Cloudflare Workers with Neon and R2, and went from first commit to production in about 20 hours.

getplacepilot.com ↗

Scrim review, opponent prep and scouting for pro VALORANT teams.

Pro and scrim matches flow through Dagster and SQLMesh into BigQuery and Postgres. Type "Asuna first kill rounds on Bind" and those rounds open on the VOD. The analyst agent answers with charts it can cite. Versions 1.0 to 1.2 shipped in six weeks.

morat.ai ↗

01Understand

We start by reading what the business already has: its data and its documents. Every fact is kept with its source and marked as confirmed, inferred or not yet confirmed.

Output facts with sources

02Research

Next we study the products its customers compare it with, screen by screen on phone and desktop. A separate model checks those captures before anyone designs from them.

Output reference captures

03Design

Every screen is designed against that research and judged as a rendered page at phone and desktop widths. A new version replaces the old one only if it scores better.

Output approved design, locked

04Build

Engineers build from a locked copy of the approved design, so what ships matches what was signed off. Every change is a diff someone reviews.

Output reviewed changes, preview

05Verify

The rules the product must keep are automated tests that run on every change. We also attack our own agents with a compromised model to check the safeguards hold.

Output test report

06Ship

Releases go to a private preview first. A person approves each production release, and any earlier version can be restored.

Output versioned release