ROI

The business case for the substrate.

What the gap costs today, and what closing it is worth. A full breakdown — with an interactive model you can run on your own numbers — is on the way.

Get the working draft See how it works

The cost of the gap — measured by others.

We didn’t invent these numbers. They’re what the knowledge-to-product gap already costs, sourced and dated. The substrate is what closes it.

$2.41T

Annual cost of poor software quality

Most of it from rework, schedule slip, and post-release defects.

CISQ 2022
52%

Projects experiencing scope creep

Almost always traced to context that was never written down.

PMI Pulse of the Profession
41%

Code now AI-generated globally

Without a knowledge substrate, AI accelerates the wrong things faster.

GitClear 2024
35–45%

Code-generation improvement with AI

When the AI has structured context. Without it: closer to 0%.

McKinsey 2024
135%

Five-year ROI on a design system

And the design system is just one surface a knowledge system generates.

Smashing Magazine / Speicher & Wehrmann 2022

In progress

An interactive model you can run on your own numbers.

Team size, current ship time, initiatives per year — in, and a defensible estimate out. We’re finishing the controlled measurement that earns the number first, so what we show you is real rather than asserted.