C2Valis: The Cost-to-Value Intelligence System
A vendor-neutral operating model that connects the six places enterprise AI value is won or lost into one picture you can score, optimize, and defend.
- D-01Enterprise AI
- D-02Cost-to-Value
Enterprise AI transformation · Value measurement · Open source
Advisor, AI strategist, author, and innovator.
Advisor and AI strategist working on enterprise AI and value measurement. Author of The Value Cube and creator of the C2Valis operating model.
- 01Optimize for value per trusted outcome, not cost per token.
- 02Enterprise AI doesn't need another tool. It needs a different way of thinking.
- 03Cost is instantly visible; value stays murky.
- 04A trusted outcome is accepted, citable, and useful.
- 05No claim without evidence. Prove the saving first.
- 06Six faces. One picture you can score, optimize, and defend.
4 of 7 projects
All work →Frameworks, tools, and systems
The Sovereign Architect-Engineer (SAE) Framework
A team-of-one methodology for the AI era: one person with deep architecture and domain knowledge designing, coding, testing, and shipping enterprise software.
★ 2 · ⑂ 0 · HTML
- D-05Systems Architecture
- D-06Engineering Leadership
Data Darśana
A living map of the data architecture behind analytics, generative AI, and agents: 248 capabilities and 128 patterns as one navigable territory.
★ 0 · ⑂ 0 · HTML
- D-05Systems Architecture
- D-01Enterprise AI
Bodhi
An open, interactive knowledge graph of modern AI. 123 concepts from tokens and attention to LoRA, DPO, reasoning models, and agents, joined by typed connections.
★ 5 · ⑂ 1 · JavaScript
- D-01Enterprise AI
- D-08Open Source
What I argue
- 01Optimize for value per trusted outcome, not cost per token.
- 02Enterprise AI doesn't need another tool. It needs a different way of thinking.
- 03Cost is instantly visible; value stays murky.
- 04A trusted outcome is accepted, citable, and useful.
- 05No claim without evidence. Prove the saving first.
- 06Six faces. One picture you can score, optimize, and defend.
Published 2026, Notion Press
About the book →Explore the Cube ↗
The Value Cube
Building the Trusted Outcome Economy with Enterprise AI
400 pages · 6×9 · 7 parts · 30 chapters
Working together