Sanjeev Azad
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Framework

C2Valis

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, optimise, and defend.

YQWF · subdivide

C2Valis is the operating model behind The Value Cube. The book is the full manual; C2Valis is the model itself, in the form a team can run against its own system: six faces to score, a guardrail-capped Cube Score, a maturity path, a pilot, and three free tools.

It is vendor-neutral, and it is organised around the trusted outcome: the accepted, citable, useful result. Its central model is the Value Cube.

The six faces

Six places where value is won or lost, each framed as a question a team can actually answer about their own system:

Face The question
01 Cost Visibility Where is the cost being generated?
02 Value Intelligence Is the spend creating value?
03 Prompt Efficiency Are prompts creating waste?
04 Context Right-Sizing Is retrieval sending the wrong context?
05 Execution Intelligence Is this the right model and path?
06 Governance & Scale Can this be trusted and scaled?

Beneath the faces sit 54 cubelets and five cross-cutting dimensions that keep the model honest.

The instruments

  • The Cube Score: a guardrail-capped overall score, so a strong result on one face can’t paper over a failure on another
  • A six-level maturity model: where you are, and what the next level actually requires
  • Fifteen optimisation patterns: the moves available once you know which face to fix first
  • A four-to-six-week pilot and a workshop you can run with your own team
  • An evidence discipline that forbids a claim until it’s proven

Free tools

Three open tools bring the model to life. No signup, and nothing you enter leaves your browser.

  • The Value Cube: explore the six faces and all 54 cubelets in 3D
  • Face trade-offs: what optimising one face does to the other five, across sixteen reinforcing effects and six real tensions
  • Cube Score: score your system and get the capped overall, its maturity band, an evidence-quality label, and the face to fix first

The book

The full operating manual is The Value Cube: 400 pages, seven parts, 30 chapters, written in two tracks so executives can read the framing while practitioners get the depth.

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