KVINKS

AI maturity model for organizations

QUINCUNXS H O R T  F O R M  ·  K V I N K S

Every function gets an exact measurement, not an averaged-out score.

Four pillars joined by a fifth — management. Five levels from AI-Shadow to AI-Native. Every function or process gets its own cell, and the matrix stretches to fit an organization of any size.

Quincunx planting · clear sightlines in three directions

Ancient Rome · orchards and vineyards

01

Why a five

A quincunx is the five on a die: four points at the corners and one in the middle. Romans planted orchards this way — repeat the five and the plot stays transparent in every direction: along the rows, along the columns, and along the diagonals.

The methodology is built the same way. Four pillars of the organization stand at the corners, management sits at the centre. Every function in the company gets its own matrix of five pillars by five levels; each is examined separately, and its level is fixed against artefacts rather than opinion.

02

Five pillars

Four pillars describe what maturity is made of. The fifth, at the centre, decides whether a decision ever reaches execution.

03

Five levels

A level belongs to a function, not to the company. “We are at level three” is a claim nothing can verify; “contract work is at two and support is at one” is a claim you can act on.

01

AI-Shadow

AI is already in use, on personal subscriptions. The company neither pays for it, knows about it, nor answers for it.

02

AI-Assisted

The company pays for access and has trained its people. The tool is there, the loop is not.

03

AI-Enabled

AI is built into the function’s process: an owner, a procedure, a budget.

04

AI-First

The process is designed around AI; people handle the exceptions.

05

AI-Native

The business model runs on AI, with minimal human presence.

04

A field of 25 cells

Five pillars by five levels — twenty-five addresses for one function. The full matrix adds a function axis: the current model is built on seven cuts — the organization as a whole plus six base functions — which gives 175 cards describing what each cell looks like in practice.

Seven is one option; for each organization we build its own grid. One describes itself with five functions, another with twenty, and somewhere it is more accurate to speak of processes rather than functions.

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Hover a cell

Each cell is a concrete description: what has to be in place, what proves it, and what counts as the next step.

The cells here are coordinates. Card contents ship with the licensed kit.

The rule of the minimum

A function’s level is set by the level of its weakest pillar, not by the average. Technology at level four with management at level one gives the function level one — the tools are bought, and there is no order, no owner, no budget line. An arithmetic mean hides the bottlenecks — exactly what you came to find and fix.

The function’s result reads off the last column.

05

Three instruments

Split by purpose: one explains, one measures, one prescribes. The order of use is usually the reverse of the order they were built in — assessment first, then the matrix to read the result, then the roadmap.

Explains

The matrix

175 cards: what each pillar looks like at each level for each function. Answers the question “what does this score actually mean”.

Measures

The maturity star

An assessment run through a management questionnaire: one general block, one block per function. The output is a pillar profile and the gap to an achievable target.

Prescribes

The roadmap

Priority is the weight of a function times its gap. Not “lift everything” — it identifies the few functions the transformation starts from, and the team each one needs.

06

Author and rights

The methodology was developed by Denis Eremeev — CDTO, CIO and AI architect, Adizes methodology consultant, 27 years in IT. QUINCUNX draws on hands-on digital transformation work: AI maturity is described not by the level of technology alone, but by how every management function in the organization transforms. Every level is confirmed by a document, not an opinion — the methodology can be checked against your own data.

Full formQUINCUNX · КВИНКУНКС
Short formkvinks · КВИНКС
ContentsMatrix, maturity star, roadmap, assessment questionnaire, methodology kit
RightsExclusive rights held by the author. The kit is deposited.
LicenceProprietary Commercial License — no right to modify, attribution required

Applications

AI maturity assessment inside an organization, licensing the kit to integrators and consultants, training implementers and supervising their projects.