KKmatch/KKOS AI/The 11-dimension model
The model

11 dimensions, each with its own evidence.

KKOS does not hand you a personality label.

How it works

Four steps, one conversation

The whole loop is designed to be inspected and corrected — not to hand down a verdict.

STEP 01

Talk

Pick camera, voice or text. The AI opens the conversation and follows your lead — no script, no form.

STEP 02

Observe

Behavioural signals accumulate across the 11 dimensions while the session runs, weighted by evidence strength.

STEP 03

Model

The engine returns a structured model with evidence, confidence, uncertainty and alternative readings.

STEP 04

Correct

Disagree with a trait? Mark it. The model re-weights and regenerates — your view is part of the data.

The heat model

Watch the model think

Signal intensity across the 11 dimensions over conversation time. Brighter cells mean stronger evidence for a trait at that moment — the same heat surface the engine reads before it writes the model.

Trait heat · 11 dimensions × time LIVE
Low signal High signal
Illustrative visualization of the KKOS trait heat model.
Rows are timeEach horizontal band is a moment in the conversation, older at the top.
Columns are the 11 traitsEach column is one trait dimension, held fixed left to right across the session.
Brighter means stronger evidenceIntensity is evidence strength for that trait at that moment — not a judgement about you.
The 11 dimensions, defined
1

Communication style

How does this person build a sentence — do they lead with the point, or arrive at it?

2

Directness

Do they say the thing, or talk around the thing?

3

Openness

How much do they volunteer before anyone asks?

4

Engagement

Do they lean in, or keep a polite distance?

5

Decision style

Do they decide from evidence, from gut, or from what other people expect?

6

Uncertainty response

What happens when they do not know?

7

Reflection style

Do they turn a question back on themselves?

8

Conflict style

Do they push back, or route around friction?

9

Trust and disclosure

At what point do they say something real about themselves?

10

Emotional expression

How much of what they feel actually reaches the words?

11

AI interaction style

Do they treat the AI as a tool, a stranger, or a colleague?

These are the questions each dimension is designed to answer — not scores, and not measurements of you. Every one of them has to be supported by evidence quoted from the session before it appears in your model.

The visual modes below are animated illustrations.