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A reusable framework for designing intelligent experiences

THE PERSISTENTMeaningFRAMEWORK

PRIMARY PRINCIPLE / 01

DESIGN THE NETWORK OF MEANING,
NOT THE DATABASE OF FACTS.

THE SHIFT

Organisations already hold enormous quantities of information.

The opportunity created by AI is not simply to make more of it accessible.

What if the design problem is not the data itself, but the meaning created between it?

03 / FACTS ARE NOT MEANING

A purchase. A visit. A preference. An event.Each fact stands alone.

The organisation starts to connect what it knows.Relationships appear.

A person owns a product. A product performs a role.Structure begins to form.

That role contributes to an outcome the person prefers.Relationships begin to explain why.

Current intent brings only the relevant relationships into focus.Meaning becomes situated.

The meaning that matters for this need assembles into a brief.Understanding becomes usable.

PERSONPRODUCTPOLICYSERVICEPLACEEVENTPREFERENCEOUTCOMEowns →enables →prefers →produced →
EVOLVING / BOUNDEDTHE PERSISTENT
BRIEF

THE PRIMARY PRINCIPLE

DESIGN THE
NETWORK OF
MEANING,
NOT THE
DATABASE
OF FACTS.

A fact tells us something happened.

A relationship begins to tell us why it matters.

04 / THE KNOWLEDGE FOUNDATION

CONNECTED
KNOWLEDGE

Knowledge becomes useful when the experience understands the relationships between what an organisation knows.

01

Enterprise Authority

What the organisation stands for and can legitimately claim.

TRUST / PROVENANCE
02

Product / Proposition Knowledge

What the organisation sells, provides or delivers.

ENTITY / ROLE / OUTCOME
03

Service & Policy Knowledge

What the organisation is permitted and able to do.

AUTHORITY / CONSTRAINT
04

Semantic Knowledge

How concepts, entities and language are defined and connected.

MEANING / RELATION
05

Decision Knowledge

How choices, recommendations and trade-offs are made.

REASON / CONFIDENCE
06

Interaction Knowledge

How experiences should communicate, guide and behave.

VOICE / BEHAVIOUR

ORGANISATIONAL KNOWLEDGE

What can be known with authority.

A product, service, transaction, policy, preference or previous interaction is a fact. Meaning emerges when those facts can be connected with quality, relevance and provenance.

RELATIONSHIP STATE

What is appropriately understood about this person.

LIVE STATE

What is true right now.

Availability · status · eligibility · location · price · capacity

These forms can interact without being collapsed into one indiscriminate customer record. More information is not the same as better understanding. Relevance, confidence, recency and permission matter.

THE PERSISTENT BRIEF

  • Intent
  • Context
  • Preferences
  • Constraints
  • Known state
  • Decisions
  • Reasons
  • Unknowns

05 / CURRENT INTENT

WHAT
MATTERS
NOW?

Connected knowledge only becomes relevant when interpreted through intent. What is this person actually trying to achieve?

THE PERSISTENT BRIEF

An evolving representation of what the organisation currently understands about what a person is trying to achieve.

Not everything known. Not a permanent profile. Not a transcript. Not unlimited memory. The meaning that matters for this need.

DERIVED PRINCIPLE / 02

DESIGN AROUND intent,
NOT INTERACTION.

Begin with what the person is trying to achieve, rather than starting with the interface, transaction or AI capability available.

06 / CONTINUITY

HOW LONG SHOULD THIS UNDERSTANDING MATTER?

RELATIONSHIP

Selected meaning that remains genuinely valuable and appropriate across future needs.

MISSION

Understanding carried until a particular need or outcome is resolved.

MOMENT

Enough understanding for this interaction.

MORE TIME ≠ MORE MEMORY

CONTINUITY IS THE MANAGEMENT OF MEANING THROUGH TIME.

03

PERSIST MEANING, NOT MERELY CONTENT.

Carry forward the intent, context, decisions and reasons that remain useful rather than simply preserving a history of interactions.

06

REMEMBER PURPOSEFULLY, NOT EXHAUSTIVELY.

Allow understanding to persist only for as long as it remains useful, appropriate and relevant to the relationship.

THE PERSISTENT BRIEF IS TEMPORARY BY DEFAULT.

Some meaning lasts minutes. Some lasts through a mission. A smaller subset may legitimately inform a longer relationship.

07 / THE FRAMEWORK REVEALED

ONE SYSTEM.
SEVEN TRANSFORMATIONS.

PROVIDES THE FIELDCONNECTED
KNOWLEDGE
INTERPRETED THROUGHCURRENT
INTENT
CREATESTHE PERSISTENT
BRIEF
MANAGED THROUGHCONTINUITY
ENABLESAPPROPRIATE
AGENCY
EXPRESSED THROUGHEXPERIENCE
UPDATED BYOUTCOMES
LEARNING RETURNS TO THE FIELD ↗

Connected knowledge + intent Persistent Brief continuity appropriate agency outcome learning.

08 / TRANSFERABILITY

THE NOUNS
CHANGE.

THE FRAMEWORK DOESN’T.

BEAUTY / ENTITY FIELD

People × Products × Ingredients × Intentions × Routines × Moments × Services × Outcomes

A product purchase is only a fact. It gains meaning when connected to a preferred finish, a routine, an occasion, another product and an outcome that worked.

Help me find the finish that worked for that evening event.

The nouns change, but the design problem remains similar.

Connect organisational knowledge around human intent. Understand what those relationships mean now. Determine what should survive. Then decide what the experience should appropriately do.

09 / FROM UNDERSTANDING TO AGENCY

UNDERSTANDING
SHOULD HAVE
CONSEQUENCES.

THE SITUATIONWHAT IS
APPROPRIATE?
InterpretInformRecommendPrepareActCoordinateEscalateA → RECOMMENDB → PREPAREC → ESCALATE
01

Confidence

02

Permission

03

Authority

04

Risk

05

Reversibility

THE GOAL IS NOT MAXIMUM AGENCY.

THE GOAL IS APPROPRIATE AGENCY.

Moving further toward action is not inherently better. Different situations should stop at different points.

DERIVED PRINCIPLE / 07

EARN AGENCY THROUGH UNDERSTANDING, CONFIDENCE AND PERMISSION.

Increase what the experience can do only when its understanding, authority and confidence justify the consequences of acting.

10 / THE EXPRESSION LAYER

MULTIMODALITY IS THE EXPRESSION LAYER.

Voice, imagery, conversation, generated media and interfaces provide richer ways for people and organisations to communicate. But multimodality is not intelligence by itself.

The visible experience may be multimodal.The intelligence beneath it is the network of meaning.
05

REVERSE THE TRANSLATION BURDEN.

Allow the organisation to interpret real-world human context instead of forcing people to translate their needs into organisational categories and system language.

11 / LEARNING

OUTCOMES
COMPLETE
THE LOOP.

PERSONpreferred →OUTCOME ACONFIDENCE / 0.72
PERSONpreviously preferred →OUTCOME Anow prefers →OUTCOME BUPDATED BY EVIDENCE

Did the recommendation work?

Was the service completed?

Did circumstances change?

Was an assumption wrong?

Should a preference be confirmed?

Has something become outdated?

01confirm a relationship02weaken a relationship03create a new relationship04contradict an assumption05reduce confidence06require confirmation07cause old meaning to expire

LEARN FROM OUTCOMES, NOT INTERACTION VOLUME.

Improve the network using evidence of what actually happened, rather than treating more interactions as proof of better understanding.

Understanding → Action → Outcome → Learning → Better understanding

12 / THE PRINCIPLES

EIGHT
CONCLUSIONS
FROM ONE
FRAMEWORK.

01

DESIGN THE NETWORK OF MEANING, NOT THE DATABASE OF FACTS.

Connect facts through relevant, trusted relationships so an experience can understand not only what is known, but why it matters.

02

DESIGN AROUND INTENT, NOT INTERACTION.

Begin with what the person is trying to achieve, rather than starting with the interface, transaction or AI capability available.

03

PERSIST MEANING, NOT MERELY CONTENT.

Carry forward the context, decisions and reasons that remain useful rather than simply preserving a history of interactions.

04

BRING ORGANISATIONAL KNOWLEDGE TOGETHER AROUND THE NEED.

Make different forms of enterprise knowledge useful by assembling them in the context of the situation being resolved.

05

REVERSE THE TRANSLATION BURDEN.

Let the organisation interpret real-world human context instead of requiring people to continually translate themselves into organisational language.

06

REMEMBER PURPOSEFULLY, NOT EXHAUSTIVELY.

Retain understanding only when it remains useful, appropriate and valuable for the moment, mission or relationship.

07

EARN AGENCY THROUGH UNDERSTANDING, CONFIDENCE AND PERMISSION.

Increase what the experience can do only when its understanding and authority justify the consequences of acting.

08

LEARN FROM OUTCOMES, NOT INTERACTION VOLUME.

Use evidence of what actually worked, changed or failed to improve future understanding rather than treating activity itself as learning.

13 / A REUSABLE DESIGN METHOD

START WITH
A REAL
situation.

Then ask five questions.

01

EXPRESSION

What is difficult for the person to communicate through the existing experience?

02

UNDERSTANDING

What must the organisation understand, and what connected knowledge is required to understand it properly?

  • Which knowledge domains matter?
  • Which relationships matter?
  • What do we know about the person?
  • What live state matters?
  • What remains unknown?
  • What requires confirmation?
03

REPRESENTATION

What could the experience show, say, generate, compare or explain to improve judgement?

04

CONTINUITY

What meaning should persist for the moment, mission or relationship—and what should expire or be forgotten?

05

AGENCY

What should the experience interpret, recommend, prepare, perform, coordinate or hand to a person?

These questions shift intelligent experience design away from beginning with AI features. They begin with human intent, organisational knowledge and the relationship between them.

14 / FINAL SYNTHESIS

AN INTELLIGENT EXPERIENCE IS NOT ONE THAT KNOWS EVERYTHING.

IT IS ONE THAT CAN ESTABLISH THE RIGHT UNDERSTANDING, PRESERVE IT FOR THE RIGHT PERIOD, AND USE IT APPROPRIATELY TO HELP SOMEONE ACHIEVE AN OUTCOME.

Knowledge provides the facts.

Relationships create meaning.

Intent makes meaning relevant.

Continuity carries it through time.

Agency gives it consequence.

Outcomes make the next understanding better.

THE PERSISTENT MEANING FRAMEWORK / 2026

DESIGN THE NETWORK OF MEANING,
NOT THE DATABASE OF FACTS.