Behavior · Architecture · Innovation

Wicked problems
don't yield to
linear process.

BAITT is a behavior-led transformation consultancy working at the intersection of environment, technology, and human psychology. We orbit complex problems until the right intervention becomes obvious.

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The Orbit Model

Each orbit
begins smarter.

Three concentric layers - Behavior, Architecture, Innovation - each cycle tightening around the wicked problem until the right intervention becomes visible. Hover any node to explore.

"Wicked problems hold contradictions.
Both sides can be true.
Neither is always right."

BAITTWay of Working
The Orbit Model
Wicked problems don't yield to linear process.
Each orbit tighter. Each cycle irreversible.
Sense or Measure Decide or Randomize Act or Pause Learn or Unlearn Wicked Problem ATTRACTOR Resistancepatterns Stakeholdermapping Culture& trust Stewardship& continuity Changeadoption Leadershipalignment Assumptiontesting Systemsmapping Governancedesign Data& flows Processredesign Decisionframework Structuralfeedback Freeinnovation AItooling Scenariosimulation Rapidprototyping Knowledgetransfer Leveragepoints Impactmeasurement ENGAGEMENT REDESIGN DEPLOY
Wicked Problem ATTRACTOR Sense or Measure Decide or Randomize Act or Pause Learn or Unlearn Resistance Stakeholders Culture Systems Governance Free innov. AI tooling Stewardship Data & flows Decisions Scenarios Adoption Leadership Process Prototyping Knowledge Leverage Assumptions Structure Impact
Behaviour
Architecture
Innovation

Tap any node to explore. Three layers orbit the wicked problem, each cycle tighter, each intervention sharper.

I
Senseor Measure
II
Decideor Randomize
III
Actor Pause
IV
Learn · Reframeor Unlearn
↻ The orbit tightens. The next cycle begins with sharper instruments.
Human Accountable
AI Accelerates
Behavior
People · Culture · Trust
The widest orbit - hardest to force, most fragile to lose. Change that lacks a behavioral foundation erodes the moment external pressure lifts.
Architecture
Systems · Governance · Flows
The structural layer that outlasts any single leader or budget cycle. The right governance structure makes good decisions the path of least resistance.
Innovation
Solutions · AI · Leverage
The fastest orbit, highest impact when well-timed. Innovation introduced before Behavior and Architecture are ready rarely sticks - it decorates rather than transforms.
Operating Principle

Human
Accountable

Where judgment must remain human

BAITT holds that some decisions cannot be delegated to tools, however capable. These responsibilities require human presence, authority, and accountability - not because AI cannot assist, but because the stakes of error are relational, ethical, or political in ways that require a person to own them.

Judgment
Reading context that data cannot fully encode - knowing when a number is wrong because the situation has changed in ways the model hasn't seen.
Ethics
Deciding what is right when the model can only optimise. Holding the line on what the engagement will and will not do.
Legitimacy
Being present in rooms where decisions are made. Trust is granted to people, not to outputs.
Ownership
Taking responsibility when things go wrong. BAITT remains accountable for what it set in motion, including the unintended consequences.
The orbit requires a pilot. Not because the system cannot navigate - but because only a person can be held responsible for the destination.
Operating Principle

AI
Accelerates

Where tools compress time and increase precision

BAITT uses AI not as a replacement for thinking but as a way of thinking faster, wider, and with less cognitive drag. These capabilities allow human judgment to operate at a scale and speed that would otherwise be impossible within the constraints of a consulting engagement.

Synthesis
Compressing large volumes of interview data and signals into patterns that a human would take weeks to see.
Variations
Generating multiple versions of a framework quickly enough that the team can compare rather than anchor on the first idea.
Simulation
Modelling the downstream effects of a decision before it is made - running scenarios human planning typically cannot afford.
Instrumentation
Tracking adoption, sentiment, and system behavior in near-real-time - turning quarterly surveys into a continuous signal.
AI does not replace the orbit. It shortens each cycle - so more orbits are possible before the window closes.
"Anything that is not nature
is designed - and design
directly shapes how we feel,
act, and relate."

BAITT · Amsterdam · Netherlands

How we work

From complexity to clarity.
From clarity to change.

We don't arrive with answers. We arrive with a methodology, one that orbits a problem until the right intervention becomes visible.

Sense or Measure

Read the system. The problem is always more than it appears.

Decide or Randomize

Narrow to the smallest intervention with the largest effect.

Act or Pause

Intervene with precision. Irreversible shifts, not just deliverables.

Learn or Unlearn

The orbit tightens. The next cycle begins with sharper instruments.

Orbits in the field.

Warm Nest cancer support centre, Knokke-Heist · photography BoysPlayNice
Built Environment · Healthcare

Warm Nest

Problem

Healthcare environments optimise for efficiency. A cancer support space had to do the opposite, lower stress, support psychological regulation, and feel like somewhere a person would choose to enter.

Orbit

Behavioural neuroscience translated into spatial decisions: privacy gradients, threshold design, acoustic calibration, biophilic material systems. Every room earned its story before a single module was placed.

What shifted

A building that changed the question, not "how do we make a healthcare facility less clinical?" but "what does a space need to understand about the nervous system before it earns the right to hold someone in crisis?" That question is still open. That is the point.

AE2AI Seasonal School, Aberdeen 2024, organising team
Education · AI Systems

AE2AI

Problem

Education systems are not structurally prepared for AI-native cognition. The wicked problem was not how to teach AI, but how to redesign learning architecture so human judgment remains the thing being developed.

Orbit

Behavioural learning science, AI capability modelling, and curriculum system design, held in tension until the contradictions between them produced something neither discipline could reach alone.

What shifted

The inaugural ACM-Europe Seasonal School proved the field was ready for a different conversation, not tools, but cognition. Thirty participants. Sold out. The frameworks continue to evolve through the institutions that carried them forward.

With ACM Europe · University partners
Architecture · Venice Biennale 2025

Skin‑to‑Skin Architecture

Problem

Architecture is still largely understood as object-making. The wicked problem was how to argue, at cultural scale, that buildings are metabolic systems in relationship with bodies, soil, and climate.

Orbit

Environmental psychology, biological systems thinking and biourbanism, woven into a position that had to hold under the scrutiny of the world's most consequential architecture event.

What shifted

Presented at the 19th International Architecture Exhibition, curated by Carlo Ratti, MIT, the work entered a discourse that shapes what gets built over the next decade. The orbit tightened. The conversation is different now.

With Marco Casagrande · Casagrande Laboratory
CoPlan AI participatory planning workshop, CityLAB Berlin
Urban Systems · AI

CoPlan AI

Problem

Urban planning collapses complexity into static models. The wicked problem was whether AI could expand what a city is able to consider about itself, without flattening the contradiction and friction that make cities alive.

Orbit

Behavioural modelling, AI scenario generation and civic dialogue systems, mapping the gap between what planners know and what residents experience. The orbit is not yet closed.

What shifted

An ongoing collaboration, which is itself the honest answer. Some wicked problems don't resolve into a case study. They become a long-term orbit with a partner willing to keep asking the harder question alongside you.

With Damiano Cerrone · CoPlan AI

BAITT operates through collaboration, because that is how the work is actually done. Wicked problems are rarely solved by a single person or team.

What we offer

Six ways to
orbit a problem.

Each service is designed to be engaged independently or as part of a multi-orbit engagement. All are built around the same core methodology.

01
Systems Audit & Blueprint
A full diagnostic of the system as it actually functions - not as documented. We surface hidden flows, decision bottlenecks, structural misalignments, and the resistance patterns that block change.
Focused onArchitecture·Behaviour
IncludingSenseDecide
ModeAI synthesises · Human judges
02
Post-Crisis Regeneration Strategy
For institutions emerging from failure, scandal, or structural collapse. We design the conditions for genuine regeneration - not just rebranding - with durable, behaviour-anchored change.
Focused onBehaviour·Architecture
IncludingSenseDecideAct
ModeHuman-led throughout
03
Neuro-Salutogenic Space Audit
Environments shape behaviour at a level below conscious awareness. We audit spaces through the lens of neuroarchitecture and salutogenic design, identifying cognitive stressors and health-promoting interventions.
Focused onBehaviour·Architecture
IncludingSenseDecide
ModeAI instruments · Human interprets
04
AI-Native Transformation Program
For organisations integrating AI into complex operational and governance structures. We design the human architecture that makes AI adoption real - not just technically deployed, but behaviourally embedded.
Focused onInnovation·Architecture
IncludingDecideActLearn
ModeAI is both subject & tool
05
Cognitive Sanctuary Network
A curated programme of spaces, practices, and peer relationships designed to restore cognitive capacity in high-complexity roles. For leaders and teams operating at the limit of systemic load.
Focused onBehaviour
IncludingActLearn
ModeDeeply human
06
Future of ... Observatory
Ongoing intelligence on how a specific domain - education, healthcare, governance, urban systems - is being transformed by behavioural, structural, and technological forces. Commissioned or syndicated.
Focused onInnovation·all layers scanned
IncludingSenseLearn(continuous)
ModeAI scans · Human makes sense
BAITT - Warm Nest
Warm Nest Cancer Recovery Centre - a BAITT-informed neuroarchitecture project
Who we are

Architects, psychologists,
AI experts, planners,
one methodology.

BAITT is a behavior-led design practice working at the intersection of environment, technology, and human psychology. We identify what creates friction, cognitive load, and stress in real contexts - then prototype interventions that improve human experience and system performance.

Neuroarchitecture Behavioral Science AI Integration Systems Design Organisational Change Salutogenic Design
"We translate academic research into practical insights - and practical insights into irreversible shifts in field conditions."
Based in
Amsterdam, Netherlands
Start a conversation

What is the wicked
problem you're
orbiting?

We don't pitch solutions before we understand your problem. Every engagement begins with a conversation - honest, unbilled, and focused on whether we're actually the right fit.

Human Accountable
AI Accelerates
The Wicked Problem
The attractor at the centre resists simple solutions. It can't be solved - only orbited with increasing precision.
e.g., Systemic inequality · chronic institutional failure · post-crisis regeneration