UX Design Lab

Work · Selected cases

From problemsto outcomes.

Start by understanding how people work, where systems fail, and what the evidence shows. Define the problem, make the right change, and leave the organization able to keep improving.

Selected work led by UX Design Lab founder Pavel Bukengolts across consulting engagements and enterprise design leadership roles. Client identities and proprietary details are omitted where required.

One model.Different interventions.

Each engagement follows the same operating model. Evidence establishes the current state, alignment defines the real problem, implementation changes the right part of the system, and iteration transfers the capability to continue improving it.

  1. Assess

    Find the actual condition

    Research identifies the users, workflows, systems, constraints, risks, and evidence shaping the current state.

    Outcome

    Evidence over assumptions.

  2. Align

    Establish shared understanding

    Evidence is translated into service blueprints, journey maps, system models, prototypes, priorities, and measurable success criteria.

    Outcome

    One problem. Shared decisions.

  3. Implement

    Change the right system

    The intervention may be a product, workflow, information architecture, design system, accessibility program, AI knowledge layer, governance model, or operational change.

    Outcome

    Change at the source.

  4. Iterate

    Transfer ownership, keep improving

    Documentation, governance, measurement, training, feedback loops, and internal ownership allow the system to continue improving after implementation.

    Outcome

    Capability, not dependency.

↻ Iteration feeds the next assessment

Different problems.Same discipline.

Six business problems. Six different interventions. The work spans ethnographic research, service design, AI governance, accessibility, DesignOps, enterprise design systems, and organizational change. Each case shows the initial condition, evidence, intervention, and measurable result.

  1. Eleven systems. One operation.

    MARITIME LOGISTICS

    35%FASTER CRITICAL WORKFLOWS

  2. Governed knowledge for AI.

    AI PRODUCT DESIGN

    1GOVERNED LAYER FOR MULTIPLE APPROVED AI WORKFLOWS

  3. Design systems at enterprise scale.

    GLOBAL ENTERPRISE

    40%FASTER PRODUCTION

  4. De-risking a $900K build.

    SERVICE DESIGN

    93%OF IDENTIFIED ISSUES WERE NON-TECHNICAL

  5. Accessibility built into delivery.

    GLOBAL ENTERPRISE

    18%FEWER ACCESSIBILITY DEFECTS

  6. Unifying 70+ digital properties.

    INSURANCE

    20%LOWER DEPARTMENTAL COST

MARITIME LOGISTICS · PRODUCT STRATEGY

Eleven systems. One operation.

Initial state

Critical fleet operations depended on 11 disconnected legacy systems, spreadsheets, email, phone, and radio. Captains, dispatchers, maintenance teams, and business units worked from different information. The core problem was not system integration. It was the absence of a shared operational picture.

Capabilities applied

  • UX strategy
  • Ethnographic research
  • Contextual inquiry
  • Service design
  • Journey mapping
  • Workflow design
  • Product design
  • Usability testing
Research artifacts from the 101-day field program: role workflows, journey maps and day-in-the-life notes behind the Fleet Picture direction.
FIG. 02.1Field research, role workflows and journey evidence behind the Fleet Picture direction.

Initial assumption

Connect eleven applications.

→ Evidence

Operational roles lacked one reliable fleet picture.

→ Reframed problem

Create one shared operational view.

01 · ASSESS

Field research exposed workflow gaps

A 101-day research program followed work across vessels, dispatch centers, repair facilities, and business operations. Contextual inquiry and ethnographic research exposed workarounds, broken handoffs, and information gaps absent from requirements documentation.

METHODS

Contextual inquiry · Ethnographic field research · Interviews · Journey mapping · Day-in-the-life research · 11 roles

02 · ALIGN

Operations replaced integration

Research identified the Linehaul Captain as a critical decision point and established a shared workflow model for product, engineering, and operations.

METHODS

Stakeholder workshops · Workflow architecture · Persona prioritization · Jobs to Be Done · Product strategy

03 · IMPLEMENT

Workflows drove product design

A unified, role-aware Fleet Picture introduced shared fleet-state visibility, what-if planning, offline support, low-light use, and governed write access.

METHODS

Information architecture · Prototyping · Role-based workflows · Usability validation · Design system

04 · ITERATE

Research became internal practice

Operator feedback and design-to-engineering validation continued through delivery. The research-led product process became an internal standard for future work.

CAPABILITY LEFT BEHIND

Research practice · Shared product model · Design system · Decision rules · Research-to-release continuity

What changed

35%
FASTER CRITICAL WORKFLOWS
21%
FEWER COMMUNICATION-RELATED ERRORS
11 → 1
LEGACY SYSTEMS → ONE PLATFORM

Business pattern

Fragmented systems often create operational problems that integration alone cannot solve.

AI PRODUCT DESIGN · KNOWLEDGE GOVERNANCE

Governed knowledge for AI.

Initial state

Policies, research, procedures, project decisions, and domain knowledge were distributed across disconnected systems. Employees needed to know the right person, folder, or search term. Early AI experiments produced fluent answers without reliably exposing stale, conflicting, or inaccessible source information.

Capabilities applied

  • AI product strategy
  • User research
  • Information architecture
  • Knowledge architecture
  • AI interaction design
  • AI governance
  • MCP
  • AI evaluation
Architecture diagram: approved company sources feed a governed knowledge layer (ownership, permissions, freshness, provenance) exposed through MCP to multiple AI workflows, with a human approval boundary.
FIG. 03.1Governed knowledge layer between approved sources and AI experiences: ownership, permissions, provenance, MCP access.

Initial assumption

Connect more company data.

→ Evidence

Connected answers were not necessarily trusted answers.

→ Reframed problem

Make evidence visible and governed.

01 · ASSESS

Knowledge flows were mapped

The assessment mapped information sources, search behavior, ownership, permissions, freshness, and retrieval patterns to identify the conditions required for trustworthy AI answers.

METHODS

Stakeholder research · Information-flow mapping · Source inventory · Permission analysis · Usability research

02 · ALIGN

Trust became a requirement

The product model defined explicit requirements for provenance, ownership, permissions, freshness, conflicting sources, recovery, and human responsibility.

METHODS

Evidence contract · AI state modeling · Governance workshops · Human–AI responsibility mapping

03 · IMPLEMENT

One governed knowledge layer

A shared information model exposed ownership, version state, permissions, quality signals, evidence, and recovery paths through reusable MCP access. Consequential actions stopped at a human approval boundary.

METHODS

AI product architecture · MCP · Permission-aware retrieval · Provenance · Human-in-the-loop · Failure and recovery design

04 · ITERATE

Corrections improved the system

Corrections, stale content, conflicts, and unanswered questions became quality signals. Evaluation criteria, source ownership, and governance workflows supported continued improvement.

CAPABILITY LEFT BEHIND

Evaluation criteria · Source ownership · Governance loop · Knowledge-gap workflow · Reusable MCP foundation

What changed

1
GOVERNED LAYER FOR MULTIPLE APPROVED AI WORKFLOWS
PILOT
LIMITED PILOT VALIDATED THE CORE MODEL
REUSABLE
EVIDENCE + PERMISSIONS, NOT REBUILT PER ASSISTANT

Business pattern

AI becomes a governance problem when answers move faster than evidence, ownership, and accountability.

GLOBAL ENTERPRISE · DESIGN SYSTEMS

Design systems at enterprise scale.

Initial state

Hundreds of digital properties were delivered across regions, internal teams, and vendors. Similar solutions were repeatedly redesigned and rebuilt, while accessibility, quality, and delivery practices varied across the enterprise.

Capabilities applied

  • Enterprise design systems
  • DesignOps
  • Figma migration
  • Component architecture
  • AEM
  • Accessibility
  • Governance
  • Vendor enablement
Reusable page templates and componentized digital properties produced by the enterprise design system across brands.
FIG. 04.1Reusable templates and componentized properties — the connected delivery system, not just the library.

Initial assumption

Standardize shared components.

→ Evidence

A ~50-site pilot cut delivery cost by more than 50%.

→ Reframed problem

Standardize enterprise digital delivery.

01 · ASSESS

One division proved the model

Discovery identified recurring patterns, component needs, workflow friction, and accessibility requirements. A divisional V1 established the first reusable system.

METHODS

Design-system discovery · Component audit · Workflow analysis · Design principles · Pilot architecture

02 · ALIGN

Pilot results justified scale

APAC pilot results shifted the business case from visual consistency to delivery economics and enterprise-wide operating efficiency.

METHODS

Pilot program · ROI evidence · Executive alignment · Governance model · Adoption strategy

03 · IMPLEMENT

Library became delivery infrastructure

Figma, Storybook principles, Adobe Experience Manager, reusable templates, cross-brand theming, vendor onboarding, accessibility reviews, and governance were connected into one delivery model.

METHODS

Figma · Storybook · Adobe Experience Manager · Cross-brand theming · WCAG 2.2 gates

04 · ITERATE

Governance sustained the system

Contribution rules, documentation, onboarding, design reviews, accessibility standards, and regular updates allowed internal teams and vendors to evolve the system without returning to one-off work.

CAPABILITY LEFT BEHIND

Governance · Contribution model · Vendor onboarding · Documentation · Reusable architecture · Accessibility standards

What changed

40%
FASTER PRODUCTION
50%+
LOWER DELIVERY COSTS
18%
FEWER ACCESSIBILITY DEFECTS
800+
DIGITAL PROPERTIES SUPPORTED

Business pattern

Design systems fail when the library exists but governance, adoption, and delivery practices do not.

SERVICE DESIGN · PRODUCT DE-RISKING

De-risking a $900K build.

Initial state

A growing caregiving business faced staff overload, duplicate data entry, scheduling failures, and broken communication across disconnected systems. A custom bridge application was already being considered. A two-week service-design diagnostic tested whether software addressed the underlying problem.

Capabilities applied

  • Service design
  • Service blueprinting
  • Discovery workshops
  • Workflow mapping
  • Journey mapping
  • Jobs to Be Done
  • Product de-risking
  • Operational strategy
Client team at a workshop wall working through workflows, journey maps and a service blueprint.
FIG. 05.1Client team working through workflows, journey maps and the service blueprint that exposed where the service broke.

Initial assumption

Build software connecting the systems.

→ Evidence

42 of 45 pain points were process-based.

→ Reframed problem

Redesign workflows and handoffs.

01 · ASSESS

Service blueprint exposed failures

Discovery workshops mapped core workflows, dependencies, ten staff personas, Jobs to Be Done, and pain points. The resulting service blueprint showed where the service actually broke down.

METHODS

Service design workshop · Service blueprint · Workflow mapping · Personas · JTBD · Pain-point analysis

02 · ALIGN

One diagnosis replaced assumptions

The service blueprint became the shared reference point. Information previously held across individual roles and workarounds became visible in one operational model.

METHODS

Facilitation · Journey mapping · Service blueprinting · Stakeholder alignment · Problem reframing

03 · IMPLEMENT

Software build was stopped

The proposed software project was stopped. An operational roadmap addressed handoffs, intake, single-entry workflows, existing tools, operational metrics, and targeted process improvements.

METHODS

Operational roadmap · Workflow redesign · Process improvement · Existing-tool optimization · Prioritization

04 · ITERATE

The method stayed behind

The client team participated in mapping the operation, identifying failures, and defining recommendations. The service-design process became an internal framework for future problem solving.

CAPABILITY LEFT BEHIND

Service-design framework · Operational ownership · Shared artifacts · Facilitation model · Continuous improvement

What changed

93%
OF IDENTIFIED ISSUES WERE NON-TECHNICAL
$900K+
UNNECESSARY SOFTWARE INVESTMENT AVOIDED
2 WEEKS
FROM BRIEF TO SHARED DIAGNOSIS

Business pattern

Large software investments carry unnecessary risk when the underlying service has never been mapped.

GLOBAL ENTERPRISE · ACCESSIBILITY

Accessibility built into delivery.

Initial state

Accessibility activity existed across multiple regions, but practices were fragmented. Education, audits, and advocacy did not prevent recurring defects from reaching late stages of delivery. The gap was operational enforcement.

Capabilities applied

  • Accessibility strategy
  • WCAG 2.2
  • Accessibility governance
  • VPAT
  • Procurement
  • Vendor governance
  • Power BI
  • Shift-left accessibility
Four-phase accessibility program model. Assess and engage: evaluate maturity, identify gaps, align stakeholders. Educate, train, innovate: deliver training, build knowledge base, introduce shift-left practices. Integrate and improve: embed checkpoints, update SOWs, launch KPI dashboards. Govern and standardise: establish standards, define roles, monitor and enforce compliance.
FIG. 06.1Accessibility program model: assess and engage, educate and train, integrate and improve, govern and standardise.

Initial assumption

Increase accessibility awareness.

→ Evidence

Education could not override delivery pressure.

→ Reframed problem

Embed accessibility into delivery.

01 · ASSESS

Delivery gaps were identified

Accessibility was traced through design, development, procurement, vendors, review, and release. The assessment exposed the gap between accessibility knowledge and required delivery behavior.

METHODS

Accessibility maturity assessment · Systems mapping · Stakeholder analysis · Workflow review · Governance analysis

02 · ALIGN

Accessibility became operational risk

Legal, Regulatory, and Procurement aligned accessibility with risk reduction, vendor quality, and predictable delivery.

METHODS

Executive alignment · Cross-functional coalition · Risk framing · Governance design

03 · IMPLEMENT

Accessibility entered the workflow

Vendor SOW requirements, WCAG expectations, VPAT reviews, approval gates, release checks, vendor management, training, and Power BI KPI dashboards embedded accessibility into normal delivery.

METHODS

Vendor SOWs · WCAG 2.2 · VPAT review · Approval gates · Power BI KPIs

04 · ITERATE

Teams gained ongoing control

Standards, dashboards, training, centralized guidance, defined ownership, and governance gave teams the tools to maintain the program as products and regulations changed.

CAPABILITY LEFT BEHIND

Governance model · Knowledge base · KPI dashboards · Standards · Training · Defined ownership · Vendor requirements

What changed

18%
FEWER ACCESSIBILITY DEFECTS
6 MO
TO MEASURABLE DEFECT REDUCTION
1
SCALABLE GLOBAL GOVERNANCE MODEL

Business pattern

Recurring accessibility failures usually indicate a delivery-system problem, not an awareness problem.

INSURANCE · DESIGNOPS

Unifying 70+ digital properties.

Initial state

More than 70 disconnected websites and applications created fragmented customer journeys and inefficient internal delivery. Creative, business, and development teams duplicated work, missed deadlines, and operated under constant delivery pressure. A planned platform migration would have moved the same operating problems to new technology.

Capabilities applied

  • Enterprise UX strategy
  • DesignOps
  • Service blueprinting
  • Stakeholder workshops
  • Design systems
  • Figma
  • Miro
  • Information architecture
  • Governance
  • Organizational change
Service blueprint and dependency map showing duplicated effort, broken handoffs and rework across business units.
FIG. 07.1Service blueprint and dependency map exposing duplicated effort, broken handoffs and sources of rework.

Initial assumption

Migrate 70+ properties.

→ Evidence

Broken workflows and handoffs drove cost and delay.

→ Reframed problem

Fix delivery before migration.

01 · ASSESS

Service blueprint exposed rework

Workshops, service blueprinting, and dependency mapping showed how work moved across business units, Marketing, Creative, Design, and Technology. Duplicated effort, broken handoffs, and dependencies became visible.

METHODS

Stakeholder workshops · Service blueprint · Dependency mapping · Workflow analysis · Employee experience research

02 · ALIGN

Employee experience came first

The project shifted from platform migration to operating-model transformation. Governance groups, co-creation, and stakeholder alignment established one UX direction across business units.

METHODS

Co-creation · Executive alignment · Governance workshops · UX strategy · Change management

03 · IMPLEMENT

Delivery became a shared system

Figma and Miro modernization, centralized design capability, reusable patterns, information architecture, content workflows, governance, self-service publishing, and phased migration created one delivery system.

METHODS

Design system · Information architecture · Content workflows · Self-service publishing · Phased migration

04 · ITERATE

Internal teams took ownership

Governance, contribution rules, internal design capability, reusable patterns, and shared workflows allowed the organization to evolve the ecosystem without permanent consulting dependency.

CAPABILITY LEFT BEHIND

In-house design capability · Design system · Governance · Contribution model · Self-service patterns · Shared workflows

What changed

20%
LOWER DEPARTMENTAL COST
60%
LESS DEVELOPER DEPENDENCY
70+
PROPERTIES IN ONE UNIFIED ECOSYSTEM

Business pattern

Technology modernization fails when the operating model that created the problem remains unchanged.

Let’s talk.

Tell me what you’re building, changing, or trying to make better. You don’t need a polished brief.

Prefer email? [email protected]

Project inquiry

All fields are required except timeline.