AI
Nuffield Health AI Concepts UX / CRO product exploration prototype
12 interactive concepts Decision-first journeys Prototype-ready case study
Concept exploration → interactive HTML prototypes

Exploring how AI could make healthcare and fitness journeys easier to understand, choose and act on.

Each example is designed as a practical concept, with a clear user problem, AI intervention, CRO opportunity, interaction pattern, primary CTA and measurable success signals.

12Product concepts
4Core journeys: search, booking, membership, recovery
UXReduced complexity and clearer choices
CROMore relevant CTAs and next steps
01 · AI-Assisted Discovery

Turn vague intent into a guided healthcare or fitness route.

Helps users who know what they want to achieve but do not know which service, treatment, membership or content path is right for them.

HomepageService hubsTreatment discoveryMembership discovery
High
Strong concept for reducing choice overload and moving users to the right conversion path.
User problem“I’m not sure where to start.”Users can enter through symptoms, goals or vague intent.
AI roleIntent matchingAI maps the user need to relevant services, content and CTAs.
CRO opportunityFewer dead endsMore users reach booking, join, enquire or article pathways.
MeasureClick-through to next stepTrack assisted route starts and completion.

Interactive discovery assistant

Select a user intent to generate a recommended route.

Recommended journey logic

A conversion-focused route that turns broad intent into a confident next step.

1

Capture intent quickly

Let users start with a goal, symptom, service need or location rather than forcing them to know the correct page or clinical term.

UX: low effort CRO: higher starts
2

Recommend the most relevant route

Prioritise treatment, gym, physio, consultant, article or membership paths based on likely intent and user context.

Personalised Next-best action
3

Build confidence before asking for commitment

Explain why a route is recommended, show trust signals, expected outcomes, location relevance and practical next steps.

Trust Reassurance
4

Show clear options, not a long list

Use grouped cards for recommended route, alternatives, live availability, helpful content and support options.

Scannable Reduced choice
5

Move to the strongest conversion action

End with one primary CTA such as book, join, enquire, compare plans, save route or speak to someone.

Primary CTA Conversion
Recommended CTA pattern

Use one clear primary CTA with one lower-commitment fallback, such as “Book an appointment” and “Save this route”.

Measure startAssisted journey start rate
Measure confidenceSave route / compare clicks
Measure conversionBook, join or enquire completion
Primary CTA: Start guided discoveryBest used on homepage, service hubs and landing pages.
02 · AI-Generated Summaries

Make long treatment content easier to understand and act on.

Supports users reading complex treatment content by offering simpler summaries, timelines, risks, FAQs and consultation prompts.

Treatment pagesMedical contentAccessibilityConsultant booking
High
Strong for treatment pages where users need reassurance before booking.
User problem“This is too much to read.”Users may be interested but overwhelmed by clinical content.
AI roleAdaptive explanationAI changes the format without hiding important information.
CRO opportunityEarlier reassuranceHelp users understand enough to enquire or book.
MeasureScroll depth + CTA rateTrack summary use and booking clicks.

Treatment summary controls

Choose how the page should explain the treatment.

Before and after content model

Current frictionAI-supported improvement
Long copy blocksKey takeaways and short summaries
Clinical terminologyPlain-English explanation layer
Unclear next stepBook, enquire or save prompt after summary
Different confidence levelsChoose simple, detailed or question-led view
Primary CTA: Book a consultantPlace after key summary and recovery overview.
04 · Intelligent Recommendations

Surface the next best action based on user context.

Recommends relevant treatments, memberships, classes, articles or appointments to simplify choices and support conversion.

PersonalisationNext-best actionCross-sellRetention
High
Works as a reusable module across gym, hospital and content pages.
User problemToo many possible routesUsers need recommendations that feel relevant, not generic.
AI roleContextual rankingAI ranks options by goal, location, behaviour or need.
CRO opportunityHigher relevanceShow timely and personalised CTAs.
MeasureRecommendation CTRTrack clicks, saves and conversion uplift.

Gym prospect

Comparing plans, classes and facilities.

Treatment researcher

Needs reassurance before booking.

Recovery journey

Needs ongoing guidance and check-ins.

Primary CTA: View recommended next stepRecommendation cards should explain why they are shown.
05 · Conversational Guidance

Combine AI chat with structured UI cards, buttons and escalation.

A hybrid assistant that supports users without forcing everything into free-text chat. Useful for treatment discovery, booking support and membership selection.

ChatbotHybrid UIGuided flowsHuman handoff
Very High
Strongest link to existing webchat and AI assistant work.
User problemChat can feel slowLong text answers are hard to scan.
AI roleGuide and structureAI explains, asks questions and presents options.
CRO opportunityAssisted conversionMove from questions to appointments or plans.
MeasureResolution + CTA rateTrack successful guided outcomes.

Hybrid chat UX improvements

1
Quick repliesReduce typing and guide the conversation.
2
Recommendation cardsMake AI answers more scannable and actionable.
3
Safe escalationOffer human support or booking handoff when needed.
4
Clear next stepEvery answer should end with a useful action.
Primary CTA: Continue guided assistantUse structured actions instead of long chatbot text only.
06 · Workflow & Operational Support

Use AI to reduce operational friction behind user journeys.

Supports scheduling optimisation, follow-up prompts, abandoned booking recovery and personalised communications.

Operational UXSchedulingFollow-upsAdmin reduction
Medium
Less visual as a consumer prototype, but strong business value.
User problemGaps and delaysUsers may drop off if follow-up is slow or unclear.
AI rolePrioritise actionsAI flags gaps, risks and next best tasks.
CRO opportunityRecover lost intentFollow up abandoned bookings and pricing views.
MeasureRecovered enquiriesTrack follow-up success and admin time saved.

Operational action centre

Filter AI-prioritised workflow opportunities.

Business case

AI could identify users who are showing intent but need timely support, helping teams prioritise follow-up where it matters most.

Admin efficiency
76%
Conversion recovery
68%
User visibility
42%
Primary CTA: Review AI-prioritised actionsMore suitable for internal dashboards and service operations.
07 · AI Personalised Health & Fitness Journeys

Create goal-based fitness journeys that connect membership, classes and progress.

Turns generic gym browsing into a tailored plan based on goals such as strength, weight loss, swimming, wellbeing or recovery.

Gym pagesMembershipClassesMember app
Very High
Strong for showing AI around gym conversion and retention.
User problemStatic plans feel genericUsers need to know which membership suits their goal.
AI rolePlan builderAI links goals to classes, facilities and membership choice.
CRO opportunityIncrease join confidenceShow why a plan is right for the user.
MeasurePlan-to-join rateTrack plan generation and joining conversion.

Build a personalised weekly plan

Choose a goal and the prototype creates a goal-led plan.

Membership recommendation

Primary CTA: Join with recommended planUse plan confidence to support membership conversion.
08 · AI Nutrition & Meal Guidance

Extend fitness and recovery support with personalised nutrition guidance.

Provides meal suggestions, hydration reminders and wellbeing guidance connected to user goals and activity patterns.

WellbeingNutritionRetentionApp concept
Medium High
Useful as a supporting concept within a broader health journey.
User problemHealthy habits are hard to maintainUsers need practical support outside the gym.
AI rolePersonalised nudgesAI suggests meals, reminders and next best actions.
CRO opportunityIncrease value perceptionSupports retention and upsell into wellbeing services.
MeasureEngagement + retentionTrack repeat use and plan adherence.

Generate nutrition support

Choose a goal to generate a simple daily guidance plan.

Commercial route

Suggested next best action

Wellbeing

Recommend a wellbeing assessment, PT consultation or nutrition content based on the user’s goal.

Primary CTA: Add nutrition supportBest used inside app, member dashboard or personalised fitness plan.
09 · Smart Recovery & Rehabilitation Support

Guide users through recovery with staged plans and check-ins.

Combines treatment aftercare, physiotherapy, exercises, reminders and progress tracking into a more supportive journey.

PhysioPost-treatmentRehabilitationProgress tracking
High
Strong bridge between hospitals, physio, gyms and member support.
User problemRecovery can feel uncertainUsers need clear guidance between appointments.
AI roleStage-based supportAI adapts reminders and exercises to recovery stage.
CRO opportunityConnected careSupport repeat physio, gym return and wellbeing services.
MeasureAdherence + bookingsTrack exercise completion and follow-up appointments.

Recovery stage planner

Select a stage to update the recovery guidance and progress indicators.

Progress indicators

Mobility confidence
35%
Exercise adherence
48%
Pain confidence
42%
Safety note

AI guidance should support, not replace, clinical advice. Clear escalation to a clinician is essential.

Primary CTA: Book a recovery check-inLink digital support to physio or clinical review when needed.
10 · AI-Assisted Booking & Scheduling

Help users find the most relevant appointment, consultation or class slot.

Uses preferences such as timing, location, appointment type and urgency to recommend the best slot and reduce booking friction.

ConsultantsAppointmentsClassesLive availability
High
Best embedded into search, chat and treatment pages.
User problemBooking needs too much comparisonUsers compare location, time, type and consultant.
AI roleSlot rankingAI recommends slots by preference and availability.
CRO opportunityReduce abandonmentSurface best slots early with clear actions.
MeasureSlot selection rateTrack search-to-booking completion.

Best slot finder

Select preferences and generate ranked booking options.

Primary CTA: Book recommended slotReduce friction by ranking slots rather than listing everything equally.
11 · Predictive Health & Wellbeing Insights

Use proactive nudges to support healthier behaviours and retention.

AI-driven insights could identify inactivity, recovery trends or motivation drop-off and suggest timely support.

Member dashboardWellbeing nudgesRetentionBehaviour signals
Medium
Useful, but must be designed carefully around trust, consent and explainability.
User problemMotivation drops over timeUsers often need timely support before disengaging.
AI rolePredictive nudgingAI identifies behaviour changes and suggests support.
CRO opportunityRetention and reactivationBring members back into useful journeys.
MeasureReactivation rateTrack nudge acceptance and return visits.

Wellbeing insight generator

Select an insight type to preview a proactive recommendation.

Trust and safety principles

✓
Explain the recommendationTell users why an insight is being shown.
✓
Give controlAllow users to pause, hide or change nudges.
✓
Avoid fear-based messagingKeep tone helpful, supportive and non-judgemental.
Primary CTA: Accept suggested actionBest for app or member dashboards with user control.
12 · AI Accessibility & Inclusive Experiences

Adapt content and interactions to different accessibility and comprehension needs.

Uses AI to support simplified explanations, larger text, translation, audio summaries and more inclusive healthcare and fitness journeys.

Inclusive designPlain EnglishTranslationAdaptive content
High
Most powerful when embedded across every concept rather than treated as a standalone feature.
User problemNot everyone consumes content the same wayUsers may need simpler, larger, translated or audio content.
AI roleAdaptive presentationAI adjusts the format while preserving meaning and safety.
CRO opportunityWider accessMore users can understand and act on content.
MeasureTask completionTrack feature use and completion by mode.

Adaptive content controls

Choose an accessibility support mode.

Inclusive design model

NeedAI-supported pattern
Lower literacy or low confidencePlain-English mode and key takeaways
Visual accessibilityLarge text and increased spacing
Language supportTranslated summaries with clear clinical caveats
Low attention or fatigueAudio-friendly summaries and step-by-step actions
Primary CTA: Apply accessibility settingAdaptive support should be simple, visible and reversible.