Find a practical starting point.
Explore 32 data, AI, cloud and automation applications across eight industries. Each scenario explains the business problem, proposed approach, controls and measures.
These are illustrative consulting applications, not claims of completed client projects or guaranteed outcomes.
Banking, financial services & insurance
Customer onboarding evidence
Staff repeatedly check whether customer files contain the required information.
Explore the approachClaims preparation and routing
Claims arrive through several channels with inconsistent supporting material.
Explore the approachFinance and risk data reconciliation
Teams rebuild reporting datasets from inconsistent policy, transaction and ledger extracts.
Explore the approachRelationship manager preparation
Account teams spend meeting preparation time searching service history and product records.
Explore the approachHealthcare & life sciences
Administrative document completeness
Operations staff spend time checking referral or service-request packets for missing information.
Explore the approachApproved procedure retrieval
Staff struggle to locate the current version of an operating procedure.
Explore the approachOperational data quality
Incomplete reference fields and inconsistent codes delay business reporting.
Explore the approachCapacity and supply planning
Scheduling and purchasing teams lack a common view of demand and resource availability.
Explore the approachManufacturing & industrials
Maintenance prioritisation
Maintenance planners cannot easily distinguish recurring faults from isolated incidents.
Explore the approachQuality exception investigation
Quality teams manually gather batch, supplier and process records after a defect.
Explore the approachSupplier document checking
Purchasing staff rekey information from invoices and delivery documents.
Explore the approachFrontline knowledge transfer
Experienced staff hold practical know-how that is difficult for new colleagues to find.
Explore the approachRetail & consumer businesses
Product catalogue completeness
Missing and inconsistent attributes make products harder to discover and compare.
Explore the approachReplenishment planning
Teams react to stockouts while other locations carry excess inventory.
Explore the approachCustomer service assistance
Agents search several systems to resolve order, return and delivery questions.
Explore the approachCampaign and retention measurement
Marketing reports credit overlapping channels for the same purchase.
Explore the approachTechnology & professional services
Client delivery knowledge search
Consultants recreate material because earlier work is difficult to locate safely.
Explore the approachCloud migration and cost visibility
Legacy workloads are difficult to change and cloud spend has no clear business owner.
Explore the approachProposal and contract preparation
Sales and delivery teams repeatedly collect evidence for bids and contract reviews.
Explore the approachDelivery capacity planning
Sales forecasts and staffing plans use different assumptions about future demand.
Explore the approachEnergy & infrastructure
Asset information handover
Operations teams receive project documents with inconsistent asset references.
Explore the approachTender qualification
Bid teams spend days reviewing opportunities that may not fit their capability.
Explore the approachProject cost and schedule exceptions
Programme reviews depend on manually combined contractor and finance reports.
Explore the approachEnvironmental reporting evidence
Environmental measures are assembled from spreadsheets with unclear boundaries.
Explore the approachEducation & learning businesses
Learner support assistance
Support teams repeatedly answer questions about schedules, access and programme policies.
Explore the approachEnrolment administration
Staff manually compare application records and supporting documents.
Explore the approachLearning platform resilience
Registration and assessment peaks create uneven service demand.
Explore the approachCapability and development planning
Completion reports do not show whether people can apply what they learned.
Explore the approachTelecommunications & media
Service incident analysis
Operations teams sift through separate alerts and tickets to understand repeated service issues.
Explore the approachBilling and usage reconciliation
Differences between usage, rating and billing records are discovered late.
Explore the approachCustomer retention support
Commercial teams lack a consistent view of unresolved service problems before approaching customers.
Explore the approachMedia archive discovery
Production teams cannot easily search recordings and associated rights information.
Explore the approachWhich workflow would you like to improve?
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