Focus areas
Every engagement connects a business need to an IT-enabled response. The need may come from marketing, operations, customer service, or another function; digitalization, data, automation, and systems integration provide the practical path forward.
Clarify questions, structure information, and develop insights that support decisions.
Assess where AI can help, what it should not do, and how people remain in the loop.
Map opportunities to improve information flows, services, and everyday operations.
Identify friction and propose clearer, more effective ways of working.
Test concepts through lightweight prototypes—not enterprise-scale production systems.
Compare options, trade-offs, risks, and practical next steps.
Representative engagement patterns
These anonymized patterns show how student teams, guided by faculty and informed by organizations, can turn a focused business question into practical analysis, a redesigned workflow, or a lightweight technology-enabled tool. Client names and identifying details are withheld.
Customer & marketing
Bring together the information that helps teams improve communication, service touchpoints, visibility, and follow-through.
A circular retail brand needs one shared view of inventory status and campaign readiness, so operations and marketing stop working from conflicting spreadsheets.
An industry learning community wants consistent member tags and event information to understand engagement without building a full CRM.
A business district wants to test whether a better directory and search experience would help visitors discover local services.
A restaurant wants to connect QR-enabled service feedback to table zones and shift windows to identify process improvements.
Operations & workforce
These patterns reduce friction in scheduling, staffing, internal records, and recurring management review.
A community learning network needs clearer coordination of sessions, facilitators, registrations, and event preparation.
A restaurant manages availability, role coverage, shift changes, and manager confirmation through chat and spreadsheets.
A restaurant manually consolidates shift-based tip records and manager review sheets in Excel.
Data & service
These patterns use non-sensitive or privacy-protected data to improve resource access, program learning, and information discovery.
A city service alliance wants a non-sensitive way to organize general inquiries, resource categories, and follow-up status.
A distributed workshop program needs consistent participation and feedback data for recurring management review.
A professional network needs a better way to catalog, tag, review, and surface shared guides and learning materials.
Digital platforms & financial operations
These patterns address status visibility, recurring access, and structured exception follow-up—not payment processing or sensitive account handling.
A platform business tracks service-provider monthly fees, payment status, and exception follow-up across disconnected records.
A professional team tracks internal learning and renewal dates across several spreadsheets.
A multi-site workspace receives maintenance, setup, access, and vendor requests through chat and email.
Automation & technology strategy
These patterns explore practical automation and technology choices before an organization commits to a new system or workflow.
A B2B team manually reconciles website, event, CRM, and content data before every planning meeting.
A multi-location service business wants one authorized review queue across social channels and Google Reviews, with AI-assisted draft responses.
A service team records field work in unstructured notes and cannot compare recurring issues or follow-up needs.
A professional team wants to compare spreadsheet improvements, SaaS, low-code automation, and AI-assisted work before making an investment.
About these patterns Each pattern represents a type of engagement and possible project direction. A participating organization, students, and faculty define the actual scope, tools, data access, and deliverables together.
For organizations
For students
These areas are starting points. The final approach follows the business need and the agreed project scope.
A project may produce a usable lightweight tool or executable file. Deployment, maintenance, security, integrations, and any transition toward a production system are agreed separately during scoping.