Selected case studies

See what changed.

Six anonymised case studies from Cyprian Aarons’s engineering work across conversational AI, fleet operations, ordering, insurance and collections.

In every study

Anonymised

  • The problem, stated plainly
  • What was built, and where it stops
  • What changed, kept apart from claims

Client names withheld · no invented metrics

Six studies, one structure.

  • Representative boundary

    Omnichannel AI operations platform

    01 · Conversational AI

    One workspace to create, control, and run AI assistants across six messaging channels.

    What changed

    One configuration model for many customer-facing channels

  • Illustrative sketch

    Connected fleet and rental operations

    02 · Mobility operations

    One system for bookings, vehicle availability, payments, GPS events, owner earnings, and reconciliation.

    What changed

    A coherent model for web, admin, and field-facing experiences

  • Representative boundary

    Conversational ordering and kitchen control

    03 · Hospitality technology

    A WhatsApp ordering flow connected to menus, kitchen queues, staff actions, customer updates, and feedback.

    What changed

    Natural conversation without sacrificing transaction structure

  • Illustrative sketch

    AI-assisted motor insurance journey

    04 · Insurance technology

    A mobile-first insurance journey that shortens onboarding and claims while keeping evidence visible to reviewers.

    What changed

    A shorter customer journey with evidence preserved

  • Representative boundary

    Flexible cover and claims platform

    05 · Embedded insurance

    A customer and admin platform that makes cover, premiums, payments, and claims easier to understand and manage.

    What changed

    Flexible benefit selection with understandable cost impact

  • Illustrative sketch

    Multi-tenant collections control room

    06 · Financial operations

    One collections workspace for portfolios, debtor records, communications, payments, and controlled AI assistance.

    What changed

    One traceable account history for recovery operators

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