Interfaces for real tasks
Design for review, editing, citations, approval and recovery. A useful AI interface makes uncertainty visible and gives users a clear next action.
Backend and integration engineering
Connect approved data sources and business systems through scoped APIs. Plan authentication, validation, retries and error reporting with the workflow.
AI-native product development
Translate a product concept into user journeys, technical architecture and an evaluated model workflow. Build a first release around a bounded job that users need to complete.
Handover and maintainability
Agree documentation, testing, release procedures and ownership before delivery. Application quality includes what happens after the original build team hands it over.