Data minimization
Every requested field should have a reason. Forms, exports, and dashboards are scoped around what the service truly needs.
Auvant designs public-sector projects with clear boundaries: minimized data, controlled access, traceable decisions, bilingual content, and human-supervised AI.
Every requested field should have a reason. Forms, exports, and dashboards are scoped around what the service truly needs.
Resident, staff, supervisor, vendor, and admin views can be separated according to real responsibilities.
API keys and sensitive settings stay out of code. Development, testing, and production can be separated depending on mandate needs.
Interfaces are planned around contrast, keyboard use, labels, semantic structure, error messages, and mobile readability.
AI is used to guide, summarize, or assist. Sensitive decisions remain human, with approved sources, response limits, and escalation paths.
Delivery should leave acceptance criteria, configuration notes, technical decisions, known limits, and basic operating procedures.
Start with a short conversation, then scope a limited mandate with reviewable deliverables.