
Experiment without implicit authority.
Contained runs, objective scoring and owner gates.
We design and build digital systems around the work that actually needs to get done — from commercial websites to business software, local-first intelligence and secure operations.
It might be a website that needs to generate more enquiries. A workflow still living in email and spreadsheets. A business application with clear roles. Or AI that is only useful when evidence, boundaries and human authority stay visible.
A shared operational layer around family care, with role-based workspaces, PPE, documents, evaluations, availability and traceable collaboration.


QAI explores local-first cognitive software, evidence-backed answers and controlled experiments with explicit human boundaries.


Contained runs, objective scoring and owner gates.

Audit, incidents and boundaries in one inspectable command view.
Clear positioning, strong visual hierarchy, real content and a logical route to contact. That matters more than decoration alone.

Holiday and accommodation platform for France.
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Clear, warm website for a foundation and supervised stays at Figarol.
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Community and business directory for expats.
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Engineering showcases show how Qavirio works with realtime data, evidence, deterministic analysis and hard execution boundaries.



Identity, role, permitted action and evidence form one inspectable chain.
See our approach ↗Goal, audience, process, risks and today’s friction.
Structure, information, roles, interface and technical boundaries.
Build iteratively, test, run real acceptance and never call it green without evidence.
Hosting, backups, updates, monitoring and lifecycle are part of the system.
Website, workflow, portal, automation, AI or something that does not have a name yet. Start with the problem.