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Enterprise AI systems and mission-critical platforms — software built fast with teams of AI agents, and made reliable by quality gates.

Case Studies

Motice

A multi-tenant CRM/ERP for pilates, yoga and personal-training studios: one product from booking to payment, with an AI assistant that never leaks data to the model.

A Studio's Entire Operation in One Product — and an AI It Can Safely Talk To

Studios usually run customers, packages, bookings, staff and payments on disconnected tools. Motice brings them into one product: a business panel, staff and client apps, platform administration and an AI assistant — on web, iOS and Android from a single codebase.

Motice is our own product and the clearest showcase of our engineering system. Each business's data is separated at the database level; the AI assistant, Ask Motice, works through a single door that cannot exceed the user's permissions and never shows customer names to the model.

The Hard Part

Adding AI to business software means putting customer data in a prompt. That is why we built Motice Shield: names and record IDs turn into pseudonyms before reaching the model, and every model call passes a fail-closed egress gate. The model may only use identifiers it has actually seen — a rule we added after measuring that one invented branch ID could make 11 bookings show up as "0".

How We Built It

The Result

799 unit and 131 end-to-end test files, a PR gate cut from 13.7 minutes to 0.6, and more than 260 spec, plan and review documents. Motice is the living proof of the engineering system described on this site.

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