Current work // Applied systems

Active

Fire-protection operations

Daily operational work and internal automation in fire protection.

TL;DR Juan Mackie automates administrative workflows (hours, scheduling, reporting) inside fire-protection field-service operations, while compliance inspections and safety decisions stay with certified people.

Year started
Not public
Role
Not public.
Evidence stage
2/9: Prototype
Last reviewed
2026-08-10
Problem

Fire-protection field service runs on hours, callouts, inspections, paperwork, and compliance deadlines. The operational layer is where margin and safety both live.

Who felt it

Fire-protection field-service operations; public details remain intentionally general.

Intervention

Administrative workflow automation and decision support. No compliance or certification decisions are delegated to AI.

Role

Not public.

Started

Not public

Stack

Not public

Constraints

Client and site confidentiality; compliance decisions stay with certified people. AI assists administration and workflow; it never touches certification.

Outcome

Ongoing. No public metric or safety outcome is claimed.

Limitations

Most specifics cannot be published yet. Nothing here claims safety outcomes that have not been measured.

Next step

Document one anonymised workflow end-to-end and publish it as the first fire-protection case study.

Evidence