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WORK

Systems designed around real operational problems.

Our work spans software, AI, data, edge systems and connected operations.

Each case focuses on the problem, architecture, constraints and resulting system—not just the technology stack.

3 SYSTEMS · STATUS LABELS ARE LITERAL
Illustrative system concept
AI + DATA · RESEARCHEARLY DEPLOYMENT

AI Research & Data Systems

THE OPERATIONAL PROBLEM

Incoming research material was classified by hand, inconsistently, and the backlog grew faster than the team could review it.

THE SYSTEM

Research data pipelines with AI-assisted classification and structured review by the research team.

DATA · API · AI AGENT · HUMAN REVIEW
Project overview2026
Illustrative system concept
AUTOMATION · OPERATIONSCONFIDENTIAL CLIENT

Operational Automation

THE OPERATIONAL PROBLEM

Routine handoffs between three applications were carried by email and re-keying, and exceptions had no owner until a customer complained.

THE SYSTEM

Routine operational handoffs connected across applications, with exceptions routed to the people who own them.

APPLICATION · RULES ENGINE · API · HUMAN ESCALATION
Project overview2025
Confidential client work is described without identifying the client. Founder-led prior work predates Stacx24 and is labelled as such.NO METRICS ARE SHOWN UNLESS MEASURED
NEXT STEP

Your operation is the next case.

Bring us one operational problem. The case study starts with the assessment.
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