All articles/Author
Guido Tapia
Practical AI in Business Operations: the series
A series on unglamorous back-office automation: timesheets, leave, reminders and daily digests, grounded in systems PicNet runs on itself and for clients.
#business-automation#back-office#workflow-automation#ai-adoption#operations
Reconciling timesheets, leave and payroll automatically
How we run scheduled cross-system checks between leave forms, timesheets and Xero payroll, where plain joins are enough and where LLM matching earns its place.
Governing AI in Australian health: privacy, PHI and safe adoption
How Australian health organisations can govern AI use of patient data: Privacy Act obligations, residency and model choice, human sign-off, and vendor questions.
Scanning public health signals: outbreak and drug safety news monitoring
How to build an AI monitor for WHO, TGA and state health alerts: feed ingestion, tiered classification, routing to the right team, and honest precision and recall trade-offs.
#public-health-surveillance#drug-safety#alerting#llm-classification#integration
A policy and procedure chat assistant for health organisations
How to build a grounded RAG assistant over internal health policies: citations, refusals, why RAG beats fine-tuning, and the evaluation you run before rollout.
Where deterministic matching ends: cleaning and matching patient records with AI
How to resolve duplicate patient and customer records across systems: deterministic rules first, LLM adjudication on the grey zone, human sign-off.
#entity-resolution#data-integration#centazio#master-data#fhir