OCRAI parsing
Invoice automation workflow
A document-handling workflow that separates extraction from trust: OCR and AI parsing are followed by validation, duplicate prevention, and structured handoff.
Automation operations
Automation became useful only after the workflow was clear.
I approach automation as the last step in a reasoning chain: understand the data, map the handoff, define the review point, then automate the repetitive parts. The goal is not to remove judgment; it is to protect it from avoidable manual friction.
Representative work
Automation systems built around validation and handoff.
TelegramChat interface
Telegram automation pattern
A conversational pattern for routing and response generation. The transferable healthcare pattern is intake, classification, escalation, owner notification, and traceable follow-up.
WhatsAppSupport flow
WhatsApp chatbot
A support-flow experiment for WhatsApp where automation only makes sense if intake, CRM handoff, follow-up status, and escalation ownership remain visible.
CRMRouting
Quote request automation
A request-intake workflow that turns loose form submissions into tracked records, alerts, and cleaner ownership, the same pattern needed for clinic inquiries and referral follow-up.
PaymentsMonitoring
Crypto settlement monitoring
A monitoring pattern for reducing repeated manual checks while preserving clear confirmation and notification points, useful for any operation where status must be verified before handoff.
PortfolioCollection
n8n automations portfolio
The broader automation collection, useful as proof that the same design pattern can be applied across documents, messages, payments, notifications, and clinic operations.