AI Automation Engineer
Workflow automation across CRM, email, calendars, reporting, lead response, and business APIs.
Explore AI automation →AI Automation Engineer · Philippines
I build remote automation systems that connect business triggers, data, decisions, and tools—so CRM updates, follow-ups, reports, bookings, and handoffs happen reliably without constant manual work.
AI automation combines deterministic workflow logic with model-based reasoning only where judgment is useful. A reliable system might receive a form submission, validate the data, enrich the lead, choose a route, update the CRM, send the right response, and notify a human when confidence is low.
Rules remain better for fixed calculations, required fields, permissions, and irreversible actions. Models are useful for classification, extraction, drafting, summarization, and decisions that tolerate bounded uncertainty. I design both parts as one observable system.
I scope the workflow, document tools and data, build the smallest useful version, test real scenarios, and hand over a system the client can operate. Remote collaboration is organized around written architecture, reviewable milestones, and explicit acceptance checks.
Engineering services
Each service page describes a distinct delivery scope with public project evidence, technical boundaries, and a clear handoff path.
Workflow automation across CRM, email, calendars, reporting, lead response, and business APIs.
Explore AI automation →Tool-using agents with memory, approvals, multi-step execution, and failure handling.
Explore AI agent development →Client-owned runtimes with Docker isolation, host-side secrets, storage, and monitoring.
Explore self-hosted AI →OpenClaw and Hermes-Agent deployment, hardening, skills, integrations, and migration.
Explore OpenClaw development →Project-based AI agent and automation delivery for distributed teams worldwide.
Explore remote delivery →Review the architecture and public repository behind Mark’s self-hosted agent work.
Review the case study →Available for remote builds
I’ll help identify whether it needs an AI agent, deterministic automation, an OpenClaw deployment, a custom integration, or a simpler system.
Email Mark Carmona →