Automating work that teams need to go faster.
I help organizations automate internal knowledge, security-sensitive, and content workflows using AI, software, and workflow systems.
The work is about designing practical systems that reduce operational friction, remove repetitive tasks, and make complex workflows easier to run.
Based in Bangkok · Working with clients worldwide
Operational automation
A consulting and systems-building practice focused on three operational areas.
Internal knowledge systems: company access, retrieval, assistants, internal workflows
Secure local AI: privacy, on-premise inference, private documents, controlled deployments
Content operations: scripted video pipelines, multi-language voice synthesis, assembly, publishing
Describe the workflow
Share the bottleneck or repetitive process you want to fix.
Operational domains
Three ways I help organizations remove friction from daily work
- Company knowledge access
- Internal knowledge assistants
- Document-based answers
- Workflow integration
- Local AI deployments
- Private document workflows
- On-premise inference
- Security-first AI systems
- Script-to-publish pipelines
- Multi-language voice synthesis
- Automated video assembly
- Scheduled publishing
How I work
Most organizations do not have a technology problem.
They have a workflow problem.
My work focuses on identifying bottlenecks, repetitive tasks, and operational friction, then designing systems that eliminate them.
The goal is not more software. The goal is better operations.
Systems designed for real operating constraints
- Cloud systems when speed and flexibility matter most.
- Local-first and on-premise deployments when privacy, compliance, or data control require a different approach.
- Integrations built around the tools teams already use, not abstract demos disconnected from operations.
Process
A practical path from manual work to reliable systems
Projects in practice
Examples of operational automation across customer, knowledge, and content workflows
Problem
Teams were losing time hunting through documents, internal notes, and scattered tools to find the information they needed.
Approach
Centralize company knowledge, structure access around real internal workflows, and make answers available in natural language.
System
An internal knowledge assistant grounded in company documents, policies, and operating context, with search and retrieval built for day-to-day team use.
Outcome
Faster access to internal knowledge, fewer repeated questions, and less time wasted switching between tools and documents.
Problem
Some organizations need AI capabilities, but cannot send sensitive data, internal records, or operational context to external AI providers.
Approach
Design local-first AI systems that keep the workflow useful while keeping data under the company's control.
System
Secure local AI infrastructure for on-premise inference, private document handling, and internal workflows built for security-conscious teams.
Outcome
Organizations can use AI in real operations without compromising privacy, compliance requirements, or control over sensitive information.
Problem
Producing consistent video at volume repeats the same operational work every release: scripting, voice recording, timed assembly, localization, and publishing—steps that do not scale when handled manually.
Approach
Treat video production as a repeatable pipeline with defined handoffs between generation, synthesis, assembly, and distribution—not a sequence of one-off creative projects.
System
End-to-end infrastructure: LLM-assisted script generation, ElevenLabs voice cloning across multiple languages, Whisper-synced animated assembly, and automated YouTube publishing. Built and proven on a language-learning series; the same pipeline now supports content production for The 60 Second Film Festival relaunch.
Outcome
Episodes move from script to published video with minimal manual intervention, consistent quality across languages, and production capacity that grows without proportional increases in editing and coordination time.
Tell me what's manual today
If a customer workflow, internal knowledge process, or content operation is creating friction, send it over. I'll reply within 24 hours with whether it's a fit and what a sensible next step looks like.