Services
Fractional operations and AI systems — I help growing businesses run their workflows and build what off-the-shelf tools can't.
Engagements typically center on internal knowledge systems, secure local AI, content and automation pipelines, and the architecture required to connect them to real products and workflows.
Service Areas
Operational automation services shaped around real workflow needs
• Internal knowledge assistants
• Document-aware retrieval and search
• Permission-aware knowledge access
• Workflow integrations around company information
• RAG systems built for practical internal use
Reduce time spent searching for answers and make internal knowledge usable in daily operations.
• Local-first AI workflows
• On-premise inference setups
• Private document handling
• Security-first deployment architecture
• Operational AI without third-party data exposure
Adopt AI in real workflows without compromising privacy, compliance, or internal control.
• Script-to-publish video pipelines
• Multi-language voice synthesis (ElevenLabs)
• Whisper-synced video assembly
• YouTube publishing automation
• MDX and documentation publishing systems
Scale serialized video and publishing output without scaling manual editing, recording, and coordination overhead.
• Workflow discovery and mapping
• Automation strategy
• System architecture and integration planning
• Implementation and rollout support
• Iteration after launch
Move from vague automation goals to a system that works in practice and improves over time.
How Engagements Work
Different ways to work together depending on the stage of the problem
Best for teams that know there is operational friction but need help identifying what to automate and how.
Best for organizations ready to implement an internal knowledge system, secure AI workflow, or content operation.
Best for teams that already have something in place and want to refine it, expand it, or make it more reliable.
How I Work
Practical systems thinking, clear communication, and a focus on operational outcomes
Workflow-first
Reduce friction in how work gets done — every system tied to a real workflow.
Built around constraints
Security, privacy, compliance, team habits, and operational reality shape the system design from the start.
Practical implementation
Systems people can use, maintain, and build into daily operations.
Clear communication
Straight answers, honest tradeoffs, and regular updates throughout the work.
Ready to improve operations?
If there is a workflow your team keeps doing manually, send it over. I'll tell you whether it looks like a good fit and what the next step should be.