AI agents & workflow systems
Research agents, content operations and internal automations that move through defined steps with review points.
What I build
The best system is not the one with the most features. It is the one that answers the right question, respects its boundaries and leaves your team more capable than before.
Research agents, content operations and internal automations that move through defined steps with review points.
Assistants for websites and messaging channels that use approved knowledge, collect context and escalate cleanly.
Technical SEO, entity clarity and answer-ready content so customers and AI systems can understand what you offer.
Build the smallest system that can make a real difference.
Each engagement starts with a map: inputs, decisions, source material, people involved and the outcome that matters. Then we make the first version inspectable.
Good fit
Founder-led businesses, educators, service businesses and technical teams are usually the best fit when the knowledge already exists but the system around it does not.
“We repeat the same research, triage or reporting every week.” Start with an agent map and a human-review boundary.
“Customers ask the same questions across five channels.” Start with a grounded chatbot and an unanswered-question log.
“People search for the problem, but do not find or understand us.” Start with entity, technical SEO and answer-ready content.
“We want to use AI, but the risk is not obvious yet.” Start with a short feasibility and boundary workshop.