What I build

Useful AI, with somewhere useful to go.

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.

01 / AUTOMATION

AI agents & workflow systems

Research agents, content operations and internal automations that move through defined steps with review points.

Explore agents
02 / CONVERSATION

Grounded AI chatbots

Assistants for websites and messaging channels that use approved knowledge, collect context and escalate cleanly.

Explore chatbots
03 / DISCOVERY

SEO, AEO & GEO

Technical SEO, entity clarity and answer-ready content so customers and AI systems can understand what you offer.

Explore visibility
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.

  • Discovery and system map
  • Prototype with real examples
  • Review, documentation and handover

Good fit

Built for teams with a specific problem.

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.

Bring a workflow

“We repeat the same research, triage or reporting every week.” Start with an agent map and a human-review boundary.

Bring a knowledge base

“Customers ask the same questions across five channels.” Start with a grounded chatbot and an unanswered-question log.

Bring a visibility gap

“People search for the problem, but do not find or understand us.” Start with entity, technical SEO and answer-ready content.

Bring the hard question

“We want to use AI, but the risk is not obvious yet.” Start with a short feasibility and boundary workshop.

Tell me what repeats, confuses or stays invisible.

Start a conversation