Useful AI, with a human where it matters.
Agents that do the legwork and ask before anything consequential happens.
Evidence: NeighborOps AI · ThesisCircuit · ClientOps Memory AI
Phone and chat assistants that answer, qualify and book.
Evidence: Teqprotech Calling App · CRM automation for roofing and storm-restoration contractors
Client work is shown anonymised. Hackathon builds link to their public case studies.
Paper-only options research agents: three strategies compete, a critic objects, and a fail-closed risk governor has the final say. NO TRADE is a first-class, audited result.
An AI operations agent for agencies that turns conversations into typed, evidence-backed memory in CockroachDB, so decisions, instructions and tasks survive the session.
An autopilot quoting agent for service businesses: Qwen reads the request, deterministic tools own price and availability, and a human approves before anything is sent.
Connecting a GoHighLevel CRM to roofing-industry tools so leads, jobs and follow-ups stay in one place, with Conversation AI booking appointments.
An operations dashboard for community pantries: a Strands agent handles routine coordination through narrow tools, and people decide how scarce resources are used.
Turns scattered client instructions (briefs, notes, emails, chats) into an evidence-backed scope that a person reviews and confirms before any work is committed.
Describe what you’re trying to build or fix. A few sentences is plenty.
