Framed AI agents
Useful when the role is precise: search, qualify, compare, summarize, follow up, verify. Dangerous when the agent pretends to do everything.
Tools
A tool matters only if it improves execution quality.
The interesting tools here are not the trendiest ones. They make commercial operations more reliable: AI agents, CRM, knowledge graphs, sober automation, dashboards and market watch systems.
Memory & knowledge graph
Commerce produces signals everywhere. Value comes from connecting markets, companies, contacts, decisions and opportunities.
Sober automation
Automate what repeats. Keep humans on trust, judgment and responsibility.
The best automation removes friction without removing discernment.