Enables agents to estimate latent user intent, maintain belief states, and resolve ambiguous requests using entropy-based thresholding through MCP tools.

Open-source, self-hostable platform that turns agents into co-workers. Start with Software Factory: delegate GitHub issues and review pull requests, with model, approval, and cost controls in your infrastructure.

Existing trade and field-service flow for AI agents, request to paid job. Free intent.match first.

Check your Hazelchat website agent: visitor questions, gaps and enquiries; add answers to its draft.

Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.