Make commercial recommendations less stupid.
SignalBridge helps users and AI agents evaluate providers through structured evidence, compliance filters, risk framing, and transparent commercial disclosure. The point is not to pretend incentives do not exist. The point is to stop incentives from quietly driving the bus into a ditch.
For AI agents
Clear endpoints, structured profiles, llms.txt, JSON responses, and ranking logic agents can parse.
For users
Plain-language guidance, risk notes, and disclosed affiliate incentives before routing onward.
For providers
A way to be evaluated on evidence, compliance, clarity, fit, and trust signals rather than pure noise.
Agent endpoints:
/llms.txt,
/agent-profile.json,
/api/recommend,
/api/provider/ai-visibility-audit,
/api/chat.