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Your prospects leave trails across multiple sources: a founder asks “What should I use for X?” in r/SaaS while their product launches on Hacker News. Stack Overflow questions spike. A GitHub repo crosses 2,400 stars. Each signal alone is noise, but correlated across sources, they reveal a prospect ready to buy. Multi-agent systems built with Strands Agents and Amazon Bedrock AgentCore can automate this social intelligence at scale.

Thrad.ai is building the advertising infrastructure for AI, introducing paid ads in LLMs. Their platform lets chat interfaces monetize through ads and lets brands advertise in them. They faced an especially signal-rich version of this problem.…

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