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Saw that AI lead-gen agent on TikTok (OpenOutreach)? Here's why I won't use it in the EU

OpenOutreach has been all over TikTok lately: an open-source AI agent where you describe what you sell and to whom, and it finds the people, explains why each one fits, buys their work email and sends…

  • OpenOutreach is an open-source AI tool for lead generation and email outreach.
  • EU laws like ePrivacy Directive and GDPR prohibit unsolicited marketing emails without consent.
  • Using OpenOutreach could lead to complaints, blacklisting, and reputational damage.

The Cost of Self-Hosting Open-Source LLMs: GPUs, Staffing, and Operations

Self-hosting an open-source LLM in production costs roughly $150,000 to $2 million or more per year in 2026. GPUs are only part of the bill: for most companies, the engineers who run the stack cost as…

  • Self-hosting LLMs costs $150K-$2M annually, depending on size and GPU count.
  • Staffing and operations dominate costs, with 1-6 engineers needed for maintenance.
  • Hidden expenses like serving stack, monitoring, and upgrades add significant costs.

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