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AI DEPLOYMENT BUYING SIGNALSMAY 4, 20261 min read

8 Signals That Tell You When a Team Is Ready to Deploy AI

The 8 signals that open the AI vendor decision window. Head of AI hires, partnership announcements, ML hiring, GitHub activity.

AI initiatives are decided in the first 90 days of a Head of AI tenure. Vendor architecture sets fast, then locks for 18 months.

Signal 1, Head of AI hire

Top-tier trigger.

Signal 2, Partnership announcement

Anthropic, OpenAI, Cohere partnerships indicate commitment.

Signal 3, ML hiring sprike

5+ ML or AI engineering roles in 30 days.

Signal 4, GitHub SDK installs

OpenAI or Anthropic SDK appearance in repos.

Signal 5, AI press releases

"We are using AI to..." executive announcements.

Signal 6, AI-tagged funding

Crunchbase tags reveal new AI budgets.

Signal 7, Conference presence

NeurIPS, AI Engineer Summit attendees signal investment.

Signal 8, Stacking

Head of AI + partnership + ML hire = 95% inside 90 days.

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Written byJesse · May 4, 2026

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