Webinar

From Probabilistic to Predictable: Building Enterprise-Ready AI Workflows

Calendar December 2, 2025

Join Torsten Volk, Principal Analyst at Omdia, and Guy Becker, Director of Product at AI21 Labs, as they unpack what it really takes to move from AI pilots to production-ready workflows. They explore why traditional probabilistic LLMs often break down in high-stakes enterprise environments and what “reliable by design” actually looks like. You’ll see how AI21 Maestro’s hybrid approach combines LLM flexibility with deterministic planning and validation to deliver predictable, measurable business outcomes.

Listen to learn how to:

  • Bridge the gap between experimentation and production by designing AI workflows that can predict cost, latency, and performance before you scale.
  • Build reliability into every step of your AI pipeline with dynamic planning, self-validation, and operational intelligence that gracefully handle failures and edge cases.
  • Deploy AI securely in real enterprise environments and apply these patterns to concrete use cases such as automated RFP responses and other complex, document-heavy workflows.

Meet the speakers

Torsten Volk - Principal Analyst @ Omdia

Torsten Volk
Principal Analyst, Omdia

Guy Becker - Director of Product @ AI21

Guy Becker
Director of Product, AI21 Labs