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AI21 cut high-priority AI job waits from 72 hours to 12 on Google Cloud

cloud.google.com by Barak Peleg, Asaf Ben-Tovim 5 min read Editor score 8/10

Preview image for AI21 cut high-priority AI job waits from 72 hours to 12 on Google Cloud

AI21 reports that shared GKE clusters pooling H100 and H200 GPU instances cut high-priority job waits from 72 hours to 12 and eliminated manual scheduling interventions. The case offers concrete evidence on fleet sharing and training-workload operations.

What
AI21 adopted Google Cloud AI Hypercomputer to run foundation-model training and agent-optimization workloads at scale.
How
A shared GKE cluster pools thousands of A3 and A3 Ultra instances across teams.
Why it matters
It cut high-priority job waits from 72 hours to 12 and manual scheduling interventions from 20 per week to zero.

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