AI models and infrastructure

Model serving infrastructure

Infrastructure for deploying, scaling, and serving AI models in production

Model serving infrastructure is growing in line with its peers; its strongest place is agent skills at 0.5× the typical product. The fastest product is Gradient Sentry Node, up 1.0×. 12 products measured, as of Oct 10, 2026.

How we measure

Where it grows against its peers

  • Agent skills6 products0.50×

The line marks 1×: the typical product in that place.

Fastest products

  1. 1Gradient Sentry NodeBrowser extensions1.0×
  2. 2aws-ai-mlAgent skills0.8×
  3. 3gke-inferenceAgent skills0.7×
  4. 4agent-platform-deployAgent skills0.6×
  5. 5agent-platform-endpoint-managementAgent skills0.5×
  6. 6agent-platform-model-registryAgent skills0.5×
  7. 7google-cloud-solution-guided-gke-ai-migrationAgent skills0.5×

Model serving infrastructure: quick answers

Not faster than its peers right now; the closest is agent skills at 0.5× the typical product.

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