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Multi-model AI is creating a routing headache for enterprises

ID: 5bb9d631-e131-5d44-994b-cc1bb71f88db

STIX ID: report--5bb9d631-e131-5d44-994b-cc1bb71f88db

Feed Name: Help Net Security

Date Published: 2026-05-07

Date Updated: 2026-05-07

Author: Anamarija Pogorelec

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This F5 report describes how organizations are moving AI inference into production across hybrid multicloud environments, operating multiple models, and prioritizing control planes, traffic management, observability, identity-aware routing, and governance to manage performance, cost, and security of inference workloads.

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