Lightweight wrappers (such as LiteLLM's Python SDK) perform adaptation in-process, solving 'inconsistent calling methods'; while AI gateways (such as Kong AI Gateway, Portkey, and Apache APISIX's AI plugin) are independent services deployed at the traffic entry point, additionally taking on responsibilities such as credential hosting, quota rate limiting, multi-tenant permissions, cost accounting, log auditing, and observability.