Routing across models reduces single-vendor lock-in and optimizes cost-quality curves. Standardize on schemas for tools, memory, and evaluation—not proprietary prompt blobs.
Executive snapshot
Architecting for Multi-LLM Interoperability
Systems & logicPlatform
The move
Enterprises will blend models by region, workload, and failover requirements.
The friction
Inconsistent tool contracts and telemetry make swaps operationally dangerous.
The product verdict
Invest in a model gateway, unified tracing, and golden scenario suites per provider swap.
Field note · Strategic dispatch · /dispatch/multi-llm-interoperability-architecture