Cross-Vendor Interoperability

Cross-Vendor Interoperability

Current need:

Organizations want to use multiple LLMs (OpenAI, Anthropic, Grok, Cohere) based on performance, cost, or region.

MCP direction:

Standardized adapter layers and token-agnostic middleware that allow you to switch models without rewriting prompt flows.

Key trends:

  • llm-router and prompt-adapter APIs
  • Token normalization + latency-based selection
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