Microsoft.Extensions.AI gives ConnectSoft services a vendor-neutral surface for chat completion, embeddings, and tool calling—whether models run through Azure AI Inference, OpenAI APIs, or local Ollama instances during development. Factory templates wire options pattern configuration, telemetry, and token budgeting from the start.
We use the abstractions in copilot features, document summarization, and agent orchestration alongside Microsoft Agent Framework and MCP tool hosts—keeping prompts, model selection, and secrets out of controllers. Failover and model routing policies live in configuration, not scattered string literals.
Client programs with strict data residency route inference through Azure private endpoints; experimentation stays in dev sandboxes with cost caps and audit logs. The same interfaces unit-test with fake chat clients—no live API keys in CI.
Adding generative features to an Azure-hosted .NET platform? Microsoft.Extensions.AI lets you ship faster while keeping model choices reversible as the AI landscape evolves.
