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OpenAI

Location, commerce & observability

LLM APIs for copilots and generative product features

Official documentation (opens in a new tab)

Overview

OpenAI APIs power copilots, summarization, and embedding search - ConnectSoft integrates them through Microsoft.Extensions.AI and Azure OpenAI when enterprise controls require private networking.

We implement prompt versioning, token budgets, content safety filters, and observability on latency and cost per tenant.

Keys live in vaults; prompts and tool definitions live in source control - not scattered in admin UIs.

OpenAI features ship with fallbacks and circuit breakers so LLM outages do not take down core transactions.

Why we integrate it:

  • Azure OpenAI or direct API routing per compliance needs
  • Prompt and tool definitions versioned in repository
  • Per-tenant quota and cost monitoring
  • PII redaction before model calls where required
  • Fallback models and degraded-mode UX documented
  • Evaluation harness for regression on prompt changes

Ready to work with us?

Let's discuss how our team can help achieve your digital goals