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Azure OpenAI Integration

KoreShield can proxy Azure OpenAI requests to apply sanitization, detection, and policy enforcement before requests reach your Azure endpoint.

Model Names​

In Azure OpenAI, the model field usually maps to your deployment name, not the base model name.

Basic Request (TypeScript)​

const response = await fetch("http://localhost:8000/v1/chat/completions", {
  method: "POST",
  headers: { "content-type": "application/json" },
  body: JSON.stringify({
    model: "gpt-4o",
    messages: [{ role: "user", content: "Summarize the ticket backlog." }]
  })
});

Basic Request (Python)​

import requests

response = requests.post(
    "http://localhost:8000/v1/chat/completions",
    json={
        "model": "gpt-4o",
        "messages": [{"role": "user", "content": "Summarize the ticket backlog."}]
    }
)

Streaming​

const response = await fetch("http://localhost:8000/v1/chat/completions", {
  method: "POST",
  headers: { "content-type": "application/json" },
  body: JSON.stringify({
    model: "gpt-4o",
    stream: true,
    messages: [{ role: "user", content: "Write an executive summary." }]
  })
});
response = requests.post(
    "http://localhost:8000/v1/chat/completions",
    json={
        "model": "gpt-4o",
        "stream": True,
        "messages": [{"role": "user", "content": "Write an executive summary."}]
    },
    stream=True
)

for line in response.iter_lines():
    if line:
        print(line.decode("utf-8"))

System Prompts and Multi-Turn​

{
  "model": "gpt-4o",
  "messages": [
    {"role": "system", "content": "You are a support analyst."},
    {"role": "user", "content": "Summarize the backlog."},
    {"role": "assistant", "content": "Summary..."},
    {"role": "user", "content": "Highlight top risks."}
  ]
}
payload = {
    "model": "gpt-4o",
    "messages": [
        {"role": "system", "content": "You are a support analyst."},
        {"role": "user", "content": "Summarize the backlog."},
        {"role": "assistant", "content": "Summary..."},
        {"role": "user", "content": "Highlight top risks."}
    ]
}

Error Handling​

  • 403 indicates a blocked request due to policy enforcement.
  • 429 or 5xx typically indicates provider or rate-limit issues.

Security Controls​

security:
  sensitivity: medium
  default_action: block
  features:
    sanitization: true
    detection: true
    policy_enforcement: true

Next Steps​