How do I fix a 401 Unauthorized error from abliteration.ai?

Check that your API key is set and sent as a Bearer token.

How do I fix a 404 Not Found error from abliteration.ai?

Make sure the base URL ends with /v1 and you call /chat/completions.

How do I fix a 400 Bad Request error from abliteration.ai?

Verify the model id and that messages are an array of { role, content } objects.

How do I fix a 429 Rate limit error from abliteration.ai?

Back off and retry. Use the Retry-After header for pacing.

LLM governance / policy control planeCompliance

Export Policy Gateway audit logs to Azure Monitor / Log Analytics

Send Policy Gateway audit logs into Azure Monitor / Log Analytics so security teams can run KQL queries against AI decisions.

Exports are available on enterprise plans; contact help@abliteration.ai to enable a log export sink.

Quick start

Example request

{
  "destination": "azure_monitor",
  "workspace_id": "WORKSPACE_ID",
  "log_type": "PolicyGatewayAudit"
}

Service notes

Pricing model: Usage-based pricing (~$5 per 1M tokens) billed on total tokens (input + output). See the API pricing page for current plans.
Data retention: No prompt/output retention by default. Operational telemetry (token counts, timestamps, error codes) is retained for billing and reliability.
Compatibility: OpenAI-style /v1/chat/completions request and response format with a base URL switch.
Latency: Depends on model size, prompt length, and load. Streaming reduces time-to-first-token.
Throughput: Team plans include priority throughput. Actual throughput varies with demand.
Rate limits: Limits vary by plan and load. Handle 429s with backoff and respect any Retry-After header.

What gets exported

Policy Gateway audit logs include consistent decision metadata for compliance reviews.

policy_id, decision, effective_decision, reason_code
policy_user, project_id, policy_target for audit trails
rollout_mode, enforced for rollout tracking
triggered_categories, allowlist_hits, denylist_hits
model, created_at, and optional data classification tags

Export configuration

Use the Log Analytics Data Collector API with a workspace ID and shared key.

Create or reuse a Log Analytics workspace for audit logs.
Choose a custom log type like PolicyGatewayAudit.
Send JSON objects in an array to the Data Collector endpoint.

Sample Log Analytics payload

The Data Collector API accepts an array of JSON objects.

Sample Log Analytics payload

[
  {
    "TimeGenerated": "2026-01-16T18:22:11Z",
    "PolicyId": "support-guardrails",
    "Decision": "rewrite",
    "EffectiveDecision": "rewrite",
    "ReasonCode": "REWRITE",
    "PolicyUser": "user-12345",
    "ProjectId": "support-bot",
    "PolicyTarget": "support-bot",
    "RolloutMode": "enforced",
    "Enforced": true,
    "TriggeredCategories": ["self-harm/intent"],
    "AllowlistHits": ["refund policy"],
    "DenylistHits": [],
    "Model": "abliterated-model"
  }
]

Verification checklist

Query the custom table for Decision and PolicyId.
Build KQL alerts for spikes in refusal or escalation decisions.
Confirm workspace retention matches your compliance policy.

Common errors & fixes

401 Unauthorized: Check that your API key is set and sent as a Bearer token.
404 Not Found: Make sure the base URL ends with /v1 and you call /chat/completions.
400 Bad Request: Verify the model id and that messages are an array of { role, content } objects.
429 Rate limit: Back off and retry. Use the Retry-After header for pacing.

Quick start

Service notes

What gets exported

Export configuration

Sample Log Analytics payload

Verification checklist

Common errors & fixes

Related links