AP invoice exception recovery

Try the sandbox

Four commands, no signup. Run them unchanged from any machine with curl.

The demo instance runs on free-tier hosting with no persistent disk. Every record on it is synthetic and disposable, gone after a restart or an idle spin-down, and never used for real customer data. Your key is short-lived, isolated, capped, and rate-limited, and every response is tagged "sandbox": true. If it has been idle, the first request can take a minute. Prefer zero network calls? pip install inferrail && inferrail ap demo runs the same decision engine locally.

1. 1. Get a sandbox key

   curl -s -X POST https://inferrail-ap-exceptions.onrender.com/v1/sandboxCopy

   No account needed.

2. 2. Save the key

   export API_KEY=sbx_paste-your-key-hereCopy

   Paste the "api_key" value from step 1's response.

3. 3. Create a decision

   curl -s -X POST https://inferrail-ap-exceptions.onrender.com/v1/decisions \
     -H "Authorization: Bearer $API_KEY" -H "Content-Type: application/json" -d '{
       "work_id": "SANDBOX-DEMO-1",
       "checkpoint_attempt_id": "SANDBOX-DEMO-1-checkpoint",
       "failure_type": "low_confidence",
       "confidence": 0.6,
       "cost_so_far_usd": "0.10",
       "policy_config": {
         "eligible_failure_types": ["low_confidence", "validation_check_failed"],
         "retry_floor": 0.5,
         "human_review_threshold": 0.75,
         "max_retry_cost_usd": "1.00",
         "decision_deadline_seconds": 86400
       }
     }'

   Copy

   A real policy evaluation, not canned output.

4. 4. Record a retry attempt

   curl -s -X POST https://inferrail-ap-exceptions.onrender.com/v1/decisions/SANDBOX-DEMO-1/retry-attempts \
     -H "Authorization: Bearer $API_KEY" -H "Content-Type: application/json" -d '{
       "attempt_id": "SANDBOX-DEMO-1-attempt-1",
       "status": "success",
       "cost_usd": "0.06",
       "validation_passed": true,
       "validator_version": "ap.validator/v1"
     }'

   Copy

   As your own RetryAdapter would.

5. 5. Read your report

   curl -s https://inferrail-ap-exceptions.onrender.com/v1/report \
     -H "Authorization: Bearer $API_KEY"

   Copy

   Expect retry_resolved and observed_cost_complete: true.