TRACE AUDIT / FREE
Every call costs. Find the ones to review.
Import your agent events. Get failed-task costs, repeated calls and an action list with the evidence behind it.
Computed in your browser. Events are not sent to the server.
Demonstration · example data
Investigate failed tasks
Start with the most expensive failed tasks. Compare a bounded retry policy on the same tasks.
research-01Review repeated calls
Check whether repetitions are necessary before testing safe caching or deduplication.
research-01Record task outcomes
Record the outcome of the entire task. A successful request is not proof of a useful result.
research-03Inspect evidence and method
{
"schema_version": "1.0.0",
"product": "ALPNAI Trace Audit",
"payment_required": false,
"persisted": false,
"summary": {
"event_count": 6,
"task_count": 3,
"total_cost_usd": 0.4,
"tasks_by_outcome": {
"success": 1,
"failed": 1,
"unknown": 1
},
"cost_by_outcome_usd": {
"success": 0.16,
"failed": 0.2,
"unknown": 0.04
},
"cost_per_confirmed_success_usd": 0.4
},
"coverage": {
"events_with_fingerprint": 4,
"events_with_latency": 6,
"tasks_with_known_outcome": 2,
"cost_completeness": "caller_responsibility"
},
"repeated_call_candidates": [
{
"task_id": "research-01",
"tool": "search",
"occurrences": 2,
"additional_event_count": 1,
"additional_recorded_cost_usd": 0.04,
"event_ids": [
"e1",
"e2"
],
"omitted_event_ids": 0
}
],
"actions": [
{
"code": "investigate_failed_tasks",
"priority": 1,
"recorded_cost_usd": 0.2,
"task_ids": [
"research-01"
],
"next_step": "Inspect the highest-cost failed tasks. Test a bounded retry or fallback policy on the same tasks."
},
{
"code": "review_repeated_calls",
"priority": 2,
"recorded_cost_usd": 0.04,
"task_ids": [
"research-01"
],
"next_step": "Check whether repeated same-tool, same-fingerprint calls are necessary. Evaluate deduplication or caching only for safe, equivalent calls."
},
{
"code": "label_task_outcomes",
"priority": 3,
"recorded_cost_usd": 0.04,
"task_ids": [
"research-03"
],
"next_step": "Record the business outcome of the entire task. A successful HTTP request is not proof of a successful task."
}
],
"task_evidence": [
{
"task_id": "research-01",
"status": "failed",
"cost_usd": 0.2,
"event_ids": [
"e1",
"e2",
"e3"
],
"omitted_event_ids": 0
},
{
"task_id": "research-02",
"status": "success",
"cost_usd": 0.16,
"event_ids": [
"e4",
"e5"
],
"omitted_event_ids": 0
},
{
"task_id": "research-03",
"status": "unknown",
"cost_usd": 0.04,
"event_ids": [
"e6"
],
"omitted_event_ids": 0
}
],
"method": {
"outcome_basis": "Explicit caller-supplied whole-task verdicts; absent verdicts remain unknown.",
"repetition_basis": "Same task, tool and caller-supplied input fingerprint; candidates for review, not proven waste.",
"cost_basis": "All supplied event costs, including failed and unknown tasks. Missing costs are rejected; unreported events cannot be detected.",
"overlapping_costs": "Repeated-call costs can overlap failed-task costs. Do not add them together.",
"realized_savings_usd": null,
"automatic_changes": false
}
}Ready for your agent to call
No signup or key. No payment required.
Format and method
- One row per call with an observed cost.
- One outcome per whole task: success, failed or unknown.
- A matching fingerprint flags a call for review; it does not prove waste.
Keep a record of your improvements.
Projects stores your cost-comparison, latency and quality reports. Export your Trace Audit here as JSON.