Synthetic data, shaped after an Indian restaurant platform, with a UAE arm Canon Ops
World clock Fri 23:00:00 IST paused · 20×

Accuracy

The agent measured: 7 replayed days, Sat to Fri. Measured against 249 injected incidents (incidents_truth) between the agent's first and last tick, Sat 19:00 to Fri 23:01 IST, 7 replayed days. Incidents from before it was switched on are not counted. A detection matches a planted incident of a kind it reports, on the same store, merchant or integration, within 20 minutes.
Precision0.972680 detections
Recall1.000of 249 injected
Resolved automatically94.2%auto rate, 7-day mean
Reverted by people0actions a person undid
Cost per resolved incidentINR 0.00395 resolved · INR 0.00 model spend
Time to resolve4 min 10 smean, all resolved · stuck orders to the re-send 56 s · 46 min 17 s when a person decides

Precision per detector, per day

the 6 busiest detectors; the rest are in the table below

Reverted actions

who undid the agent, and why
When (IST)StoreKind and callByWhy
No reverts in this window.

Drift alarms

precision down 15 pts week on week
Fri green all detectorsWeek-on-week alarms need 14 replayed days; the ledger has 7. waiting for data
Fri green modelNo drift: answers usable, confidence steady, few reverts. recal.drift

Per detector, 7 days

precision: of what it flagged, how much was a planted incident
DetectorDetectionsPrecisionReports
acceptance_risk19 0.632 acceptance_risk
aggregator_outage3 1.000 aggregator_outage
churn_risk36 1.000 churn_signal
courier_no_show55 0.982 courier_no_show
duplicate_order11 1.000 duplicate_orders
failing_integration34 0.941 integration_version_regression, pos_auth_expired
menu_drift18 1.000 menu_sync_drift
offline_printer31 1.000 printer_offline
overdue_invoice37 1.000 invoice_overdue_45
overloaded_branch80 0.900 branch_overload
pos_link_down325 1.000 pos_auth_expired
pos_token_expiring14 1.000 pos_token_expiring
release_regression2 0.500 integration_version_regression
stuck_order15 1.000 pos_auth_expired

Planted incidents, by kind

recall: of what was planted, how much it found; the counts add up to 249
Planted kindPlantedFoundRecallReported by
courier_no_show54 541.000 courier_no_show
branch_overload40 401.000 overloaded_branch
invoice_overdue_4537 371.000 overdue_invoice
churn_signal35 351.000 churn_risk
pos_auth_expired21 211.000 failing_integration, pos_link_down, stuck_order
menu_sync_drift18 181.000 menu_drift
pos_token_expiring14 141.000 pos_token_expiring
printer_offline14 141.000 offline_printer
acceptance_risk12 121.000 acceptance_risk
aggregator_outage2 21.000 aggregator_outage
duplicate_orders1 11.000 duplicate_order
integration_version_regression1 11.000 failing_integration, release_regression
total249 2491.000