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Aidaptive x Deuna

Transaction
Explorer

Live Snowflake
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Live Snowflake queries
Source: PAYMENT_ML
Aidaptive x Deuna › Transaction Explorer
Volaris  ·  Live Snowflake  ·  Processor Selection
🔍Transaction Explorer
Live Snowflake query — sample boundary transactions for Volaris DNN vs Heuristic and drill into the full lifecycle. Data is fetched on demand from Snowflake via the Firebase Function API.
🔎 Look up by Transaction ID
🔍 Transaction:
Click Load to fetch boundary transactions from Snowflake.
# Date Transaction ID Model Version Group Predicted Processor Actual Outcome Correct? Amount (USD)
Loading lifecycle...
Payment Attempts (first try + retries)
SeqDateProcessorApprovedAmount (USD)Decline TypeError CategoryRetry?Card BrandMethod
Routing Detail (DYNAMIC_ROUTING_DETAIL)

                  
Model Predictions (Go API → Sidecar)
TimestampModel VersionGroupVariantAmountCardCountryFraudTimeLatency
Sidecar Request (REQUEST_PAYLOAD)

                  
Sidecar Response (RESPONSE_PAYLOAD)

                  
Routing Decision Analysis
⚠  No processor_selector prediction found for this transaction. Routing analysis below may reflect an MCO or other model type.
Processor Ranking (model scores)
RankProcessorScoreConfidenceBIN Rate
BIN Approval Rates at Inference Time
ProcessorApproval RateSource
⚠ Thompson Sampling Exploration Fired
▶ BIN Rate Penalty Applied

                  
ML Model Input Features
What the DNN/LogReg model received for inference. Red = missing/defaulted feature (model got no signal).
Numeric Features (z-score normalized by model)
Training ColumnValueSourceStatus
Categorical Features (one-hot encoded by model)
Training ColumnValueSourceStatus
Feedback / Outcomes
TimestampModel VersionGroupPredictedUsedRankOutcomeCorrect?StageRetry?FinalAttemptsLatency
✉ MCO — Message Config Optimizer Predictions
TimestampModel VersionGroupLatencyResponse Payload
✉ MCO — Message Config Optimizer Feedback
TimestampModel VersionPredictedOutcomeCorrect?