AI Dashboard

Monitor AI-powered payment optimization in real time with metrics, recommendations, and performance insights

Overview

The AI Dashboard provides real-time visibility into Aida’s optimization performance. Monitor approval rate improvements, cost savings, retry effectiveness, and provider health from a single view.

Accessing the AI Dashboard

Navigate to Dashboard > AI > Performance to view the AI optimization dashboard.

Key Metrics

Approval Rate

Current approval rate vs. baseline (before Aida). Shows percentage lift.

Cost per Transaction

Average processing cost with Aida vs. manual routing baseline.

Retry Recovery

Percentage of soft-declined transactions recovered through intelligent retry.

Dashboard Sections

Performance Overview

The top-level view shows aggregate metrics over a configurable time period:

Metric	Description
Approval Rate	Percentage of approved transactions
Approval Lift	Improvement vs. pre-Aida baseline
Total Revenue Recovered	Revenue from transactions approved via retry
Cost Savings	Savings from optimized provider selection
Transactions Processed	Total volume processed through Aida

Provider Performance

Compare provider performance side-by-side:

Column	Description
Provider	Provider name
Volume	Transaction count routed to this provider
Approval Rate	Provider-specific approval rate
Avg. Cost	Average processing cost per transaction
Aida Score	AI-calculated quality score (0-100)

Retry Analytics

Detailed breakdown of Aida’s retry performance:

Metric	Description
Retries Attempted	Total soft-decline retries
Retries Succeeded	Successfully recovered transactions
Recovery Rate	Percentage of successful retries
Avg. Retry Latency	Additional time added by retry flow
Top Recovery Paths	Most effective provider failover combinations

Recommendations

Aida generates actionable recommendations based on observed patterns:

Example: Add a new provider

“Transactions from Brazil with Mastercard have a 15% higher decline rate than Visa. Adding Provider X (which has 95% Mastercard approval in BR) could improve overall approval by 3-5%.”

Example: Adjust retry strategy

“Retry attempts for transactions over $500 have a 5$500. Consider limiting retries for high-value transactions to reduce latency.”

Example: Cost optimization opportunity

“Provider A and Provider B have equivalent approval rates for US card transactions, but Provider B costs 0.3% less per transaction. Shifting 50% of US traffic to Provider B could save $X/month.”

Filtering

Filter	Options
Time Period	Last 24h, 7d, 30d, 90d, custom range
Country	Filter by transaction country
Payment Method	Cards, PIX, Bank Transfer, etc.
Provider	Specific provider connection
Card Brand	Visa, Mastercard, Amex, etc.

Exporting Data

Export AI performance data for reporting:

1. Set filters

   Configure the desired time period and dimension filters.

2. Click Export

   Select format: CSV, XLSX, or PDF.

3. Download report

   The export includes all visible metrics and breakdown tables.

AI Dashboard data is refreshed every 15 minutes. For real-time transaction monitoring, use the main Payments section in the Dashboard.

A/B Testing

Aida supports controlled A/B testing to validate optimization impact:

1. Configure a test in AI > Experiments
2. Define control group (manual routing) vs. test group (Aida)
3. Set traffic split percentage
4. Monitor results in the AI Dashboard
5. Promote the winner to 100% traffic