> ## Documentation Index
> Fetch the complete documentation index at: https://yn-c9bb3266.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# 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

<div className="mdx-card-tiles">
  <CardGroup cols={3}>
    <Card title="Approval Rate" icon="check">
      Current approval rate vs. baseline (before Aida). Shows percentage lift.
    </Card>

    <Card title="Cost per Transaction" icon="dollar-sign">
      Average processing cost with Aida vs. manual routing baseline.
    </Card>

    <Card title="Retry Recovery" icon="rotate">
      Percentage of soft-declined transactions recovered through intelligent retry.
    </Card>
  </CardGroup>
</div>

## 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:

<Accordion title="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%."
</Accordion>

<Accordion title="Example: Adjust retry strategy">
  "Retry attempts for transactions over $500 have a 5% recovery rate vs. 35% for under $500. Consider limiting retries for high-value transactions to reduce latency."
</Accordion>

<Accordion title="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."
</Accordion>

## 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:

<Steps>
  <Step title="Set filters">
    Configure the desired time period and dimension filters.
  </Step>

  <Step title="Click Export">
    Select format: CSV, XLSX, or PDF.
  </Step>

  <Step title="Download report">
    The export includes all visible metrics and breakdown tables.
  </Step>
</Steps>

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

## 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