> ## Documentation Index
> Fetch the complete documentation index at: https://docs.regpilot.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# Analytics Dashboard

> Analytics for AI usage, compliance trends, and performance

## Analytics Dashboard

Get deep insights into your AI systems with comprehensive analytics covering usage, costs, compliance trends, bias detection, and performance metrics.

## Key Metrics

<CardGroup cols={3}>
  <Card title="Usage" icon="chart-line">
    API calls, tokens, and request patterns
  </Card>

  <Card title="Costs" icon="dollar-sign">
    AI provider costs and budget tracking
  </Card>

  <Card title="Compliance" icon="shield">
    Scores, violations, and trends over time
  </Card>

  <Card title="Performance" icon="gauge">
    Response times, success rates, errors
  </Card>

  <Card title="Bias Detection" icon="balance-scale">
    Fairness metrics and bias indicators
  </Card>

  <Card title="Risk Assessment" icon="triangle-exclamation">
    Risk scores and Governor validations
  </Card>
</CardGroup>

## Usage Analytics

### API Gateway Metrics

Track all AI requests through RegPilot Gateway:

* **Total Requests**: Requests per day/week/month
* **Tokens Used**: Input and output tokens
* **Model Distribution**: Usage by AI model (GPT-4, Claude, etc.)
* **Response Times**: Average, P50, P95, P99 latency
* **Success Rates**: Successful vs failed requests
* **Error Types**: Breakdown of error causes

### Cost Tracking

Monitor AI spending:

```typescript theme={null}
{
  "period": "2024-01",
  "total_cost": 1247.32,
  "breakdown": {
    "gpt-4": 892.15,
    "gpt-3.5-turbo": 245.87,
    "claude-3-opus": 109.30
  },
  "budget": 2000.00,
  "usage_percent": 62.4
}
```

## Compliance Analytics

### Compliance Trends

View compliance score changes over time:

* Daily/weekly/monthly compliance scores
* Violations by type and severity
* Framework-specific compliance (EU AI Act, GDPR)
* Resolution rates and times

### Bias Detection

Advanced fairness metrics:

<AccordionGroup>
  <Accordion title="Demographic Parity" icon="users">
    Measures whether predictions are independent of protected attributes
  </Accordion>

  <Accordion title="Equal Opportunity" icon="balance-scale">
    Checks if true positive rates are equal across groups
  </Accordion>

  <Accordion title="Calibration" icon="crosshairs">
    Ensures predicted probabilities match actual outcomes
  </Accordion>

  <Accordion title="Individual Fairness" icon="user-check">
    Similar individuals receive similar predictions
  </Accordion>
</AccordionGroup>

## Performance Analytics

### Response Time Distribution

Monitor AI response performance:

* P50 (median): Typical response time
* P95: 95% of requests faster than this
* P99: 99% of requests faster than this
* Max response time
* Timeout rate

### Model Performance

Track model accuracy and reliability:

* Success rate by model
* Error rates and types
* Retry patterns
* Governor validation rates

## Custom Reports

Create custom analytics reports:

<Steps>
  <Step title="Select Metrics">
    Choose which data points to include
  </Step>

  <Step title="Set Filters">
    Filter by project, model, date range, etc.
  </Step>

  <Step title="Choose Visualization">
    Select chart types (line, bar, pie, table)
  </Step>

  <Step title="Schedule & Export">
    Email reports or export as PDF/CSV
  </Step>
</Steps>

## API Access

Access analytics programmatically:

```typescript theme={null}
// Get usage analytics
const usage = await regpilot.analytics.usage({
  startDate: '2024-01-01',
  endDate: '2024-01-31',
  groupBy: 'day'
});

// Get compliance trends
const compliance = await regpilot.analytics.compliance({
  framework: 'eu_ai_act',
  period: 'last_30_days'
});

// Get cost breakdown
const costs = await regpilot.analytics.costs({
  currency: 'USD',
  groupBy: 'model'
});
```

## Alerts & Notifications

Set up analytics-based alerts:

* Budget threshold exceeded
* Unusual usage patterns
* Performance degradation
* Compliance score drops
* High error rates

## Next Steps

<CardGroup cols={2}>
  <Card title="Alerts" icon="bell" href="/features/alerts">
    Configure alert thresholds
  </Card>

  <Card title="API Reference" icon="code" href="/api-reference/introduction">
    Access analytics via API
  </Card>
</CardGroup>