OverviewFinOps & Budget

Cost Analytics

View as Markdown

The Alephant dashboard transforms raw API logs into actionable FinOps intelligence.

Overview Dashboard

Get a high-level view of your AI operations:

  • Total Spend & Requests: Track volume over time.
  • Average Cost per Request: Identify inefficient prompts or models.
  • Success Rate: Monitor the health and reliability of your provider connections.
  • Token Consumption: Analyze prompt vs. completion tokens.
  • Model Breakdown: Discover which AI models are driving the highest costs. This helps you identify opportunities to downgrade certain tasks to cheaper models (e.g., from Claude 3 Opus to Haiku).
  • Provider Spend Breakdown: Understand your financial dependency on different AI vendors.
  • Agent and Workflow Spend: Attribute cost to the agent, member, workflow, session, or Virtual Key that created it.
  • Run-Level Outliers: Find runs with unusual cost, latency, error rate, retry count, or fallback behavior.

Agent Finance Signals

For monetized or payment-aware workflows, analytics should connect cost and revenue:

  • token cost
  • external API or tool spend
  • outbound x402 spend
  • endpoint revenue
  • payment or platform fees
  • known margin

See Agent Finance for the financial model and Alerts for anomaly and budget alert patterns.

Enterprise Reporting

For Enterprise workspaces, analytics are grouped by Department. You can generate donut charts and trend lines to compare cross-department usage, making internal chargebacks and cost justification completely transparent.