token-ledgerv0.1.2

A research lab uses multiple AI models across experiments. This skill helps allocate costs per project by tracking token usage in SQLite, enabling precise budgeting and identifying expensive models or inefficient caching strategies for optimization.

A startup offers an AI-powered service charging customers based on token consumption. The ledger provides auditable records for billing reconciliation, ensuring transparent invoices and detecting anomalies in usage patterns to prevent revenue loss.

A large corporation integrates AI into workflows requiring strict compliance. This skill maintains a tamper-evident SQLite ledger of all model calls, supporting audits for regulatory requirements and internal cost control across departments.

A freelance developer uses AI tools for client projects. By recording token usage per session, they can accurately bill clients for AI costs and generate low-token reports to justify expenses without manual tracking.

A content creation agency leverages AI for writing and editing. The skill tracks token usage across campaigns, helping optimize cache strategies to reduce costs and report on efficiency gains to stakeholders.

Charge customers a monthly fee plus variable costs based on token consumption. The ledger provides precise usage data to calculate bills, support tiered pricing, and offer discounts for high-volume or efficient caching.

Offer AI integration services with transparent pass-through of model costs. Use the ledger to itemize expenses in client reports, building trust through auditable records and enabling markup on managed services.

Sell insights derived from AI model outputs, with pricing tied to data volume processed. The skill helps track input and cache tokens to correlate costs with data throughput, optimizing profit margins.