Tokenomy.ai vs ToolSpend

Routes and records every LLM and agent call across OpenAI, Anthropic, Google, xAI, OpenRouter and Ollama, attributing cost down to individual steps, tools and workspaces.

Hard and soft caps evaluated in the request path, with HTTP 402 quota enforcement and Slack alerts so limits trigger before the money leaves your account.

Sends each request to the cheapest model that still satisfies your quality and latency thresholds, and fails over automatically when a provider slows down or errors.

Gross margin per customer and feature, forecasts with confidence bands, commitment burn-down for cloud and vendor contracts, plus auditable chargeback exports and invoice runs.

Track token usage and spend across OpenAI, Google AI, Azure, Bedrock, and other services in one view, so you can see which provider is driving costs.

Project your bill based on current usage patterns so budgets stay under control and end-of-month surprises are avoided.

Get notified when usage jumps, catching retries, broken prompts, or runaway jobs before they compound into large bills.

Recommendations generated from usage and billing signals suggest cheaper model substitutions, idle GPU shutdowns, and retry or error fixes.