Tokenomy predicts token usage and dollar cost for GPT-4o, Claude, and other LLMs before you make the API call. A VS Code sidebar, CLI, and LangChain callback surface estimates and cost-saving tips so dev teams ship confidently without surprise bills.
AI spend is growing faster than finance can track it. Tokenomy gives engineering and finance a shared system of record for every AI dollar — before it is spent, while it is running, and after it hits the invoice.
What it does:
Meters token usage, latency, cost, and energy across providers in real time.
Enforces budgets, routing policies, and guardrails at runtime.
Proves ROI with CFO-ready waste reports, remediation roadmaps, and savings tracking.
Benchmarks 470+ models via the Pricing Observatory and programmatic SEO pages.
Routes traffic smartly across models, regions, and failover targets.
Built for:
Engineering teams running AI in production.
FinOps leaders reconciling cloud and AI invoices.
Product teams pricing AI features accurately.
CFOs demanding accountability for AI spend.
Free to start. No credit card required for the waste scanner, calculators, and public pricing data.
Most teams treat AI spend like a black box. Provider invoices arrive weeks after usage. Engineers optimize for latency and quality; finance sees only the bill. Tokenomy closes that gap with a runtime layer that makes every AI dollar accountable.
Tokenomy.ai
Added 1) Enhanced the features 2) Added: "AI Content Detector tool" 3) Bug Fixes
Love the idea. Thanks and all the best.
Looks promising. Need to try. Kudos!
Tokenomy.ai
Tokenomy.ai
AI spend is growing faster than finance can track it. Tokenomy gives engineering and finance a shared system of record for every AI dollar — before it is spent, while it is running, and after it hits the invoice.
What it does:
Meters token usage, latency, cost, and energy across providers in real time.
Enforces budgets, routing policies, and guardrails at runtime.
Proves ROI with CFO-ready waste reports, remediation roadmaps, and savings tracking.
Benchmarks 470+ models via the Pricing Observatory and programmatic SEO pages.
Routes traffic smartly across models, regions, and failover targets.
Built for:
Engineering teams running AI in production.
FinOps leaders reconciling cloud and AI invoices.
Product teams pricing AI features accurately.
CFOs demanding accountability for AI spend.
Free to start. No credit card required for the waste scanner, calculators, and public pricing data.
Tokenomy.ai
Key Features / Bullets
AI Waste Scanner — 30-second assessment that generates a shareable "$-recoverable receipt" and CFO briefing.
Runtime Rails — Metering proxy, smart router, and budget guard with real-time usage ledger.
Pricing Observatory — 470+ models, 91 days of price history, and an interactive Data API.
Enterprise Tool Suite — Token flow visualizer, SLO monitoring, policy editor, model right-sizing lab, and anomaly sentinel.
Sandbox & Workspaces — Simulate routing, compare models, and replay agent traces.
Agent-Ready — MCP server, llms.txt, and /llms-full.txt so agents can source pricing from Tokenomy.
Programmatic SEO — 53+ per-model pricing pages indexed for AI search engines.
Stripe Billing — Usage-based plans that scale with your token volume.
Tokenomy.ai
The Problem We Solve
Most teams treat AI spend like a black box. Provider invoices arrive weeks after usage. Engineers optimize for latency and quality; finance sees only the bill. Tokenomy closes that gap with a runtime layer that makes every AI dollar accountable.