Tokenwise
Stop overpaying for LLM tokens with smart cost visibility.
Quick verdict
Tokenwise is an intelligent LLM proxy tool designed to help developers, startups, and engineering teams gain full visibility into their AI API spending and identify exactly where they are overpaying. By sitting between your application and large language model providers like OpenAI, Anthropic, and others, Tokenwise intercepts requests and delivers detailed cost breakdowns so you can make data-driven decisions about your AI infrastructure. The tool is especially useful for teams running multiple LLM-powered features simultaneously, where token costs can spiral quickly and silently without proper monitoring. Tokenwise surfaces inefficiencies in prompt design, model selection, and request frequency, giving engineers and product managers the insights they need to optimize spending without sacrificing output quality. Whether you are a solo developer prototyping with GPT-4 or an enterprise team processing millions of tokens per month, Tokenwise helps you understand your true AI costs and take action to reduce them.
Key features
- LLM proxy that intercepts and logs all API requests in real time
- Detailed token cost breakdown by model, endpoint, and feature
- Prompt efficiency analysis to identify expensive or redundant patterns
- Multi-provider support covering OpenAI, Anthropic, and other major LLM APIs
Pros & cons
- +Provides clear, actionable visibility into AI spending that is otherwise hard to track
- +Easy proxy-based setup requires minimal code changes to existing applications
- +Helps teams optimize prompts and model choices based on real cost data
- −Routing all LLM traffic through a third-party proxy may raise latency or security concerns for some teams
- −The tool is relatively new, so long-term reliability and feature depth are still being established
Pricing
Free tier available with basic cost tracking and limited request volume
Paid plans estimated from $19/month for higher usage and advanced analytics
Custom enterprise pricing available for high-volume teams
Who is it for
- →Tracking and reducing monthly LLM API costs for SaaS products
- →Auditing which app features consume the most tokens and budget
- →Comparing cost efficiency across different LLM providers and models
Frequently asked questions
Is Tokenwise free?
Tokenwise offers a free tier that includes basic cost tracking and a limited volume of monitored requests, making it accessible for individual developers and small projects to get started without upfront cost.
What is Tokenwise best used for?
Tokenwise is best used for monitoring and reducing LLM API expenses. It is ideal for development teams that want to understand which parts of their application are consuming the most tokens and identify opportunities to cut costs by optimizing prompts or switching models.
What are the best alternatives to Tokenwise?
Alternatives to Tokenwise include Helicone, LangSmith, PromptLayer, and OpenAI's native usage dashboard. These tools also offer LLM observability and cost tracking features, though each has different strengths in logging depth, integrations, and pricing.
Is Tokenwise safe to use?
Tokenwise operates as a proxy, meaning your API requests pass through its infrastructure. While the tool is designed for developer use, teams handling sensitive data should review its privacy policy and data handling practices before routing production traffic through it.
How much does Tokenwise cost?
Tokenwise has a free tier for basic usage. Paid plans are estimated to start around $19 per month for higher request volumes and more advanced analytics features. Enterprise pricing is available for large teams with custom needs.
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