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TokenWatch – Real-Time AI API Cost Monitor for OpenAI/Anthropic/Gemini

TokenWatch – Real-Time AI API Cost Monitor for OpenAI/Anthropic/Gemini

by avolcoff·Mar 13, 2026·1 point·0 comments

AI Analysis

MidShip ItSolve My Problem

Multi-provider cost dashboard when LangFuse and Helicone already do this.

Strengths
  • Duplicate call detection identifies wasted spend from redundant API requests specifically.
  • Free tier with no credit card removes friction for indie developers testing quickly.
  • Unified dashboard aggregates OpenAI, Anthropic, and Gemini spend in single view.
Weaknesses
  • Built in 2 days suggests MVP without deeper optimization or caching intelligence.
  • LLM observability space has well-funded competitors like LangFuse, Helicone, Portkey.
Target Audience

Developers building LLM applications, startup engineering teams

Similar To

LangFuse · Helicone · Portkey

Post Description

Hey HN! Built this after watching engineering teams repeatedly get surprised by AI API invoices — no visibility into spend until the bill landed.

TokenWatch connects to your OpenAI, Anthropic, and Gemini keys and gives you: - Real-time spend dashboard across projects - Budget thresholds with proactive alerts - Anomaly detection for unusual cost spikes - Duplicate call detection (biggest source of wasted spend I've seen)

Free tier supports up to 3 AI systems. Built this in ~2 days as a solo project. Happy to answer anything about the build or the problem space.

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