FrictionMelt - AI Friction Tracker

Track AI friction across ChatGPT, Claude, Gemini & Copilot. Detect errors and usage patterns — no content captured.

FrictionMelt automatically detects friction signals when your team uses AI tools — without capturing any conversation content. HOW IT WORKS • Install the extension and enter your FrictionMelt API key • Visit any supported AI tool (ChatGPT, Claude, Gemini, GitHub Copilot, Microsoft Copilot) • The extension silently tracks metadata: page visits, errors, copy/paste patterns, and rapid interaction signals • Every 5 minutes, buffered events sync to your FrictionMelt dashboard • View aggregated friction insights at app.frictionmelt.com WHAT IT DETECTS • Error messages on AI tool pages (rate limits, network errors, capacity issues) • Copy events (workflow friction — moving AI output elsewhere) • Paste events (multi-tool friction — bringing external context) • Rapid repeated actions (frustration signal — 5+ submits in 10 seconds) • Visit duration and tab switching patterns • Manual friction observations from your team PRIVACY FIRST • NO conversation content is ever captured • NO chat messages, code snippets, or prompts are recorded • Only metadata: tool name, action type, timestamps, error presence • All data sent to your own FrictionMelt instance — you control the data • Full privacy policy: https://frictionmelt.com/privacy SUPPORTED AI TOOLS • ChatGPT (chat.openai.com, chatgpt.com) • Claude (claude.ai) • Google Gemini (gemini.google.com) • GitHub Copilot (github.com/copilot) • Microsoft Copilot (copilot.microsoft.com) ENTERPRISE READY • Configure custom API URL for self-hosted instances • API key authentication • Manual observation input for qualitative friction reports • Designed for teams tracking AI adoption friction at scale Built by Quantamix Solutions BV — https://frictionmelt.com