FrictionMelt Tracker by Harish Kumar

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