POTR

Prompt Optimization & Token Reduction — compresses your prompts before they hit Gemini, ChatGPT, and Claude.

POTR: Prompt Optimization & Token Reduction Product Overview POTR is a lightweight, high-performance browser extension designed for power users of LLM interfaces, including ChatGPT, Gemini, and Claude. Its primary function is to automatically intercept, optimize, and compress user prompts prior to submission. By leveraging an intermediary structural optimization process, POTR reduces token consumption by tens of percent while strictly preserving the user's original meaning, intent, and constraints. How It Works POTR acts as a middleware layer within the browser. When a user submits a prompt, the extension temporarily halts the outbound request, processes the raw text through a high-speed Llama 70B model (via the Groq API) to strip redundant phrasing and compress the structure, and then seamlessly injects the optimized payload into the chat interface. Key Features Dramatic Token Savings: Significantly reduces the footprint of long prompts, raw data dumps, and code snippets. This helps users stay well within platform message caps and context window limits without sacrificing output quality. Stealth Mode Execution: POTR is designed to be entirely frictionless. It operates silently in the background with zero visual UI clutter, color flashing, or disruptive page shifts during the optimization process. Real-Time Savings Dashboard: Users can monitor their efficiency via a clean, accessible dashboard (available via the extension pin or settings menu) that tracks historical token reduction and overall optimization metrics. Strict Multilingual Support: Built with robust language demarcation algorithms, POTR detects and preserves the user's input language (e.g., Hebrew, Spanish, etc.). It strictly optimizes structural composition without defaulting to English translations. Full User Control (BYOK): The extension utilizes a "Bring Your Own Key" architecture. Users maintain complete control over the processing engine by supplying their own free Groq API key via a simple, two-step onboarding interface. Privacy-First Architecture: POTR is built on a zero-retention framework. API keys are stored strictly in local browser storage (chrome.storage.local). The extension does not utilize proprietary servers, does not log user prompts, and transmits data solely to the Groq endpoint for the real-time optimization handshake.