Introducing PromptOS

The Intelligent Prompt Operating System

Enhance, learn from, and personalize prompts across multiple domains with our LLM-agnostic platform powered by Gemini.

Phase 1 - MVP

Core Features

Our MVP delivers essential functionality to enhance your prompt engineering workflow.

Prompt Enhancer

User inputs a prompt → Enhanced by Gemini → Before/After shown

LLM Output Comparison

Toggle outputs from GPT-4, Claude, Gemini

Prompt Scoring

Predict Prompt Effectiveness (Clarity, Specificity, Model Compatibility)

Feedback Collector

Thumbs up/down + comments + save to profile

Prompt Library

Save enhanced prompts by category (e.g code, image, case study)

User Profile + Memory

Personalized prompt tuning based on usage & feedback (Coming Soon...)

Phase 2 - Power Features

Advanced Capabilities

Our roadmap includes powerful features to take your prompt engineering to the next level.

Prompt-to-Agent

Turn repeated prompt patterns into custom 'Prompt Agents'

Feedback Learning Loop

Fine-tune Gemini on user feedback & new improved prompts

Prompt Versioning

Track how a prompt evolves with edits, feedback, and output quality

Prompt Collaboration

Share Prompt Packs / Agents with teams or public

Auto-Prompt Selector

Based on input intent → auto-picks best model + template

Analytics Dashboard

Visualize prompt usage, effectiveness, feedback scores

How It Works

System Architecture

PromptOS is built on a robust architecture designed for continuous learning and improvement.

Prompt-Output Pairs

  • •
    Original → Enhanced Prompt
  • •
    Prompt → Expected Output (optional)

Feedback Dataset

  • •
    Prompt + Response + User Rating + Comments

Use-Case Context

  • •
    Domain tags (e.g. code, design, marketing)
  • •
    User profile features (experience level, preference style)

RLHF / RLAIF Loop

  • •
    Fine-tune on user-preferred enhancements
  • •
    Optionally retrain daily/weekly on top-rated data
Success Metrics

Measuring Impact

We track these key metrics to ensure PromptOS delivers real value.

Prompt Improvement Score

% increase in prompt clarity/specificity

Feedback Positivity Rate

Measure user satisfaction per enhancement

Output Quality Score

(Optional, rated by model or human)

Ready to Supercharge Your Prompts?

Join PromptOS today and transform how you interact with AI models.