9.1x Prompt Clarity Improvement

Transform Vague Prompts
Into Clear Instructions

"Build a landing page" β†’ Transformed into structured prompts AI understands perfectly.
70% Token Savings, Better Response Quality, 80% Less Retries

description View Docs
PromptBridge β€” zsh
$ pb gemini
[PromptBridge]> !opt
🧠 Optimizing...
βœ“ Optimization Complete!
Optimized Prompt:
βœ“ Sent! Credits: -0.0003
[PromptBridge]>
9.1x
Prompt Clarity
70%
Token Efficiency
100%
Complex Request Success
4.2x
Request Decomposition
~$0.00085
1회 μ΅œμ ν™” λΉ„μš©

Before & After

See real transformation examples

close Before 18 tokens
Build a landing page
warning AI doesn't know what to build
check_circle After (PromptBridge) 119 tokens
Build a responsive landing page. FIRST ask about target audience, preferred tech stack (HTML/CSS/JS, React/Vue), and required sections (hero, features, pricing). Then implement step-by-step with runnable code. RESPONSE LANGUAGE: Korean.
check Clear instructions + Step-by-step + Language policy
Input
"Fix the bug"
β†’ Error analysis β†’ Root cause β†’ Fix explanation β†’ Apply
Input
"Why doesn't this work"
β†’ Gather info β†’ Analyze symptoms β†’ Identify cause β†’ Solution
Input
"Build an API"
β†’ Check stack β†’ Endpoints β†’ Schema β†’ Example code

Core Features

Prompt optimization for developers

psychology

Intent Preservation

Doesn't assume user intent. Guides AI to ask clarifying questions.

translate

English Conversion

Converts prompts to English for 70% token efficiency. Responses in original language.

terminal

CLI Integration

Seamlessly integrates with Gemini, Claude, OpenCode CLI.

payments

Credit Management

Real-time usage tracking. Per-token billing for Input/Cached/Output.

verified 100% Success Rate Β· 4.2x Avg Expansion

Handles Complex Requests

Transforms vague and complex requests into structured instructions

account_tree

Request Decomposition

Input
"Build a company website with login, board, and payment"
Decomposed Tasks (6)
βœ“ Auth System
βœ“ Board CRUD
βœ“ Payment Integration
βœ“ Tech Stack Selection
βœ“ Security (CSRF/XSS)
βœ“ Responsive UI
help_center

Context-less Request Handling

Input
"This keeps erroring, why?"
Structured Approach
1. Request error msg 2. Repro steps 3. Root cause 4. Fix proposal 5. Verification
architecture

Architecture Decision Support

Input
"Convert to microservices"
Consideration Framework (6.6x)
β€’ Service boundaries
β€’ Data ownership
β€’ Communication (REST/gRPC)
β€’ Deployment model
β€’ Migration plan
β€’ Auth/authz strategy
lightbulb

Ambiguity Recognition

Input
"Make this better"
Auto Clarification Request
β†’ Ask what "better" means
β†’ Confirm scope and constraints
β†’ Request specific improvement direction

How It Works

Get started in 3 steps

1

Run CLI

$ pb gemini
2

Login

[PromptBridge]> !login
3

Optimize

[PromptBridge]> !opt build landing page

Start Now

Start free, scale as you need.
Optimize prompts at just ~$0.0003 per request.

View Docs