Overview

Langfa.st is a fast, no-signup prompt engineering playground that helps teams design, test, and optimize AI prompts with full control and minimal friction. Our platform is built for prompt engineers, developers, and product teams working with large language models (LLMs) who need to rapidly iterate and validate prompt behavior before going to production.

With Langfa.st, users can use Jinja2 templating to insert dynamic variables, test multiple prompt scenarios, and instantly view raw outputs from models without any API abstraction or noise. This allows for faster debugging, deeper understanding of model responses, and better alignment between prompt structure and expected behavior.

We designed Langfa.st to remove the biggest blockers in AI product development — slow iteration cycles, fragile testing setups, and lack of collaboration tools. Users can easily share prompts with teammates, reuse prompt components, compare outputs, and build a library of high-quality, production-ready prompts.

Whether you're building an AI writing tool, a chatbot, a content generation system, or any LLM-powered experience, Langfa.st gives you the environment to test faster, collaborate better, and build smarter.

Core Features

  • Prompt versioning and snapshot comparisons

  • Side-by-side and diff-style output testing

  • Flexible schema-based evaluation of structured AI output

  • Support for OpenAI and local models

  • Real-time feedback capture from team or testers

  • Auto-scoring with custom rules or few-shot examples

  • GitHub-style prompt collaboration with history and comments

  • HTML and JSON output rendering

  • Secure prompt management with role-based access

Use Cases

  • Product managers testing AI features before release

  • Prompt engineers optimizing and debugging system prompts

  • QA teams automating validation of AI-generated content

  • AI researchers comparing model responses under different prompt setups

  • Developers building prompt workflows with reproducible outputs

  • Startups validating business-critical AI features in production

  • Teams conducting regression testing on prompt performance

Pros & Cons

Pros

  • Instant access without signup
  • Dynamic and flexible prompting
  • No API abstractions
  • Customizable workspace for users
  • Seamless collaboration features
  • Pay-as-you-go pricing model
  • User-friendly interface
  • Real-time feedback on prompts
  • Supports various use cases
  • Ideal for teams and individuals

Cons

  • Limited features in free version
  • Requires internet access
  • No mobile app available
  • Learning curve for advanced features
  • May not suit all AI applications

FAQs

🚀 Launch Your Startup in Days, Not Weeks!

Supercharge your SaaS or AI tool development with ShipFast

Key Features:

🛠️

NextJS Boilerplate

Production-ready setup with essential integrations

💳

Payment Processing

Stripe & Lemon Squeezy integration

🔐

Authentication

Google OAuth & Magic Links for secure login

📊

Databases

MongoDB & Supabase integration

📨

Email Integration

Mailgun setup for transactional emails

🎨

UI Components

Ready-to-use components and animations

Time Saved:

  • 4 hours on email setup
  • 6 hours on landing page design
  • 4 hours handling Stripe webhooks
  • 2 hours on SEO tag implementation
  • 3 hours on DNS record configuration

🎉 Limited Time Offer: $100 off for the next 12 visionaries! Only 12 spots left!

"I shipped in 6 days as a noob coder... This is awesome!" - Happy ShipFast User

"ShipFast helped me launch my AI tool and reach $450 MRR in just 10 days!" - Christian H.

Featured

Luma AI

Luma AI

Dream Machine

freemium
Video Generation
Midjourney

Midjourney

Create AI generated images from a text prompt

freemium
Text to Image
Vercel AI SDK

Vercel AI SDK

The AI Toolkit for TypeScript

free
SDK
QuillBot

QuillBot

QuillBot AI

freemium
Paraphrasing
Capital Companion

Capital Companion

Adding an AI Edge to Trading and Investing

freemium
AI Trading Assistant
Easy Folders

Easy Folders

All-in-one Chrome extension for ChatGPT & Claude.

freemium
Assistant
Perplexity

Perplexity

Where knowledge begins

freemium
Search Engine
Taskade

Taskade

AI-Powered Productivity. A Second Brain for Teams

freemium
Productivity
Kling AI

Kling AI

Next-Generation AI Creative Studio

freemium
Text to Video
AI Content Detector by Leap AI

AI Content Detector by Leap AI

Use our free AI Content detector to analyze text and see if it was generated by AI or not. AI Checker tool, 100% free forever.

free
AI Content Detector
Cursor

Cursor

The AI Code Editor

freemium
Code Editor
Groq

Groq

A GroqLabs AI Language Interface.

freemium
Language Processing Unit
Vidnoz AI

Vidnoz AI

Free AI Video Generator

freemium
Video Generation
Hugging Face

Hugging Face

The AI community building the future

freemium
Machine Learning
Humanize AI

Humanize AI

“Where AI Gets Its Human Touch.”

freemium
AI Humanizer
Lunary AI

Lunary AI

The production platform for LLM apps.

freemium
Development
FLUX.1 [schnell]

FLUX.1 [schnell]

The fastest image generation model tailored for local development and personal use

freemium
AI Models
ChatPDF

ChatPDF

Chat with any PDF - Your PDF AI to ask your PDF anything

freemium
Chat with PDF
Stability AI

Stability AI

Activating humanity's potential through generative AI

freemium
Open Source
AI PDF Summarizer by PDF Guru

AI PDF Summarizer by PDF Guru

PDF Summarizer

freemium
PDF Summarizer
FLUX.1 [pro]

FLUX.1 [pro]

State-of-the-art image generation with top of the line prompt following, visual quality, image detail and output diversity.

paid
AI Models
VEED.IO

VEED.IO

AI Video Editor - Fast, Online, Free

freemium
Video Editing
Claude 3.5 Sonnet

Claude 3.5 Sonnet

Our most capable model yet

freemium
AI Models
Runway

Runway

Tools for human imagination

freemium
AI Video Generation
Directonaut

Directonaut

Marketing accelerator as a software

freemium
Marketing Tool
FLUX.1 [dev]

FLUX.1 [dev]

A 12 billion parameter rectified flow transformer capable of generating images from text descriptions

freemium
AI Models
AI Hairstyle

AI Hairstyle

AI Hairstyle

free
AI Hairstyle Generator
Vheer

Vheer

Free-to-use image generator

free
AI Image Generation
Luma AI by Serviceaide

Luma AI by Serviceaide

Activate AI for your Enterprise

freemium
AI Automation
Movavi

Movavi

AI-powered video editing tool

freemium
Video Editing
AnotherWrapper

AnotherWrapper

10+ customizable AI demo apps: pick one, make it yours, launch your startup quickly and start making money

paid
AI Development
Raycast

Raycast

Your shortcut to everything

freemium
Productivity
Supermaven

Supermaven

Free AI Code Completion

freemium
Development
Undetectable AI

Undetectable AI

AI Detector, AI Checker, & AI Humanizer

freemium
AI Detection
AI Paraphrasing Tool by Leap AI

AI Paraphrasing Tool by Leap AI

Rephrase any text in seconds with this free AI paraphrasing tool. Rewrite, edit and change the tone of sentences with ease.

free
Paraphrasing
Langfa.st

Langfa.st

AI Prompt Testing Plarform

freemium
AI Tools
SoundHound AI

SoundHound AI

Technology for a voice-enabled world

freemium
Voice AI
v0.dev

v0.dev

Generate UI with simple text prompts. Copy, paste, ship.

freemium
No-Code
AI Clothes Changer

AI Clothes Changer

AI Clothes Changer

free
Virtual Try-On
Typefully

Typefully

Write better content Grow your audience faster

freemium
Social Media
Gemini

Gemini

Chat to supercharge your ideas - Google

freemium
Assistant
Midday

Midday

Run your business smarter

freemium
Business
Video Background Remover

Video Background Remover

AI Design

freemium
Video Editing
Vidnoz AI: Create Free AI Videos in 1 Minute