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Fix Generated Code on the Fly

Benchify fixes AI-generated code—faster, cheaper, and more reliably than any AI agent.

UserProfile.tsx
React Component
Errors Detected
4 Issues
All Fixed
1// Missing imports
2
3function App() {
4// String literal error
5const greeting = "Hello " + name + "!";
6// Undefined variable reference
7const toggleMenu = () => { setOpen(!open); };
8// Syntax error
9if(count > 0 { console.log(count); }
10return (
11<div>{greeting}</div>
12);
13}
Benchify Fixing
1import React, { useState } from "react";
2
3function App() {
4const name = "User";
5const greeting = `Hello ${name}!`;
6const [open, setOpen] = useState(false);
7const toggleMenu = () => { setOpen(!open); };
8const count = 1;
9if(count > 0) { console.log(count); }
10return (
11<div>{greeting}</div>
12);
13}
Missing imports
String literals
Undefined variables
Syntax errors
The Problem

Unreliable LLM Code is Hurting Your User Experience.

LLMs generate broken code 8-15% of the time, leading to poor user experiences, higher churn, and increased costs. Traditional retries using LLMs are slow, costly, and don't always fix the underlying issues.

Without Benchify

Multiple LLM Retries

Sending code back to expensive LLMs for correction with no guarantee of success

Long Wait Times

Users waiting 30+ seconds for each retry attempt

User Frustration

Broken experiences lead to product abandonment

Increased Costs

Each retry costs you more in LLM API fees

With Benchify

Instant Fixes

Code errors corrected in seconds with a neurosymbolic approach

Reduced Costs

10x cheaper than additional LLM calls

Seamless Experience

Users never see the errors, only working code

Higher Retention

Reliable code builds trust in your product

Core Technology

Non-LLM Technology, Better Results

Benchify's specialized algorithms understand code structure at a deeper level, delivering faster fixes with higher accuracy than general-purpose language models.

Benchify vs LLMs
Performance Metrics

Fix Success Rate

46% better
Benchify
95%
GPT/Claude
65%

Response Time

60x better
Benchify
0.5s
GPT/Claude
30s+

Cost Per Fix

10x+ better
Benchify
$0.02
GPT/Claude
$0.20+
How It Works

Technology That Outperforms LLMs

Our specialized algorithms are built specifically to analyze and fix code errors, unlike general-purpose language models.

Fix Process
Average processing time: 3s

Broken UI

A user interface with errors that cause a poor user experience and prevent functionality.

localhost:3000
Error
ReferenceError: handleSubmit is not defined
Source: ./app/checkout/page.tsx (156:21)

Structure-Aware

Understands code beyond text patterns

Ultra-Fast

3s average processing time

Deterministic

Consistent, reliable results

Cost Effective

10x+ cheaper than LLM approaches

Developer API

Simple Integration

Add Benchify to your product with just a few lines of code. Fix AI-generated code before execution.

LLM Integration Example
// Get code from LLM
const { code: generatedCode, id } = await generateCodeWithLLM(prompt);

// Fix potential issues with Benchify
  const response = await benchify.fixer.run({
    files: generatedCode
  });

// Apply the fixes if build was successful
const { success, build_output, diff } = await response.json();
const fixedCode = success ? applyPatch(generatedCode, diff) : generatedCode;

One API Call Away

Seamlessly integrate with your existing LLM workflow. Our API ensures reliability and performance without adding complexity to your codebase.

Ready to use

Works with all major LLM providers

Ultra-fast response

3s average response time

Use Cases

Perfectly Designed for AI-Powered Experiences

See how Benchify transforms AI-generated code into flawless solutions for real-world applications.

UI Builders

Deliver flawless drag-and-drop experiences without coding hiccups. When AI generates UI components, Benchify ensures they render correctly by fixing class references and syntax issues.

UI Builder
AI Assistant
You
Create a button component with hover effects
AI

Here's a button component with hover effects:

<button
className="btn hover:bg-blue-600"
>Click me</button>
Preview
Rendering...
Component Error
Invalid CSS class reference: 'btn' not found
Auto-fix enabled
AI Agent Console
Task Runner
live
Session started 2m ago
Generate API schema1.2s
Deploy to server
Fixing...
Error: Missing imports
+ Adding express to imports...
Deploy to server3.5s
Connected
|
agent-runtime-v1.4.2
2/3 Tasks Completed

AI Agents

Ensure your autonomous agents always produce functional tasks. Benchify automatically detects build and runtime failures and resolves issues to keep your AI agents running smoothly.

Custom Integration

API

Have a unique use case? Benchify's flexible API can be tailored to any AI-powered workflow where code quality and reliability matter.

API Example
const response = await benchify.fixer.run({
  files: generatedCode
});
Get Started

Ready to Ensure Every Generated Line of Code Works?

Join leading companies already improving their AI code generation with Benchify Fixer API.

Fix Speed
Seconds
Success Rate
95%+
Setup Time
~10 minutes
API Calls
Pay-as-you-go
Languages
Typescript
Enterprise Support
Available