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App Builders

Generated code that always works

Benchify repairs LLM-generated code in real time—delivering error-free results, faster generations, and lower costs.

1
LLM generates code
AI creates component with potential issues
2
Benchify intercepts
Automatic detection & repair
3
Users see perfect App
No errors, no debugging needed
Your users never see the errors — we fix them before they happen
The Problem

Generated code is brittle

Any issue in generated code leads to broken apps and long repair times.

Errors slip through

Error detection is difficult and faliable. Missed errors lead to error screens for users and long repair times.

App crashed
Runtime Error
Cannot read properties of undefined
TypeError: Cannot read properties of undefined
at Component.render (App.js:23)
at React.createElement
Developer waiting...
LLM trying to fix the code
1
Attempt 1
Processing...
34s
2
Attempt 2
17s
3
Attempt 3
47s
0:34
Time elapsed

Long Wait Times

Regardless of whether the issue is caught before users see it or after, LLM repair loops take a long time to resolve. Users are often left staring at loading screens, waiting for a fix.

Burnt Tokens

The errors LLMs leave behind are the very ones they struggle to repair—causing long, costly attempts with little success.

Token costs
1
Retry 1
$0.20
2
Retry 2
$0.53
3
Retry 3
$0.15
4
Retry 4
$0.34
$0.20
Running total

Every failed attempt compounds the problem: going back with vague prompts, waiting for retries, and burning tokens without success.

Fixes in a second, not minutes

Benchify instantly repairs LLM-generated code — without sending it back to the model. You skip the loop entirely and keep building.

Endless Debug Loops

1-3 minutes

Send broken code back to the LLM, wait for retries, hope it works this time.

Debug Loop #1
Still trying...
LLM Generation
Generate...
0:53
Total time

Benchify Fix

1s

Analyze, repair, and deliver working code in about a second. No loops, no waiting.

Benchify Repair
Real-time fix
Code Analysis
Scanning for errors...
Auto Repair
Waiting...
Ready to Deploy
Waiting...
0:01
Total time

Speed Improvement

Traditional1-3 min

Traditional debugging

Benchify1s

Benchify repair

60x faster

Cost Reduction

Traditional$0.25+

Per retry cycle

Benchify$0.02

No API calls

90% savings

Why Builders Love Benchify

Faster generation, cheaper LLM bills, and happier users.

Instant Fixes
Works in seconds, automatically fixing code errors without manual intervention.
Cost-Effective
Avoid extra LLM calls for code fixes.
Reduced Churn
Fewer errors and faster generations means happier users and better adoption.

Drop in replacement for LLM loops

Easily fix code generated by any LLM provider or tool via our API or SDKs.

example.py
TypeScript SDK Example
import { Benchify } from 'benchify'
 
// Initialize client
const benchify = new Benchify({
apiKey: 'BENCHIFY_API_KEY'
});
 
// Get code from LLM
let files = await generateCode(prompt);
 
// Fix potential issues with Benchify
files = await benchify.runFixer({
files
});
 
// Send files to sandbox
await createSandbox({
files,
});
 

Integrate into your build pipeline, preview step, or code generation backend.

Get Started

Ready to Ensure Every Generated Line of Code Works?

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