Refactor Code for your ai wrapper / llm app
Expert refactor code tailored to ai wrapper / llm apps. We identify the specific issues ai wrapper / llm apps face and fix them for production. From $19.
AI Wrapper / LLM App challenges we solve
Common ai wrapper / llm app issues that our refactor code service addresses.
API cost management
LLM API calls are expensive. A single unoptimized prompt can cost cents per request — which adds up fast with real users. You need token counting, cost tracking, usage limits per user, and prompt optimization to stay profitable.
Response time variability
LLM responses take 1-30 seconds depending on prompt complexity, model load, and output length. Your UI needs streaming responses, loading states, and timeout handling. Users abandon apps that feel slow.
Error handling for AI responses
The AI model might: return an error, time out, return malformed output, refuse to answer, or hallucinate. Each case needs specific handling. AI tools build the happy path but not the many failure modes.
Prompt injection and security
Users can manipulate your AI's behavior through carefully crafted inputs — making it ignore instructions, reveal system prompts, or produce harmful output. Input sanitization and output validation are essential.
What we check
Key areas we review for ai wrapper / llm app refactor code projects.
API key security — LLM API keys stored server-side, never exposed to client
Cost controls — per-user limits, token counting, usage monitoring
Streaming implementation — proper SSE/streaming for LLM responses
Error handling — timeouts, rate limits, model errors, malformed output
Prompt injection protection — input sanitization, output validation
Not sure if your app passes? Our code audit ($19) checks all of these and more.
Start with a self-serve audit
Get a professional refactor code of your ai wrapper / llm app project at a fixed price.
External Security Scan
Black-box review of your public-facing app. No code access needed.
- OWASP Top 10 vulnerability check
- SSL/TLS configuration analysis
- Security header assessment
- Expert review within 24h
Code Audit
In-depth review of your source code for security, quality, and best practices.
- Security vulnerability analysis
- Code quality review
- Dependency audit
- Architecture review
- Expert + AI code analysis
Complete Bundle
Both scans in one package with cross-referenced findings.
- Everything in both products
- Cross-referenced findings
- Unified action plan
100% credited toward any paid service. Start with an audit, then let us fix what we find.
How it works
Tell us about your app
Share your project details and what you need help with.
Expert + AI audit
A human expert assisted by AI reviews your code within 24 hours.
Launch with confidence
We fix what needs fixing and stick around to help.
Frequently asked questions
Do you offer refactor code for ai wrapper / llm apps?
Yes. We provide refactor code specifically tailored to ai wrapper / llm app applications. We understand the unique requirements of ai wrapper / llm app projects and the common issues that need attention before production use.
What refactor code issues do you typically find in ai wrapper / llm app projects?
Common issues in ai wrapper / llm app projects that affect refactor code include: api cost management, response time variability, error handling for ai responses. We identify and address all of these as part of our refactor code service.
How do I get started with refactor code for my ai wrapper / llm app?
Start with our code audit ($19) to get a clear picture of your ai wrapper / llm app project's refactor code needs. We'll provide a prioritized report and a fixed quote for any follow-up work.
How much does refactor code cost for a ai wrapper / llm app?
Our code audit starts at $19 and gives you a prioritized report. Follow-up refactor code work is scoped with a fixed quote based on your ai wrapper / llm app project's specific needs. No hourly billing.
Related resources
Other Services for AI Wrapper / LLM App
Need refactor code help for your ai wrapper / llm app?
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.