Built a ai wrapper / llm app with Same.dev?
We'll make it production-ready.
AI wrapper apps — products built on top of OpenAI, Anthropic, or other LLM APIs — have unique production challenges. The AI model is a black box that's slow, expensive, and unpredictable. Your app needs to handle variable response times, API failures, cost management, and output quality control in ways that standard web apps don't.
AI Wrapper / LLM App challenges in Same.dev apps
Building a ai wrapper / llm app with Same.dev is a great start — but these challenges need attention before launch.
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.
Rate limiting and queuing
LLM APIs have rate limits. When many users make requests simultaneously, you need a queue system to manage the flow and provide feedback to waiting users. Without this, users get API errors during peak usage.
Output quality control
LLM responses aren't deterministic — the same prompt can produce different quality results. You need output validation, retry logic for poor responses, and potentially human review for critical outputs.
What we check in your Same.dev ai wrapper / llm app
Common Same.dev issues we fix
Beyond ai wrapper / llm app-specific issues, these are Same.dev patterns we commonly fix.
Cloned design may violate original site's copyright
Same.dev reproduces visual layouts, color schemes, and component structures from existing sites. Using a competitor's or commercial site's design as your starting point can constitute copyright infringement or unfair competition.
No backend or API layer generated
Same.dev clones frontend presentation only. Navigation links, forms, and interactive elements exist in the UI but have no server, database, or API behind them — everything requires backend implementation from scratch.
Scraped content and assets need full replacement
Generated codebases contain the original site's text, images, and media as placeholder content. Shipping with scraped third-party assets is a licensing violation and a branding problem.
Broken interactions from missing state management
Dropdowns, modals, carousels, and tabs are rendered structurally but wired to no logic. Interactive elements appear functional in the UI but do nothing on click.
Start with a self-serve audit
Get a professional review of your Same.dev ai wrapper / llm app 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.
Frequently asked questions
Can I build a ai wrapper / llm app with Same.dev?
Same.dev is a great starting point for a ai wrapper / llm app. It handles the initial scaffolding well, but ai wrapper / llm apps have specific requirements — api cost management and response time variability — that need professional attention before launch.
What issues does Same.dev leave in ai wrapper / llm apps?
Common issues include: cloned design may violate original site's copyright, no backend or api layer generated, scraped content and assets need full replacement. For a ai wrapper / llm app specifically, these issues are compounded by the need for api cost management.
How do I make my Same.dev ai wrapper / llm app production-ready?
Start with our code audit ($19) to get a clear picture of what needs fixing. For most Same.dev-built ai wrapper / llm apps, the critical path is: security review, then fixing core flow reliability, then deployment. We provide a fixed quote after the audit.
How much does it cost to fix a Same.dev-built ai wrapper / llm app?
Our code audit is $19 and gives you a complete report of issues. Fixes start at $199 with our Fix & Ship plan. For larger ai wrapper / llm app projects, we provide a custom fixed quote after the audit — no hourly billing.
Get your Same.dev ai wrapper / llm app production-ready
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.