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$
USD
I will debug and improve your ai chatbot or llm app
Merlin
About this gig
Is your AI chatbot or LLM app giving inaccurate answers, behaving unpredictably, or underperforming? I'm here to fix and optimize it.
I specialize in debugging and improving AI systems powered by LLMs. Whether your chatbot suffers from hallucinations, poor response quality, high API costs, or weak user experience, I identify the root issues and turn your AI into a reliable, high-performing solution.
What I can do for you:
- Debug chatbot errors and unstable behavior
- Fix hallucinations and improve response accuracy
- Optimize prompts and system instructions
- Reduce API costs and improve efficiency
- Enhance UX and conversation flow
Perfect for:
- AI chatbots & SaaS applications
- LLM-powered tools and automation systems
- Businesses struggling with AI performance
Why choose me?
- Practical, results-driven optimization
- Clear communication and fast delivery
- Focus on performance, accuracy, and cost savings
Your AI should work smoothly and deliver real value. Lets debug, optimize, and take your AI to the next level.
Message me before ordering to get started.
Get to know Merlin
Merlin
Fix your AI: smarter answers, lower costs, better UX
- FromUnited Kingdom
- Member sinceMar 2026
Languages
English, Spanish, French
I help businesses fix and optimize AI systems that don’t perform as expected. If your AI is giving wrong answers (hallucinations), costing too much, or delivering a poor user experience, I can turn it into a reliable and efficient tool. I specialize in improving GPT-based apps, chatbots, and LLM workflows by refining prompts, reducing API costs, and enhancing UX. My focus is simple: make your AI smarter, faster, and more cost-effective so it actually delivers real results for your business. Let’s transform your AI into something users trust.
FAQ
What kind of issues can you fix in my AI chatbot or LLM app?
I fix problems like inaccurate responses (hallucinations), bugs, slow performance, high API costs, and poor user experience.
Can you improve the accuracy of my AI responses?
Yes. I refine prompts, logic, and workflows to significantly improve response quality and reliability.
Do you work with all AI chatbot platforms?
I work with most GPT-based systems, LLM apps, and custom AI tools. Message me to confirm your specific setup.
Will you need access to my code or system?
Access helps speed up debugging, but if unavailable, I can still guide you based on your system details.
How long does it take to fix my AI issues?
It depends on complexity, but most issues can be diagnosed quickly and improved within a short time.
