I will fix and improve your rag chatbot or llm app
About this gig
Is your RAG chatbot giving wrong or irrelevant answers, running slowly, or costing too much? I'll find the cause and fix it.
What I review:
- Document chunking and embeddings
- Retrieval and re-ranking
- Prompts and tool calling
- Latency and API cost
- How answers are tested
What you get:
- Written findings in plain English
- Fixes applied to your code (or a pull request)
- A small test set so you can check quality yourself
Works with LangChain, LangGraph and custom Python pipelines.
Message me first with a short description of the problem and, if possible, repository access or a code sample. Work outside the agreed scope gets a new quote before it starts.
Get to know Sarmad
AI Solutions Architect, Generative AI, RAG and Agentic Workflows
- FromPakistan
- Member sinceFeb 2024
- Avg. response time1 hour
- Last delivery7 months
Languages
Urdu, English
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FAQ
What do you need from me?
A short description of the problem, a few example questions with the answers you expected, and repository access or a code sample. Please remove API keys first.
Can you guarantee better answers?
I can't promise a specific accuracy number. I'll show you the cause of each problem, the fix, and before-and-after results on your example questions.
Which frameworks do you work with?
LangChain, LangGraph and custom Python pipelines.
What if I need something outside the agreed scope?
Scope changes get a new quote and timeline before any work starts, so you always know the cost in advance.
Is there support after delivery?
Yes, 7 days of free bug-fix support for issues in my fixes. New features and third-party API outages aren't covered.

