You will get Expert Audit for RAG Systems: Diagnosing Hallucinations & Latency
Project details
Is your RAG chatbot hallucinating, responding slowly, or failing to retrieve the right context?
Many AI projects work great as a demo but fail in production due to poor retrieval strategies, unoptimized vector search, or messy code architecture.
I am a Senior Software Engineer with 10 years of experience (plus 3 years specializing in AI/LLMs). Unlike generic developers who just "connect APIs," I bring a deterministic engineering approach to probabilistic AI problems.
What I will do for you: I will perform a comprehensive audit of your existing RAG pipeline to identify the root causes of low accuracy and high latency. I don't just give vague advice; I look at your code, your embeddings, and your chunking strategy.
You will receive: A professional Audit Report that includes:
Root Cause Analysis: Why the AI is failing (e.g., poor chunking, sparse vector mismatch).
Performance Review: Latency bottlenecks in your Python/LangChain logic.
Actionable Roadmap: Specific steps to fix the bugs and optimize costs.
Stop guessing why your AI isn't working. Let's diagnose it with engineering rigor.
Many AI projects work great as a demo but fail in production due to poor retrieval strategies, unoptimized vector search, or messy code architecture.
I am a Senior Software Engineer with 10 years of experience (plus 3 years specializing in AI/LLMs). Unlike generic developers who just "connect APIs," I bring a deterministic engineering approach to probabilistic AI problems.
What I will do for you: I will perform a comprehensive audit of your existing RAG pipeline to identify the root causes of low accuracy and high latency. I don't just give vague advice; I look at your code, your embeddings, and your chunking strategy.
You will receive: A professional Audit Report that includes:
Root Cause Analysis: Why the AI is failing (e.g., poor chunking, sparse vector mismatch).
Performance Review: Latency bottlenecks in your Python/LangChain logic.
Actionable Roadmap: Specific steps to fix the bugs and optimize costs.
Stop guessing why your AI isn't working. Let's diagnose it with engineering rigor.
AI Development Type
Deep Learning, Knowledge Representation, Model Tuning, Software MaintenanceAI Tools
Amazon SageMaker, Azure Machine Learning, MLflow, NVIDIA AI PlatformAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$10
|
Standard
$100
|
Advanced
$260
|
|---|---|---|---|
| Delivery Time | 1 day | 2 days | 3 days |
Number of Revisions | 1 | 2 | 4 |
AI Model Integration | - | - | - |
Detailed Code Comments | - | - | - |
Knowledge Graph | - | - | - |
Model Documentation | - | - | - |
Ontology | - | - | - |
Source Code | - | ||
Taxonomy | - | - | - |
Frequently asked questions
About Anna
Senior Software & AI Engineer | RAG Optimization & Bug Fixing
Shanghai, China - 8:04 am local time
With 10 years as a Senior Software Engineer and 3 years in AI Engineering, I possess the unique ability to debug probabilistic AI behavior with deterministic software engineering rigor. I bridge the gap between 'it works on my machine' and 'it works for your customers'.
- RAG Bug Fixing: Diagnosing and fixing Hallucinations using advanced chunking strategies and Hybrid Search (Keyword + Semantic).
- Performance Tuning: Reducing Latency and API costs by optimizing Vector DB queries (Pinecone/Weaviate) and implementing Caching/Routing strategies.
- Evaluation Systems: Setting up automated evaluation pipelines using Ragas or TruLens to audit your AI's accuracy.
- Agentic Workflows: Building stateful, predictable agents using LangGraph to prevent execution errors.
Send me a message with a brief overview of your RAG architecture or the specific error logs you are facing. I can provide a quick initial assessment on where the bottleneck likely lies.
Steps for completing your project
After purchasing the project, send requirements so Anna can start the project.
Delivery time starts when Anna receives requirements from you.
Anna works on your project following the steps below.
Revisions may occur after the delivery date.
Access & Requirements
You share access to your codebase (GitHub/GitLab) or relevant code snippets, along with a description of the specific issues (e.g., "It hallucinates on topic X").
Deep Dive Audit
I analyze your retrieval logic, Vector DB configuration, and prompt templates to identify bottlenecks and logic flaws.