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I will test your rag chatbot for hallucinations and prompt injection
Deny
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Is your RAG chatbot accurate, secure and ready for real users?
I will perform a structured RAG chatbot audit covering retrieval quality, hallucinations, response accuracy, citations and production guardrails.
The audit can include:
- Retrieval relevance testing
- Hallucination and accuracy checks
- Citation and source validation
- Prompt-injection testing
- Jailbreak and data-leakage checks
- Out-of-scope response evaluation
- System-prompt and guardrail review
- Prioritized remediation recommendations
- Before-and-after retesting
You will receive a professional report containing test results, severity levels, failed examples and actionable recommendations. Premium orders can include agreed prompt, retrieval or guardrail improvements for one chatbot.
I am a Senior ML and GenAI Engineer with experience in production RAG, AI agents, LLM evaluation, voice AI and MLOps.
Please message me before ordering if your system uses custom tools, sensitive data or private infrastructure.
Conoce a Deny
Deny
Senior ML Engineer, RAG, AI Agents and MLOps
- DePakistán
- Miembro desdedic 2020
- Responde aprox. en:1 hora
- Última entrega3 años
Idiomas
Inglés, Urdu
Senior ML and GenAI Engineer with 5+ years of experience building and deploying production AI systems. I help businesses evaluate RAG chatbots, develop reliable AI agents, deploy machine learning models, and improve AI accuracy, security, and scalability.
My stack includes Python, PyTorch, TensorFlow, FastAPI, LangChain, LangGraph, Docker, Kubernetes, Redis, AWS, Azure, and GCP. I focus on clear communication, maintainable engineering, measurable outcomes, and dependable delivery from technical assessment through production deployment.
FAQ
Do you need source code?
Not for black-box testing. Source access is required only for implementation or code-level fixes.
Will you fix the identified issues?
Standard includes recommendations. Premium includes agreed fixes and retesting.
Is this a complete penetration test?
No. It covers RAG, LLM and AI-agent behaviour, not network or infrastructure security.
What will I receive?
A structured report with test results, severity levels, failed responses and recommended improvements.
