I’m Muaz Ashraf, your technical ally in tackling challenges related to AI and automation. With a background in Generative AI, NLP, and intelligent system design, I offer AI consulting services to help organizations realize their full potential. Allow me to guide you through the intricacies of implementing AI as we break through technical obstacles and elevate your business beyond traditional limits. My experience encompasses projects involving chatbots, RAG, agentic and multimodal chatbots, as well as tools like Twilio, voice agents, AI video generation, Eleven Labs, and extensive work with technologies such as LlamaIndex, LangChain, Hugging Face, and multi-agent frameworks like Agno and Crewai. My expertise also includes OpenCV, OCR, web scraping, speech-to-text, text-to-speech, real-time transcription, LLMs, vector databases, and graph databases.