Multimodal RAG Systems
Explore advanced techniques for building RAG systems that process both text and images using CLIP, ColPali, and more.
- CLIP + Pinecone Implementation
- ColPali Vision-Based RAG
- Multimodal Embeddings
Available for AI consulting & development
Let's TalkMuaz Ashraf
Generative AI. Agentic AI. Automation.
I build production-ready AI systems — RAG, agents, and automation — that survive real users and real data.
Your AI Systems Partner
I build AI that survives reality
I'm Muaz Ashraf. I help teams turn vague AI ideas into reliable and secure, production-ready systems. Most demos fail after launch because of data quality, evaluation gaps, and fragile workflows. I design for those issues from day one.
My Projects span RAG, agent workflows, multimodal systems, voice, OCR, and automation. I focus on measurable outcomes: faster decisions, fewer manual steps, and AI that keeps working as data changes.
What You Get - At a Glance
Reliability and Security & Outcomes
Shipping AI is easy. Keeping it useful in production is hard. I build with evaluation, monitoring, and guardrails so systems keep delivering after launch.
AI Systems That Deliver in Production
Examples of how I apply RAG, agents, and automation to real business problems.
Intelligent Chatbots & Virtual Assistants
Built grounded conversational AI using RAG, LLMs, and guardrails for customer support, retrieval, and reliable and secure answers.
Automated Data Processing & Insights
Use OCR, OpenCV, and scraping pipelines to transform raw documents into clean, actionable data.
Custom AI Agents & Workflow Automation
Built task-focused agents that automate workflows with measurable outputs and clear failure handling.
Real-time Speech & Language Solutions
Implemented speech-to-text, text-to-speech, and transcription for accessibility, content, and voice-driven apps.
Multimodal RAG
Implemented multimodal retrieval to search and chat across images and text with reliable and secure grounding.
Custom MCP Server
Built MCP servers for tool access, PRD generation, and workflow automation with safe, audited calls.
Latest AI Insights
Deep dive into cutting-edge AI technologies and implementations
Advanced RAG Techniques
Master cutting-edge RAG optimization strategies including ranking, weighting, and self-correction mechanisms.
- Rank-Based Fusion RAG
- Weight-Based Hybrid Search
- Self-Correcting RAG Systems
Loved by clients
What Clients Are Saying
Real results from real projects across 5 countries
Muaz was very persistent in delivering the project. It was difficult to get the end terminal to run the same as the test environment. Muaz kept working hard to complete the project - a job that three other separate programmers failed before him!
Muaz developed our custom Pharmacy POS system from scratch, streamlining billing, inventory, and prescription management. His solution reduced manual errors by 60% and cut patient wait times in half. The integrated ERR system automated compliance with DRAP regulations, saving us 20+ hours/month on paperwork. He delivered a system that now processes 500+ daily transactions flawlessly.
Result: 60% error reduction, 500+ daily transactions
Muaz delivered a real-time transcription system that just works. It's fast, accurate, and handles accents effortlessly—exactly what we needed. Our team's productivity jumped overnight, and the seamless integration made adoption a breeze.
Result: 98% accuracy, handles any accent
The RAG chatbot Muaz built for our documentation completely changed how our team finds information. What used to take 30 minutes of searching now takes seconds. The accuracy is incredible - it actually understands context.
Result: 90% accuracy, <1 second responses
We needed an AI voice agent for after-hours calls. Muaz delivered a system that sounds natural and actually books appointments correctly. We went from missing 40% of calls to capturing nearly all of them.
Result: 70% fewer missed appointments
Muaz was very persistent in delivering the project. It was difficult to get the end terminal to run the same as the test environment. Muaz kept working hard to complete the project - a job that three other separate programmers failed before him!
Muaz developed our custom Pharmacy POS system from scratch, streamlining billing, inventory, and prescription management. His solution reduced manual errors by 60% and cut patient wait times in half. The integrated ERR system automated compliance with DRAP regulations, saving us 20+ hours/month on paperwork. He delivered a system that now processes 500+ daily transactions flawlessly.
Result: 60% error reduction, 500+ daily transactions
Muaz delivered a real-time transcription system that just works. It's fast, accurate, and handles accents effortlessly—exactly what we needed. Our team's productivity jumped overnight, and the seamless integration made adoption a breeze.
Result: 98% accuracy, handles any accent
The RAG chatbot Muaz built for our documentation completely changed how our team finds information. What used to take 30 minutes of searching now takes seconds. The accuracy is incredible - it actually understands context.
Result: 90% accuracy, <1 second responses
We needed an AI voice agent for after-hours calls. Muaz delivered a system that sounds natural and actually books appointments correctly. We went from missing 40% of calls to capturing nearly all of them.
Result: 70% fewer missed appointments
We needed an AI voice agent for after-hours calls. Muaz delivered a system that sounds natural and actually books appointments correctly. We went from missing 40% of calls to capturing nearly all of them.
Result: 70% fewer missed appointments
The RAG chatbot Muaz built for our documentation completely changed how our team finds information. What used to take 30 minutes of searching now takes seconds. The accuracy is incredible - it actually understands context.
Result: 90% accuracy, <1 second responses
Muaz delivered a real-time transcription system that just works. It's fast, accurate, and handles accents effortlessly—exactly what we needed. Our team's productivity jumped overnight, and the seamless integration made adoption a breeze.
Result: 98% accuracy, handles any accent
Muaz developed our custom Pharmacy POS system from scratch, streamlining billing, inventory, and prescription management. His solution reduced manual errors by 60% and cut patient wait times in half. The integrated ERR system automated compliance with DRAP regulations, saving us 20+ hours/month on paperwork. He delivered a system that now processes 500+ daily transactions flawlessly.
Result: 60% error reduction, 500+ daily transactions
Muaz was very persistent in delivering the project. It was difficult to get the end terminal to run the same as the test environment. Muaz kept working hard to complete the project - a job that three other separate programmers failed before him!
We needed an AI voice agent for after-hours calls. Muaz delivered a system that sounds natural and actually books appointments correctly. We went from missing 40% of calls to capturing nearly all of them.
Result: 70% fewer missed appointments
The RAG chatbot Muaz built for our documentation completely changed how our team finds information. What used to take 30 minutes of searching now takes seconds. The accuracy is incredible - it actually understands context.
Result: 90% accuracy, <1 second responses
Muaz delivered a real-time transcription system that just works. It's fast, accurate, and handles accents effortlessly—exactly what we needed. Our team's productivity jumped overnight, and the seamless integration made adoption a breeze.
Result: 98% accuracy, handles any accent
Muaz developed our custom Pharmacy POS system from scratch, streamlining billing, inventory, and prescription management. His solution reduced manual errors by 60% and cut patient wait times in half. The integrated ERR system automated compliance with DRAP regulations, saving us 20+ hours/month on paperwork. He delivered a system that now processes 500+ daily transactions flawlessly.
Result: 60% error reduction, 500+ daily transactions
Muaz was very persistent in delivering the project. It was difficult to get the end terminal to run the same as the test environment. Muaz kept working hard to complete the project - a job that three other separate programmers failed before him!
Exploring the Power of AI Together
