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View case study AI engineer · Lahore, Pakistan
Open to new projects
I build custom RAG systems & AI workflow automation for startups and small teams.
You work with me directly on a scope we agree in writing, and you see a working demo early. I build the whole thing: data pipeline, backend, interface and the server it runs on. I also build websites and native iOS and macOS apps.
- Years building software
- 8+
- Projects delivered on Upwork
- 67+
- AI models in production
- 20+
rag_pipeline.pysample run
What is the refund window for annual plans?
- 01Retrievedone
- 02Rerankdone
- 03Reasondone
- 04Verifydone
Annual plans can be refunded in full within 30 days of purchase policy.pdf · p4, then pro rata for the unused months billing-faq.md.
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RAG systemsAI agentsWorkflow automationLangGraphFastAPINext.jsSwiftUIPostgreSQLAWSDocker
01 /Selected work
Built and shipped.
A few things I've built recently, and the problems they solved.
All projects
02 /AI systems lab
How the systems actually work.
Pick a system to see the pipeline I build for it, step by step. Each one links to the full scope, costs and FAQ.
- 01IngestFiles, drives, wikis
- 02Hybrid searchVector + keyword
- 03RerankTop passages only
- 04AnswerGrounded LLM reply
- 05CiteSources on every answer
03 /What I do
Depth across the whole stack.
Mostly custom RAG systems and AI workflow automation for startups and small teams. I also build websites and native iOS and macOS apps. Every project has a written scope and clear running costs.
See all services01
AI systems
RAG systems that answer from your own documents, automations that take repetitive work off your team, and chatbots for your website.
02
Websites & stores
Fast business websites and Shopify stores, built, deployed and ready to rank.
03
iOS & macOS apps
Native Swift and SwiftUI apps for iPhone, iPad and Mac.
04
Server security
Security patching for the servers your sites and apps run on, including old PHP versions that no longer get official fixes.
04 /Toolbox
What I work with.
Most projects need more than one skill set. I bring AI, web development and infrastructure together, so nothing gets lost between teams.
01Artificial Intelligence & ML
- Generative AI & LLMs
- AI Model Training
- Small Language Models & Segment Anything (SAM)
- Chatbot Development
- Enterprise RAG Systems
- TensorFlow, PyTorch, Scikit-Learn
- NLP & Image Recognition
- Predictive Analytics
- Diffusion Models
- Vision Transformers
- Reinforcement Learning
02Web & Software Development
- Python, TypeScript, PHP, C/C++
- Vue.js, React, Next.js
- FastAPI, Django, Laravel, Node.js
- RESTful API Development
- JWT/SAML SSO, OAuth, OpenID Connect
- Zero-knowledge auth & end-to-end encrypted apps
- AI SaaS Development
- ERP & CRM Development
- Web & browser automation
- Web scraping & data pipelines
03Cloud & Server Management
- AWS, Azure, GCP, Digital Ocean
- Linux & Windows Server Admin
- Server Security Maintenance
- Web Hosting & DB Migrations
- PowerMTA & Postal Server
- DevOps Pipelines
04Databases
- MySQL, PostgreSQL, Oracle
- MSSQL, SQLite
- MongoDB, Redis
- Qdrant, Milvus, Pinecone, Chroma, Weaviate
- Database Architecture
- Data Visualization
- Data Migration
05 /Kind words
What clients say.
Don't just take my word for it. Here's what people I've worked with had to say.
01 / 07
Excellent work and communication!
Angelo Angelucci, Adviceglobal
Client
Read full review
Excellent work and communication! Muhammad never fails to deliver an excellent work. Highly recommended!
02 / 07
An absolute pleasure.
Archie Mage
Client
Read full review
An absolute pleasure. Exceed expectations. Highly recommended.
03 / 07
He resolved all issues on time and offered to do additional tasks willingly.
Ana Heloisa
Client
Read full review
He resolved all issues on time and offered to do additional tasks willingly. Very highly recommended.
04 / 07
Amazing Talent.
Ricardo Lima
Client
Read full review
Amazing Talent. Great at communication and will definitely work with him again.
05 / 07
Muhammad delivered an exceptional work!
Howard Ryan
Client
Read full review
Muhammad delivered an exceptional work! Excellent communication, and always making sure that you're happy with the final work. Highly recommended.
06 / 07
Always great to work with Muhammad.
Sepehr Madani, PrivateLabel, Inc.
Client
Read full review
Always great to work with Muhammad. Great communication and knowledge! 100% recommended!
07 / 07
Muhammad was fast, effective and responsive as always.
Tatum MacK
Client
Read full review
Muhammad was fast, effective and responsive as always. I highly recommend him.
Swipe or use the arrows
06 /Beyond the code
The person behind the pipelines.
I'm Saif, a software engineer from Pakistan who's spent the last 8+ years turning ideas into working products. These days that mostly means AI: RAG systems, chatbots and automations, built on solid backends and servers I set up myself. I like owning a project end to end, because that's how things actually get finished.
More about me2019 - Present
Freelance Full-Stack Developer & AI Engineer
Upwork (Top Rated)
Nov 2018 - Present
IT Manager
Unitech Auto Industries Pvt Ltd
Education
BS Software Engineering
Virtual University Of Pakistan · 2020
F.Sc Pre-Engineering
Govt Degree College Mian Channu
Contact
Got an idea? Let's build it.
Whether it's a first MVP, an AI feature for your existing product or a system that needs to scale, I'd love to hear about it. Most projects start with a quick chat.