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Project details
Transform your e-commerce catalog with intelligent product categorization. My AI solution automates product classification and taxonomy creation, handling catalogs from 1,000 to 1M+ products. Using advanced language models and semantic search, the system adapts to new categories automatically while preserving your existing classification logic.
The solution integrates seamlessly with your current e-commerce platform, improving product discovery and search accuracy. By combining GPT-4o with semantic embeddings, we ensure both new and existing products are categorized consistently, enhancing the shopping experience for your customers. Ready to organize your catalog efficiently? Let's talk.
The solution integrates seamlessly with your current e-commerce platform, improving product discovery and search accuracy. By combining GPT-4o with semantic embeddings, we ensure both new and existing products are categorized consistently, enhancing the shopping experience for your customers. Ready to organize your catalog efficiently? Let's talk.
Machine Learning Tools
BERT, MLflow, NLTK, NumPy, pandas, Python Scikit-Learn, scikit-learnWhat's included
| Service Tiers |
Starter
$500
|
Standard
$750
|
Advanced
$1,000
|
|---|---|---|---|
| Delivery Time | 4 days | 5 days | 10 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 1 | 1 |
Number of Scenarios | 1 | 1 | 1 |
Number of Graphs/Charts | 1 | 1 | 1 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | |||
Source Code | - | - |
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GC
Gabor C.
Jun 9, 2026
Enterprise AI Architect: Gemini 3.1 Pro RAG System with Gmail & WeChat Integration
Tahaa and the team did a great job. I pushed them quite hard throughout the project, but they remained patient and professional from start to finish.
Out of the five improvement areas we identified, they implemented three extremely well. The remaining two were partially completed, but after discussing them in detail, I believe the limitations were not really within their control, and we will likely find alternative solutions.
Their response time was good, communication was clear, and their overall attitude was positive. There were moments when we didn’t fully agree on certain points, but we were always able to discuss them openly and reach a reasonable solution.
Overall, it was a fair and professional collaboration, and I hope we will continue working together on future projects.
I can confidently recommend them to others. If you have realistic expectations, you will have a very good client experience. They helped in the evenings, responded during holidays, and were consistently supportive throughout the project.
Honestly, I can’t say anything negative. Sometimes their thinking was a little too “developer-minded,” but what else would you expect from programmers? :)
Fortunately, we understood each other well and worked through every challenge together.
Good people, and a pleasure to work with.
Out of the five improvement areas we identified, they implemented three extremely well. The remaining two were partially completed, but after discussing them in detail, I believe the limitations were not really within their control, and we will likely find alternative solutions.
Their response time was good, communication was clear, and their overall attitude was positive. There were moments when we didn’t fully agree on certain points, but we were always able to discuss them openly and reach a reasonable solution.
Overall, it was a fair and professional collaboration, and I hope we will continue working together on future projects.
I can confidently recommend them to others. If you have realistic expectations, you will have a very good client experience. They helped in the evenings, responded during holidays, and were consistently supportive throughout the project.
Honestly, I can’t say anything negative. Sometimes their thinking was a little too “developer-minded,” but what else would you expect from programmers? :)
Fortunately, we understood each other well and worked through every challenge together.
Good people, and a pleasure to work with.
GI
Gabriela I.
May 11, 2026
AI Automation & Systems Expert (Workflow, AI Assets, Sales Transcript Intelligence)
Muhammad and his team are exceptional AI devs! They know exactly what they are doing, and are super professional through every step of the way! They are amazing to work with overall!
KS
Krystian S.
Mar 17, 2026
Automation Expert for n8n Email-to-Task System
A super professional service. I am very satisfied. I will also use Brain Box for my next projects.
MG
Matthias G.
Oct 10, 2025
AI Engineer | LLM Deployment, Automation & Intelligent Systems
Team Brain Box has the best AI engineers I've worked with. Technically solid, but more importantly, they actually think about the business side. Would catch issues I missed and suggest improvements without being asked. Felt like working with a partner, not just a contractor. Would hire again in a heartbeat.
CS
Cherry S.
Jul 2, 2025
AI Automation Engineer Needed for Growing SaaS Startup
About Muhammad
AI Engineer | AI Agents, Automation & Workflows | n8n, Make
93%
Job Success
Islamabad, Pakistan - 10:03 pm local time
We work at the intersection of artificial intelligence, automation, and real business execution. Over the years, we have helped companies move beyond AI experiments and prototypes into production-ready systems that improve operations, reduce manual work, and scale reliably.
We are part of Brainbox Automations, a product engineering team focused on building AI-driven systems for startups, SaaS companies, and established businesses. Our work is centered on execution. We build systems that plug directly into real workflows and deliver measurable business impact, not isolated demos or experiments.
Most clients come to us when they already understand the potential of AI, but struggle to turn it into something stable, reliable, and usable in production.
What We Focus On
Clients typically reach out when:
- They need intelligent agents or RAG systems running in production
- Automation is required across sales, CRM, marketing, healthcare, or internal operations
- AI outputs must be structured, reliable, and auditable
- Systems need to scale without breaking existing workflows
- Business logic and outcomes matter more than flashy AI features
We specialize in short, focused development sprints and typically deliver faster than market averages by using AI where it makes practical sense and improves execution speed.
What We Like to Build
We work best on:
- AI-powered SaaS products and internal tools
- MVPs that are meant to reach real users and scale
- Sales and marketing automation systems tied to revenue pipelines
- Healthcare and operations workflows that reduce manual effort
- Long-term product builds where quality and reliability matter
What We Do Not Take On
We deliberately do not work on:
- Betting, gambling, or adult-content projects
- One-off or very small tasks with no product vision
- Projects where the goal is only experimentation without a clear direction
- Systems that prioritize shortcuts over long-term maintainability
AI and Automation Expertise
AI Agent Development
We design and implement multi-agent systems using CrewAI, AutoGen, LangGraph, and custom agent architectures for decision-making and process automation
LLM Integration
We deploy OpenAI GPT-4 and GPT-5, Anthropic Claude, Google Gemini, Meta Llama, Mistral, DeepSeek, and Amazon Bedrock in production-grade AI workflows
RAG Systems
We design and deploy Retrieval Augmented Generation systems using Pinecone, ChromaDB, FAISS, Qdrant, and Weaviate for document intelligence and knowledge retrieval
Conversational and Voice AI
We build chatbots and voice systems using OpenAI APIs, NLP pipelines, VAPI, Retell AI, ElevenLabs, Deepgram, Voiceflow, and related tools for support, outbound calling, and assistants
Workflow and Business Automation
We deliver end-to-end automation using Make.com, n8n, Zapier, and Microsoft Power Automate for sales, operations, and internal tooling
CRM and Sales Automation
We integrate and automate GoHighLevel, HubSpot, Salesforce, Zoho, Pipedrive, ActiveCampaign, and Monday.com
Machine Learning and Data Systems
Custom Machine Learning
We develop models using TensorFlow, PyTorch, and scikit-learn for classification, forecasting, and predictive analytics
Natural Language Processing
We build NLP pipelines for text analysis, entity extraction, semantic search, and intent classification using spaCy and transformer-based models
Computer Vision
We implement image processing and object detection solutions using OpenCV and YOLO where visual intelligence is required
Technical Stack
Languages
Python, JavaScript, TypeScript, SQL, R
AI and ML
LangChain, LlamaIndex, Hugging Face, OpenAI SDK, Anthropic SDK, Amazon Bedrock
Databases and Vector Stores
Pinecone, Chroma, FAISS, Qdrant, Weaviate
Platforms
Botpress, Dialogflow, Rasa, ManyChat, Voiceflow
Cloud
AWS SageMaker, AWS Bedrock, Google Vertex AI, Azure OpenAI
Delivery Standards
- Production-ready systems with testing and documentation
- Clear communication and execution-focused collaboration
- Security-aware and performance-focused implementations
- Strong understanding of business impact, not just technical output
- Ongoing optimization after deployment
We work best with teams that are serious about using AI to solve real business problems, not just experimenting with new tools. If you are looking for AI agents, RAG systems, or automation that integrates cleanly into your business and holds up in production, we are happy to have a focused discussion.
Steps for completing your project
After purchasing the project, send requirements so Muhammad can start the project.
Delivery time starts when Muhammad receives requirements from you.
Muhammad works on your project following the steps below.
Revisions may occur after the delivery date.
Data Cleaning
Data Visualization