You will get Solution architecture review and design

Project details
You get a working AI assistant that answers from your own documents and data, built by someone who has shipped these systems in regulated banking and fintech for 20 years.
Most chatbots guess. Yours pulls real answers from your files, points to where they came from, and says so when it does not know. I handle the full build: data preparation, retrieval setup, prompt design, deployment, and a short handover so your team can run it without me.
I am an AWS Certified Solutions Architect at the Professional level and won a 2025 AI innovation award for an agentic decisioning system. My focus is systems that hold up in production, not demos that fall over in the first week.
Tell me what you want it to do and I will tell you straight whether this is the right fit before you spend a penny.
Most chatbots guess. Yours pulls real answers from your files, points to where they came from, and says so when it does not know. I handle the full build: data preparation, retrieval setup, prompt design, deployment, and a short handover so your team can run it without me.
I am an AWS Certified Solutions Architect at the Professional level and won a 2025 AI innovation award for an agentic decisioning system. My focus is systems that hold up in production, not demos that fall over in the first week.
Tell me what you want it to do and I will tell you straight whether this is the right fit before you spend a penny.
AI Algorithms
Large Language ModelAI Applications
AI Chatbot, AI Content Creation, AI Mobile App Development, AI Text-to-Image, AI Text-to-Speech, AI-Enhanced Classification, AI-Generated Art, Image Processing, Object Detection, Text RecognitionAI Tools
Azure OpenAI, GitHub Copilot, Microsoft 365 Copilot, NVIDIA AI PlatformAI Models
BERT, ChatGPT, DALL-E, GPT-3, GPT-4, GPT-Neo, LLaMA, OpenAI Codex, WhisperWhat's included
| Service Tiers |
Starter
$2,800
|
Standard
$5,600
|
Advanced
$12,000
|
|---|---|---|---|
| Delivery Time | 7 days | 14 days | 30 days |
Number of Revisions | 2 | 4 | 6 |
AI Model Integration | |||
Batch Normalization | - | - | |
Database Integration | - | ||
Detailed Code Comments | - | ||
Image Upscaling | - | - | |
MLOps | - | - | |
Model Deployment | |||
Model Documentation | - | ||
Model Monitoring | - | - | |
Model Testing & Optimization | - | ||
Model Tuning | - | ||
Natural Language Processing | |||
NLP Tokenization | - | - | |
Pre-Training | - | - | |
Prompt Engineering | |||
Setup File | |||
Source Code | - | - |
About Minhaj
Automation Architect | AI Pipelines, n8n & Custom Node.js
London, United Kingdom - 2:07 am local time
Live proof: I designed, built, and operate my own automated signal intelligence platform, The Shisha Briefing. It monitors sources around the clock, processes everything with LLMs, and delivers daily briefings via Telegram bot, Slack, and email. No manual steps, no human in the loop. It's been running in production for months, and you'll find it in my portfolio section below. If your project follows a watch-process-deliver pattern, I've already shipped one exactly like it.
What I automate:
Content and data pipelines: scraping, monitoring, enrichment, scheduled delivery
AI-powered workflows: LLM processing, document classification, summarisation, RAG pipelines
Integrations: n8n, Telegram Bot API, Google Sheets and Drive, Creatify, Slack, email, webhooks and custom REST APIs
Custom orchestration in Node.js when off-the-shelf tools hit their limits
The difference between me and most automation freelancers is what's behind it. I spent 20 years in software, most recently as Senior Architect at a major international bank, where my GenAI automation pipeline cut manual compliance work by 80%. So when I build your workflow, it comes with error handling, logging, and retry logic baked in. It won't silently fail on a Tuesday and leave you wondering why nothing got delivered.
I'm new to Upwork, not new to this work. I'm pricing competitively while I build my profile here, which means you get senior-level reliability at a rate that won't last long.
Tell me what you're trying to automate and I'll tell you honestly whether it's a quick n8n build or something that needs custom code. Either way you'll get a clear plan before any money changes hands.
Steps for completing your project
After purchasing the project, send requirements so Minhaj can start the project.
Delivery time starts when Minhaj receives requirements from you.
Minhaj works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery and scope
We confirm what the assistant should do, your data sources, and where it will run.
Data preparation
I clean and index your documents so the assistant can search them accurately.