RAG is a retrieval problem
RAG isn't a feature, it's a retrieval problem wearing a chat UI. Spend your time on chunking and eval, not prompts.
AI Automation Engineer · 10+ years shipping automation, RAG pipelines, CRMs & full SaaS products.
Three ways I plug into a team. Most engagements mix all three.
Custom agents and n8n workflows that take whole processes off your team's plate, end to end.
Multi-tenant, white-label chat and knowledge systems wired into your data and channels.
Replace manual roles with AI and make your brand visible inside ChatGPT, Perplexity & AI Overviews.
15 minutes. Tell me the manual process eating your week and I'll tell you what to automate first.
Each tile is a working slice of a system I've shipped. Click to try it.
A RAG chatbot trained on my full portfolio. Ask it anything about my work.
Paste a job description, get an instant fit breakdown and a tailored pitch.
Drop a company URL and get a personalised first line in seconds.
See how visible a brand is inside ChatGPT, Perplexity & AI Overviews.
A slice of 30+ shipped products & agents.
Multi-tenant RAG chatbot across Web, WhatsApp, Instagram & Messenger with an AI inbox and lead-qualification pipeline.
An agent that joins Meet / Zoom / Teams, runs a live voice interview, evaluates the transcript and ships a scored report to a webhook.
A ClickUp / Linear-style project-management SaaS, Spaces -> Folders -> Lists -> Tasks -> Subtasks, with CRM and client reporting baked in.
A complete B2B ERP with AI-driven gap & opportunity finding across inventory, sales, CRM and the sales team.
Scans the market, analyses and executes trades end-to-end, saves its learnings and gets smarter every session.
Tracks how a brand surfaces across ChatGPT, Gemini & Perplexity, with a Brand Listening Hub scored by a proprietary LLM Citation Potential signal.
+ 20 more, Google Maps lead-gen scrapers, WhatsApp AI routing, a Learning Management System, an English tutor for kids, MyNoteTaker meeting minutes, Upwork proposal drafter & an n8n workflow library.
Real client quotes, approved and published from the admin.
Taha automated a process that used to eat two full days a week. It now runs untouched and we never think about it.
He doesn't just build the bot, he redesigns the whole workflow around it. The ROI was obvious in the first month.
Fast, technical and genuinely strategic. Rare to find someone who can scope, build and ship the whole thing solo.
Short takes on AI, automation and the work itself. Scroll through them.
RAG isn't a feature, it's a retrieval problem wearing a chat UI. Spend your time on chunking and eval, not prompts.
The best AI automation is invisible. If a client notices the bot, the workflow design failed, not the model.
Most ops roles are 60% copy-paste between tools. That 60% is where the ROI of automation lives.
Shipped an agent that conducts live voice interviews. Wild to watch it ask a follow-up question I didn't script.
A readable n8n workflow a client can edit beats a clever script only I can maintain. Handover is a feature.