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Select the challenges your team faces. See where automation can help.
What I Automate
Before
- Manual data extraction from scanned docs
- Hours searching for spares & history
- Copy-pasting the same explanations
- Cleaning messy job comments by hand
- Scrambling before audits
- Chasing approvals via email
After
- AI extracts and structures automatically
- Semantic search finds anything in seconds
- Templates auto-generate from context
- NLP parses and categorises at scale
- Evidence compiled continuously
- Workflows route and notify automatically
Humans still decide. The system handles everything else.
How I Work
Pilot
2–3 weeks- One workflow automated end-to-end
- Measurable reduction in manual effort
- Clear before/after comparison
Implementation
- Multiple workflows automated
- Integrated into existing processes
- Training and handover included
Ongoing
- Continuous refinement
- New workflows added over time
- Ongoing support
What I've Built
Real systems. Real results. Running in production today.
Catch problems before they break
Pumps and motors now flag issues days before failure. No more emergency callouts at 3am. No more "we didn't see it coming."
150,000 job comments, now searchable
Years of "pump making weird noise" and "checked valve, seemed fine" notes. AI reads them all and spots patterns humans miss.
"Where's the manual for that valve?"
Ask in plain English. Get the answer in seconds. No more digging through folders, SharePoint, or asking Dave who's on holiday.
Reports that write themselves
Weekly updates, KPI dashboards, management summaries. All generated automatically from live data. No more Monday morning scramble.
Audit-ready, all the time
Evidence compiled continuously in the background. When the regulator calls, you're not scrambling. You're clicking "export."
"What's the failure history on Asset 4521?"
Engineers ask questions in chat. AI pulls from Maximo, SCADA, documents and replies in plain English with sources.
About
Aniku Gul
Multidisciplinary engineer with hands-on experience across electrical, mechanical, and software domains. Started as an apprentice, worked through maintenance technician roles, now leading reliability engineering and AI initiatives in UK critical infrastructure.
Self-taught in ML and automation. I build practical systems that ship, not POCs that gather dust. Everything integrates with your existing stack.
AI & ML
OpenAI, Claude, Gemini APIs, LangChain, PyTorch, Fine-tuning, Prompt Engineering, RAG, Predictive Maintenance
Data
PostgreSQL, Supabase, Vector DBs, Microsoft Fabric, Power BI, SQL, Pandas, ETL
Automation
Azure AI Foundry, Azure AI Search, Power Automate, Copilot Studio, n8n, REST APIs
Engineering
Vibration Analysis, Ultrasound, Oil Analysis, MCA, EDM, RCA, SCADA, PLC, Maximo
Development
Full-stack SaaS, End-to-end Web Apps, FastAPI, Node.js, Git, Docker
Domain
Asset Reliability, Critical Infrastructure, Compliance, Procurement
Get In Touch
Ready to automate the busywork?
Tell me about your challenges and I'll get back to you within 24 hours.