Designing automated workflows to eliminate manual tasks and accelerate daily operations through APIs, webhooks, and self-hosted orchestration.
Core Competency: Engineering automation pipelines. I connect isolated business tools using APIs and Webhooks to create seamless, hands-free operational ecosystems.
Technical Architecture & Tooling
- Orchestration & Infrastructure: Self-hosted n8n (deployed via Docker on Oracle Cloud VPS using WSL and PowerShell), Make (Integromat).
- Custom Logic & Data Processing: Python scripting, JSON transformation, custom Webhook management, and error-handling routines.
- AI & Intelligent Routing: Google OAuth, Meta for Developers (WhatsApp Cloud API), Gemini & Ollama APIs (cost-effective local/cloud LLM integrations for real-time customer routing).
- Media Automation & Versioning: Creatomate API (hands-free multimedia and video rendering), ElevenLabs, Cloudflare AI, and GitHub for version-controlled workflow scripts.
Real-World Case Studies
1. AI-Powered WhatsApp Chatbot Pipeline
- The Challenge: Automating inbound lead capture, customer triage, and routing without incurring prohibitive recurring third-party SaaS subscription costs.
- The Solution: Deployed an end-to-end self-hosted n8n workflow interfacing directly with the Meta WhatsApp Business API and an on-premise/cloud LLM (Ollama). The workflow parses incoming customer inquiries, extracts structured entities, categorizes conversational intent, and writes records into internal databases—executing automated response loops with near-zero inference cost.
2. Automated Multimedia Content Engine
- The Challenge: Eliminating the operational bottlenecks and repetitive manual effort required to generate on-brand multimedia assets for ongoing marketing campaigns.
- The Solution: Engineered an event-driven webhook pipeline leveraging n8n, Cloudflare AI image generation, and the Creatomate API. Ingesting raw campaign prompts triggers prompt preprocessing, automated asset composition, subtitle rendering, and final video compilation—delivering publication-ready collateral directly to operational repositories.
