Delivering Enterprise Software. Building Intelligent AI & Automation Systems.
Project Manager with 6+ years of experience leading cross-functional engineering teams and delivering enterprise platforms for global clients. I architect and ship production RAG pipelines, autonomous AI agents, and workflow automations that eliminate operational friction and scale revenue.
Vector RAG Engine
Dense semantic search & document indexing
AI Agent Orchestrator
CrewAI, LangGraph & Multi-tool execution
n8n Enterprise Automation
Lead enrichment, anomaly risk alerts & CRM
Official ScrapeHero n8n Node
Native integration in n8n automation ecosystem
Tactical Execution.
Proven Artifacts.
Every card below represents a real business bottleneck solved, functional prototype deployed, or strategic architecture delivered.
Enterprise AI Support Platform (RAG Pipeline)
- Reduced repetitive support requests by ~30%, lowering ticket resolution time from 4+ hours to minutes.
- Architected a Retrieval-Augmented Generation (RAG) pipeline utilizing vector databases and dense semantic embeddings.
- Integrated strict citation grounding and prompt boundaries over internal knowledge bases to prevent hallucinations.
Enterprise AI Workflow Automation Suite
- Saved 15+ engineering & operational hours every week across sales, engineering, and client operations.
- Orchestrated automated competitor discovery, lead enrichment, and CRM syncing utilizing OpenAI, Gemini, and n8n.
- Formulated automated monitoring and risk detection alerts that directly contributed to 10–15% QoQ revenue lift.
Interactive Embedding Explorer & Evaluator
- Visualizes high-dimensional vector embeddings to evaluate semantic relationships, nearest neighbors, and cluster cohesion.
- Benchmarks multiple embedding models (OpenAI, Gemini, Open-Source) to identify optimal retrieval parameters for RAG.
- Uncovers semantic gaps, outlier clusters, and embedding drift prior to production deployments.
Created Custom Official Node for ScrapeHero in n8n
- Created the official custom node for ScrapeHero in n8n (n8n.io/integrations/scrapehero), enabling global workflow automators to plug enterprise scraping into pipelines.
- Built native credential authentication and structured schemas across Amazon, Google Maps, Walmart, SERP, and real estate data extraction.
- Eliminated custom HTTP coding, turning complex asynchronous web scraping tasks into a 30-second drag-and-drop workflow.
Spotlight Builds & Artifacts
Deep dive into production platforms, visual tools, and workflow systems shipped to solve complex technical hurdles.
Embedding Explorer & Semantic Evaluator
A specialized developer tool for exploring, inspecting, and evaluating high-dimensional vector embeddings generated by modern AI models. It bridges vector mathematical representations with tangible visual clusters to optimize RAG retrieval accuracy.
- ✓ Interactive 2D/3D projection of high-dimensional document vectors
- ✓ Nearest-neighbor similarity ranking and cosine distance breakdown
- ✓ Cluster boundary diagnostics to evaluate semantic coverage and retrieval gaps
- ✓ Multi-model comparison across OpenAI, Gemini, and open-source models
Enterprise AI Workflow Orchestration
High-throughput automation engine built in n8n integrating AI models, scrapers, webhooks, and databases. Automates lead enrichment, competitor intelligence, CRM workflows, and operational blocker alerts.
- ✓ Automated competitor discovery and prospect enrichment pipelines
- ✓ Natural language to SQL conversion for rapid database queries
- ✓ Automated scraper health alerts and risk monitoring notifications
- ✓ 15+ engineering and operations hours reclaimed each week
6+ Years of Enterprise Delivery
Proven history of driving cross-functional Agile execution, leading high-performance engineering teams, and maintaining platform excellence for enterprise clients.
Project Manager
- Lead a cross-functional team of 20+ engineers and data analysts across 10+ concurrent projects serving global enterprise clients (including Big 4 firms).
- Manage end-to-end Agile execution of 50+ data scraper & RPA projects per quarter (sprints, stand-ups, backlog grooming, risk mitigation).
- Maintain 99%+ platform uptime for ScrapeHero Cloud through proactive incident response, monitoring, and cross-functional coordination.
- Architected AI-powered automations across engineering and operations, contributing to 10–15% QoQ revenue velocity gains.
Project Coordinator
- Coordinated cross-functional workflows between engineering, QA, and business stakeholders to ensure on-time delivery of enterprise data scraping initiatives.
- Facilitated sprint planning, task allocation, and tracking project milestones using Agile frameworks (Scrum/Kanban).
- Streamlined internal reporting and sprint feedback loops, substantially reducing delivery bottlenecks and increasing sprint velocity.
Project Engineer
- Provided technical guidance to software engineering teams across the entire software development lifecycle (SDLC).
- Reduced average incident resolution time by 20% through systematic root cause analysis and process optimization.
- Ensured high reliability of internal services and customer-facing delivery milestones.
Core Expertise & Toolkit
Technologies, frameworks, and methodologies I leverage to architect intelligent solutions and ensure dependable enterprise delivery.
AI & Solution Architecture
AI Frameworks & Platforms
Programming & Cloud
Automation & Orchestration
Analytics & Project Delivery
Domains & Specializations
Thoughts on AI & Engineering
Reflections on real-world AI implementation, avoiding overengineering, and building robust enterprise monitoring systems.
Who Monitors the Monitoring System?
A dashboard can show green while your production platform is on fire. Why we need to treat monitoring like a product, and how to watch the watcher.
The AI Overengineering Problem
Almost every automation is being force-fit into an "AI workflow." Why deterministic systems often beat probabilistic LLMs for enterprise reliability.
AI-Assisted Code Review in n8n
How I built an automated workflow using n8n and Google Gemini AI to review merge requests, summarize pull request changes, and accelerate sprint reviews.
Let's Build Something Intelligent.
Whether you are looking to deploy an enterprise AI pipeline, automate mission-critical workflows, or discuss technical project management, I'd love to connect.
Project & Collaboration Inquiry
Have a project in mind, an automation problem to solve, or looking to discuss engineering leadership?