Scale AI-powered systems that drive real business impact
We help companies integrate LLMs, build agentic workflows, and architect cloud-native pipelines that process millions of events daily. From concept to production—with measurable results.
What We deliver
Expert consulting across the full AI and data engineering stack
AI Integration Consulting
End-to-end strategy and implementation for LLM adoption. From prompt engineering to RAG pipelines and agentic systems that automate complex workflows.
LLM Agents & Workflows
Design and build intelligent agents that classify, summarize, and route content at scale. Proven systems processing 100K+ items daily with measurable engagement gains.
AWS Data Pipelines
Large-scale ingestion and processing pipelines. Multi-TB throughput, optimized runtime, and reliable third-party integrations (APIs, feeds) with robust error handling.
Search & SEO Engineering
Elasticsearch indexing, geo-targeted pages, and "near me" strategies that drive organic traffic. Technical SEO for scalable discovery and ranking.
Full-Stack Delivery
Production-ready applications with Next.js, TypeScript, Python, and modern cloud services. From frontend to backend—delivered on time with clean, maintainable code.
Cloud Architecture
Scalable AWS architectures for high-throughput systems. S3, Lambda, Step Functions, Kinesis—chosen and orchestrated for your workload.
Proof & impact
Measurable outcomes from real implementations
LLM-based content categorization
Built an LLM system that categorizes ~100,000 articles daily, increasing daily views by 300K and improving content discoverability.
Large-scale ingestion pipeline
Designed a pipeline handling 16TB of data; cut runtime to process 5TB in 8 hours with optimized parallelization and checkpointing.
Reuters API integration
Redesigned third-party content ingestion and integrated Reuters APIs; built reliable AWS pipelines for large-scale distribution.
Elasticsearch at scale
Delivered Next.js/Scala/MySQL/AWS features; built Elasticsearch indexing for 200,000+ providers; implemented SEO strategies (geo pages, "near me" queries).
Agentic automation
Built an AI voice agent that autonomously manages customer conversations, qualifies leads, and routes high-intent prospects to humans—turning inbound calls into measurable revenue opportunities.
Adaptive Trading Automation
Created a smart trading system that reacts instantly to market shifts — reducing risk during unstable periods and positioning for gains when conditions improve. The goal is simple: consistent performance without emotional trading mistakes.
Technologies We work with
How we work together
A clear, repeatable path from idea to production
Discovery
Understand goals, constraints, and success metrics. Define scope and architecture.
Build
Iterative development with regular check-ins. Clean code, tests, and documentation.
Launch
Production deployment, monitoring, and handoff. Ensure stability and observability.
Iterate
Optimize based on data. Scale, refine, and extend as your needs evolve.
What clients say
Feedback from teams I've worked with
“Delivered exactly what we needed—on time and with clear documentation. The LLM integration exceeded our expectations.”
— Product Lead, Media
“Transformed our data pipeline. Runtime dropped significantly and we can now handle 3x the volume with confidence.”
— Engineering Manager, Tech
“Deep expertise in both search and SEO. Our geo pages and Elasticsearch setup drove a substantial increase in organic traffic.”
— VP Engineering, Marketplace
Let's work together
Tell me about your project. I'll respond within 1–2 business days.