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AI Automations
End-to-end pipelines that use LLMs and APIs to replace manual work — lead enrichment, document processing, classification, summarization, and structured data extraction at scale.
Full-Stack Developer · AI & Integrations
Andrew Ratnikov builds AI automations, custom integrations, and production-grade applications — the kind of work that starts where Make, n8n, and Zapier leave off.
[ Services ]
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End-to-end pipelines that use LLMs and APIs to replace manual work — lead enrichment, document processing, classification, summarization, and structured data extraction at scale.
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When Make, n8n, or Zapier hit their ceiling, I step in with custom Node.js or Python code that handles the edge cases, scale, and business logic they can't.
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Web applications, REST and webhook APIs, internal dashboards, and automation tooling — built to production standards from spec to deployed.
[ Selected Work ]
[ About ]
Currently available for new projects.
I'm a full-stack developer focused on the messy middle layer of modern software stacks — the point where business logic outgrows what automation tools can handle and someone needs to write actual code.
I work with early-stage startups, digital agencies, and established businesses building automations, internal tools, and integrations meant to handle real production load. My clients range from individual founders to dev shops looking for a reliable technical subcontractor.
My stack centers on Node.js and Python for backend work, React for interfaces, and whatever data store or API the problem calls for. I take projects from rough spec to deployed and monitored.