2 months ago
Bogotá, ColombiaSenior
Responsibilities
- Build extraction pipelines that transform documents, transcripts, and records into structured, schema-validated data.
- Combine LLMs with traditional parsing techniques such as OCR and layout analysis for reliable, cost-aware extraction.
- Design validation rules, confidence-scoring systems, and human-review workflows for low-confidence cases.
- Build evaluation datasets and testing frameworks to measure extraction accuracy and identify regressions.
- Process diverse and degraded inputs, including poor-quality scans and inconsistent formats.
- Collaborate with clients, product teams, orchestration engineers, and domain experts to support clean data flows.
- Communicate pipeline capabilities, limitations, quality thresholds, and risks to technical and nontechnical stakeholders.
- Use Claude Code and Codex as part of daily engineering workflows.
Requirements
- At least 5 years of experience shipping production software.
- Hands-on experience extracting structured data from documents, transcripts, or records using LLMs, classical NLP, and/or OCR.
- Experience with LLM structured outputs, tool calling, and prompt iteration.
- Experience developing with TypeScript and Node.js, or strong software engineering experience in another ecosystem such as Python.
- Familiarity with document AI tools and techniques including OCR, layout parsing, Amazon Textract, or Google Document AI.
- Experience building and deploying solutions on AWS.
- Experience measuring quality, validating results, and iterating based on evaluation evidence.
- Understanding of edge cases, confidence scoring, schema validation, and nondeterministic systems.
- Professional English proficiency at B2 level or higher.
- Strong written and verbal communication skills.
- Experience using AI coding agents such as Claude Code or Codex.
- Experience in regulated or high-stakes industries, handwriting or multilingual document processing, human-in-the-loop review tools, classical machine learning or NLP, Writer.ai, or relevant open-source contributions is a plus.
Benefits
- The posting indicates a remote role via #LI-Remote.
Tech Stack
Categories
About Monks
Monks combines an extraordinary range of global marketing and technology services to accelerate business possibilities and redefine how brands and businesses interact with the world. It delivers unfettered content production, scaled experiences, enterprise-grade technology and data science fueled by AI to help the world’s trailblazing companies outmaneuver and outpace their competition.