
AI Machine Learning Engineer: AI Shopping Agents
Overview
Constructor is the next-generation platform for search and discovery in ecommerce, built to explicitly optimize for metrics like revenue, conversion rate, and profit.
Job Description
Constructor is a U.S. based company that has been in the market since 2019. It was founded by Eli Finkelshteyn and Dan McCormick who still lead the company today. Our search engine is entirely invented in-house utilizing transformers and generative LLMs, and we use its core and personalization capabilities to power everything from search itself to recommendations to shopping agents.
Responsibilities
- - Architect and build real-time agentic workflows to handle complex, multi-step user tasks and open-ended queries, providing users with accurate and contextually relevant answers and product suggestions
- - Own the end-to-end data lifecycle for AI workflows, including vector database ingestion and indexing
- - Design metrics to evaluate the relevance and performance of query results, ensuring alignment with business goals and user expectations
- - Generate and rapidly prototype novel product hypotheses that leverage LLMs, RAG, and agentic systems
- - Collaborate closely with Product, Design, Analytics, and other engineering teams to translate AI capabilities into tangible, high-quality product features
- - Improve the speed, quality, and efficiency of our AI systems and engineering processes
- - Take ownership of systems and designs from conception through to deployment and maintenance
Required Skills
- - 4+ years of industry experience in related fields, including search, information retrieval, recommendation systems, applied machine learning, and NLP
- - Excellent skills in delivering and communicating business value
- - Proficient in Python, SQL, and the big data stack for end-to-end ML product development, with experience across the entire pipeline in typical recommendation systems or LLM-based solutions
- - Strong grasp of Information Retrieval (IR) techniques (e.g., dense retrieval, re-ranking, chunking strategies)
- - Direct experience with Retrieval-Augmented Generation (RAG); experience building autonomous agents is a strong plus
- - Nice to have: experience with automatic prompt optimization techniques (e.g., DSPy)
- - Solid understanding of ML evaluation methodologies and key IR metrics
- - Passion for shipping high-quality products and a self-motivated drive to take ownership of tasks
Benefits
- - Unlimited vacation time - we strongly encourage all of our employees take at least 3 weeks per year
- - Fully remote team - choose where you live
- - Work from home stipend! We want you to have the resources you need to set up your home office
- - Apple laptops provided for new employees
- - Training and development budget for every employee, refreshed each year
- - Maternity & Paternity leave for qualified employees
- - Work with smart people who will help you grow and make a meaningful impact
- - Regular team offsites to connect and collaborate
About the company
Constructor’s AI-powered search and product discovery platform delivers unmatched KPI optimization and fast ROI for enterprise ecommerce brands — while giving customers a personalized, enjoyable shopping experience.
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