AI Knowledge & Retrieval Product Lead

Polaris Industries; Medina (MN); Hybrid; USD 130,000 - 170,000; Full time

Benefits offered by this job

Health insurance

Profit sharing

Employee stock ownership plan

401(k) matching

Paid time off

Wellness programs

Disability insurance

Job summary

Polaris Inc. is seeking an AI Product Manager for Knowledge and Retrieval Systems in Medina, MN. You will define the vision and roadmap for enterprise knowledge capture, retrieval, and AI-powered service experiences across multiple teams and vendors.

You will lead RAG initiatives, governance, and adoption, partnering with IT, security, and business leaders to deliver trusted, scalable knowledge solutions. A strong background in AI, data, and product leadership is required.

Qualifications

• Bachelor’s degree in Technology, Business, or a related field.
• 10+ years of progressively responsible experience within IT.
• 5+ years in enterprise technology transformation, digital workplace, or product/program management.
• 2+ years owning and executing Retrieval-Augmented Generation (RAG) processes.
• Experience with AI, search, knowledge management, or data-centric products.
• Experience with LLMs, semantic search, embeddings, vector databases, knowledge graphs, Python.

Responsibilities

• Own the product vision, strategy, and roadmap for enterprise knowledge retrieval and AI-powered service experiences.
• Lead the strategy for RAG platforms, knowledge repositories, semantic search, vector databases, knowledge graphs, and AI-powered knowledge delivery.
• Partner with business leaders to identify and deliver AI retrieval use cases that improve productivity and customer outcomes.
• Define ingestion, chunking, contextualization, and governance of enterprise content for accurate AI results.
• Collaborate with AI Engineering, Data & Analytics, software engineering, and vendor teams to improve retrieval quality and user experience.
• Define and monitor performance measures such as answer quality, citation accuracy, and user satisfaction.
• Lead organizational adoption of AI-assisted knowledge delivery and feedback loops with stakeholders.
• Evaluate emerging AI search and enterprise AI platform technologies.
• Own and manage the budget for related AI productivity initiatives.

Skills

Large language models

Semantic search

Embeddings

Vector databases

Knowledge graphs

Python

AI-powered information retrieval

Cross-functional leadership

Education

Bachelor’s degree in Technology, Business, or related field

Tools

Python

Knowledge management tools

Job description

Polaris Inc. is seeking an AI Product Manager for Knowledge and Retrieval Systems in Medina, MN. You will define the vision and roadmap for enterprise knowledge capture, retrieval, and AI-powered service experiences across multiple teams and vendors.

You will lead RAG initiatives, governance, and adoption, partnering with IT, security, and business leaders to deliver trusted, scalable knowledge solutions. A strong background in AI, data, and product leadership is required.