AI Knowledge & Retrieval Product Leader

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

Job summary

Polaris Inc. is seeking an AI Product Manager for Knowledge and Retrieval Systems to define the vision, strategy, and roadmap for enterprise knowledge delivery powered by AI.

You will steer RAG initiatives and partner with IT, business leaders, and vendors to deliver trusted, scalable knowledge experiences across Polaris. You’ll own governance for content ingestion, semantic search, vector databases, and knowledge graphs, measure impact with quality and satisfaction metrics, and drive adoption

Qualifications

• Bachelor's degree or higher in a tech/business field.
• 10+ years of IT-related experience required.
• 5+ years in enterprise technology transformation or product management.
• 2+ years owning RAG processes in a corporate environment.
• Experience with AI, search, knowledge management, or data products lifecycle.
• Technical exposure to LLMs, semantic search, embeddings, vector databases, knowledge graphs.
• Understanding of responsible AI, data governance, security and compliance.
• Proven track record leading cross-functional initiatives with measurable value.
• Experience driving change and stakeholder communication at exec/end-user level.

Responsibilities

• Own the vision, strategy, and roadmap for enterprise knowledge retrieval and AI-powered services.
• Lead strategy for RAG platforms, repositories, semantic search, vector databases, and knowledge graphs.
• Prioritize AI retrieval use cases to improve productivity, service quality, and customer experiences.
• Define ingestion, chunking, contextualization, and governance for enterprise content.
• Collaborate with AI Eng, Data & Analytics, software teams, and vendors to improve retrieval quality.
• Develop AI agents that use enterprise knowledge to support troubleshooting and information discovery.
• Define and monitor metrics such as answer quality, citation accuracy, and user satisfaction.
• Partner with Security, Legal, Compliance for governance and responsible AI use.
• Drive adoption of AI-enabled knowledge delivery and collect stakeholder feedback.
• Evaluate emerging AI search technologies and platforms.
• Own budgets and ROI measurement for related AI productivity initiatives.

Skills

Technical / Functional Expertise

Business Acumen

Collaboration

Education

Bachelor's degree in Technology, Business, or a related field

Tools

Python

Large language models

Semantic search

Vector databases

Knowledge graphs

Job description

Polaris Inc. is seeking an AI Product Manager for Knowledge and Retrieval Systems to define the vision, strategy, and roadmap for enterprise knowledge delivery powered by AI.

You will steer RAG initiatives and partner with IT, business leaders, and vendors to deliver trusted, scalable knowledge experiences across Polaris. You’ll own governance for content ingestion, semantic search, vector databases, and knowledge graphs, measure impact with quality and satisfaction metrics, and drive adoption