Product Manager, Outfitting and Evolved Algos

About the Team

At Stitch Fix, we believe in transforming the way people find what they love by combining technology, data science, and the human instincts of a Stylist. The Client Experience Algorithms team plays a crucial role in this mission, focusing on driving deeper personalization and understanding of our clients. Our goal is to elicit client style preferences and taste and to “learn” who they are, what they like and don’t like, and “playback” what we’ve understood, enabling clients to correct us, and help us to refine their personalized shopping experience. This approach allows us to deliver industry-leading styling and shopping experiences, grounded in the most advanced machine learning and AI capabilities.

About the Role

Stitch Fix is transforming how people discover, express, and evolve their personal style — powered by the intersection of human creativity and intelligent algorithms. Outfitting is at the heart of this transformation. As our Product Manager for Outfitting & Evolved Algorithms, you’ll shape how we bring outfits to life, integrate generative and agentic AI capabilities into our algorithms, and redefine how clients experience style in a personalized, dynamic, and expressive way.

You’ll lead the vision, strategy, and execution for the next generation of our outfitting platform — one that seamlessly combines human intuition, trend understanding, and machine learning.

You’ll also guide the evolution of our client profile ecosystem, ensuring we continuously learn, adapt, and refine each client’s style story with minimal friction.

This role sits within the Algorithms Organization, working closely with partners across Engineering, Data Science, Merchandising, and Client Experience Product to deliver measurable client and business impact through algorithmic innovation.

What You’ll Do

1. Define and Drive the Outfitting Product Strategy

• Develop a bold vision and roadmap for the future of outfitting — leveraging Stitch Fix’s unique strengths in personalization, inventory, and style expertise.
• Evolve our Outfitting Platform to incorporate generative and agentic AI capabilities across Merch, Style, and Trend, creating dynamic, client-relevant outfits at scale.
• Partner with Design, Data Science, and Engineering to modernize our outfitting platform architecture for speed, configurability, and creative range.
• Define success metrics that tie directly to client delight, engagement, and conversion

2. Lead Profile Evolution & Experience Integration

• Design seamless, low-friction ways to update and evolve client preferences — reducing manual data capture and ensuring our models stay attuned to each client’s style.
• Partner with Onboarding, Vision AI, and CRM teams to connect data capture to client experiences, ensuring preferences, feedback, and outfits stay in sync.
• Enable downstream algorithmic systems to act on real-time client signals for improved personalization accuracy.

3. Shape the Evolved Algos Product Strategy

• Define the north star vision for how Stitch Fix’s next-generation algorithms evolve — blending classical ML with generative, agentic, and trend-aware systems.
• Translate the company’s Evolved Algos Charter into concrete product capabilities and executional priorities.
• Serve as a bridge between algorithmic innovation and client impact, ensuring the work translates into tangible business and user value.

4. Collaborate Across the Ecosystem

• Partner closely with Merchandising, Creative, and Styling to ensure our outfit generation systems reflect brand, aesthetic, and trend sensibility.
• Work with AI Platform, Engineering, and Data Science to deliver scalable infrastructure that powers millions of personalized outfit experiences.
• Act as the voice of the client and stylist, ensuring every algorithmic decision ladders up to better client outcomes.

You're excited about this opportunity because you will…

• Develop and execute a product strategy that enhances our best-in-class understanding of client fashion taste and styling preferences, personalization, and the ability to deliver exceptional styling experiences. This includes leveraging cutting-edge Gen AI capabilities to drive improvements in our recommendation systems.
• Identify and articulate clear, strategic problem statements, translating complex business challenges into focused opportunities that push the boundaries of personalization and client satisfaction.
• Collaborate with Data Science, Engineering, and Design to leverage cutting-edge AI capabilities, driving enhancements in our recommendation systems to create experiences where clients discover styles they love, fit perfectly, and help them always look—and feel—their best.
• Lead with influence, not just authority, fostering a collaborative environment where diverse perspectives come together to solve complex challenges and build exceptional products.
• Shape the future of AI-driven personalization at Stitch Fix, with the opportunity to take on high-visibility projects and grow into a key leadership role
• Continuously learn and gather feedback from clients, iterating on our style quiz, profile updates, and integrating these learnings into both the Fix and Freestyle experiences.
• Improve item recommendations and surfacing, ensuring clients receive personalized, high-quality recommendations that align with their preferences and style needs.

We’re excited about you because…

• You have 5-8 years of product management experience, with a strong focus on data science, machine learning, and recommendation systems.
• You embody our Stitch Fix values—bright, kind, and motivated by challenge—and approach every problem with curiosity, accountability, and a desire to learn.
• You possess a deep understanding of data analytics and experience collaborating with Data Science and Engineering teams on ML/AI-powered systems or recommendation platforms
• You have a strong product sense — you know when to lean into experimentation and when to systematize.
• You are an excellent communicator who can rally diverse teams around a shared vision.
• You have the proven ability to translate complex algorithmic or ML concepts into simple, client-centric product narratives.
• You are a strategic thinker who can synthesize customer needs, industry trends, and company objectives to create a compelling vision and a long-term strategy for Outfitting and Algorithms.
• You have repeated success in driving conversion, engagement, or retention by leading major product initiatives, driving cross-functional teams, and delivering meaningful customer value.
• You are skilled in prioritization and stakeholder management, comfortable navigating differing opinions, setting expectations, and ensuring alignment across teams.
• Bonus points for experience in eCommerce recommendation systems, early-stage product development and obsessing over the cutting edge of Generative AI.
• You have a passion for Stitch Fix’s mission to help people look and feel their best through personalized discovery.

Why you'll love working at Stitch Fix...

• We are a group of bright, kind people who are motivated by challenge. We value integrity, innovation and trust. You’ll bring these characteristics to life in everything you do at Stitch Fix.
• We cultivate a community of diverse perspectives— all voices are heard and valued.
• We are an innovative company and leverage our strengths in fashion and tech to disrupt the future of retail. 
• We win as a team, commit to our work, and celebrate grit together because we value strong relationships.
• We boldly create the future while keeping equity and sustainability at the center of all that we do. 
• We are the owners of our work and are energized by solving problems through a growth mindset lens. We think broadly and creatively through every situation to create meaningful impact.
• We offer comprehensive compensation packages and inclusive health and wellness benefits.