Product Manager - AI Content Generation
AI in this role
Own the content generation and quality product roadmap for an AI-powered language learning tutor.
Our mission is to reinvent the way people learn, starting with language.
Learning a language can change a life by opening doors to new cultures, careers, and communities. Two billion people around the world are actively trying to learn a language, but the best way to learn (one-on-one tutoring) is hard to access at scale and hasn’t been meaningfully improved in decades. Speak is building a human-level, AI-powered tutor in your pocket: a conversation-first experience that lets learners actually speak, get instant feedback, and progress through carefully designed lessons. The result is a complete path from beginner to confident speaker across multiple languages.
Speak first launched in South Korea in 2019, where Speak has now become the number one language learning app, and we now serve learners across many markets and 15+ languages. Speak is one of the world’s leading AI companies, with over $150m raised in venture investment from OpenAI, Accel, Founders Fund, Khosla Ventures, and more, with a distributed team across San Francisco, Seoul, Tokyo, Taipei, and Ljubljana.
About this role
We're building a product capability out of what's currently a production bottleneck.
Speak already has a scaled consumer product and a hard mission: help people actually become fluent, not just feel productive in an app. The long-term vision is a superhuman tutor — a system that understands a learner's level, goals, mistakes, context, and next best step, then creates or recommends the right lesson, conversation, drill, assessment, or review at the right moment.
Right now, enabling new languages and creating new professional courses depend on manual production. This role exists to build the product system that scales at the speed of software, makes high-velocity content generation possible with real quality guarantees, human review workflows, and pedagogical integrity.
We're looking for a Product Manager who can personally drive that transformation — designing evals, building authoring and quality workflows, connecting generation to learner outcomes, and raising execution quality across every team involved.
What you'll be doing
Own the content generation and quality product roadmap
Design and ship authoring, generation, QA, evals, and content improvement loops for internal and external users
Build product workflows for human expert review, automation, and quality gates
Partner closely with curriculum, AI, engineering, product, and learning teams
Define evals and ship/no-ship criteria for AI-generated lessons, feedback, and content variants
Build feedback loops from learner behavior (ratings, completion, complaints, expert review) back into generation quality
Design the end-to-end workflow that moves priority content from request → generated draft → human review → launch
What we're looking for
Must-have Qualifications
6+ years of hands-on Product Management experience
Experience with AI product systems: generated content, authoring tools, workflow automation, evals, QA, or expert-review workflows
Technical fluency around model behavior, data quality, reliability, and user trust — enough to define real product requirements, not just relay them
Strong written communication and structured thinking
Demonstrated ability to lead cross-functional outcomes without formal authority or direct reports
Nice-to-have Qualifications
Experience with creator tooling or content operations at scale
Familiarity with content quality programs, pedagogical frameworks, or learning science
Join a fantastic, tight-knit team at the right time: we're growing very quickly, we've most recently raised our Series C from some of the top investors in the valley, and we've achieved product-market fit in our initial markets. You'd join at a magical time when a single person could significantly change the course of the company.
Do your life's work with people you’ll love working with: we care strongly about our craft and want every person at Speak to feel like they're growing every day. We believe in the idea that working with people you both enjoy and have respect for makes everything better. We hire thoughtfully and only work with people we admire deeply.
Global in nature: We're live in over 40 countries and launching in a number of new markets soon. We have dedicated offices in San Francisco, Ljubljana, Seoul, Tokyo, and Taipei, and you’ll have the opportunity to talk to users in each of these regions on a regular basis as well as travel.
Impact people's lives in a major way: Learning a language is one of the single most life-changing skills one can learn, and right now 99% of people never achieve their goal because the process is broken. We’re helping millions of people achieve their goals and improve their lives.
Speak does not discriminate based upon race, religion, color, national origin, gender (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender identity, gender expression, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics.
How we rate this
Product Manager - AI Content Generation at Speak rates 65 out of 100 for how much of the daily work is AI. That makes it Works on AI (AI Level 3 of 4). The level is about AI in the job, not seniority.
Works on AI. The daily work is on AI products, without building the model.
- ●●●● Builds AI80 to 100
- ●●●○ Works on AI60 to 79
- ●●○○ Uses AI40 to 59
- ●○○○ Little AI0 to 39
Levels come from how often the tools, models and workflows of the role are named in the posting itself. Open the description and count.
Prepare for this job
A free preview built only from this posting: what it asks for, what you could be asked in an interview, and how to adjust your resume.
Skills and AI tools this role asks for
Questions you could be asked
- How do you check AI-generated content before it ships?
- Tell me about a project where product management was part of your work. What did you do?
- Tell me about a project where evals was part of your work. What did you do?
- Tell me about a project where content generation was part of your work. What did you do?
- Tell me about a project where automation was part of your work. What did you do?
Adapt your resume
- List these exact terms on your resume: AI Content, Product Management, Evals, Content Generation, and Automation. An applicant tracking system matches the wording, not the idea.
- Attach one line of real, concrete experience to at least one of them — a tool named with nothing behind it rarely survives a human read.
- Show where AI is part of your daily process, not a one-off project — this role expects it to be a running habit.
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