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AI Quality Engineer- Sous Chef

Toast is driven by building the restaurant platform that helps restaurants adapt, take control, and get back to what they do best: building the businesses they love.

At Toast, we empower the restaurant community to do what they love—and thrive. Our platform helps restaurants adapt and grow with tools that streamline operations, improve margins, and enhance the guest experience.

Sous Chef is our AI-powered assistant that helps restaurateurs make faster, smarter decisions. We’re in an exciting early stage of the product lifecycle, rapidly iterating to find magical experiences that feel effortless and valuable to our customers. As we scale, quality is everything—and that’s where you come in.

The AI Quality Analyst is a hybrid role spanning quality engineering, AI annotation, and product quality strategy. You’ll play a central role in ensuring Sous Chef delivers helpful, trustworthy, and delightful responses—every time.

You’ll dive deep into user feedback, evaluate how Sous Chef performs at scale, and work closely with engineers and designers to test and refine new releases. You’ll also shape the prompts, knowledge and metadata the assistant relies on to reason and respond.

This is a great opportunity for someone who thrives in ambiguity, enjoys system-level problem solving, and wants to be part of a high-ownership team delivering a next-generation product.

About this roll* (Responsibilities)

  • 3+ years of experience in QA, engineering, product operations, annotation, or a similar role.
  • Strong analytical, communication, and problem-solving skills.
  • Strong writing and reading comprehension skills. 
  • Experience testing backend APIs and frontend experiences.
  • Comfort navigating ambiguity and learning new systems quickly.
  • Demonstrated use of and excitement about AI tools. 
  • Ability to manage and prioritize across multiple fast-moving workstreams.

Special Sauce:

  • Familiarity with LLMs, conversational agents, or AI model evaluation.
  • Experience with QA tools (e.g. Postman, Jira, test automation platforms).
  • Background in the restaurant or hospitality industry.
  • Basic understanding of system architecture or data pipelines.

Why You’ll Love This Role

  • Early-Stage Impact: Be a foundational member of a high-ownership team building a new, AI-driven product.
  • Cross-Functional Collaboration: Work closely with engineers, designers, and ML experts in a tight feedback loop.
  • Breadth & Depth: Touch everything from backend architecture to fine-grained AI behavior.
  • Customer-Focused: Your work directly improves how restaurants run and grow their businesses.

 

Our Spread* of Total Rewards
We strive to provide competitive compensation and benefits programs that help to attract, retain, and motivate the best and brightest people in our industry. Our total rewards package goes beyond great earnings potential and provides the means to a healthy lifestyle with the flexibility to meet Toasters’ changing needs. Learn more about our benefits at https://careers.toasttab.com/toast-benefits.

*Bread puns encouraged but not required



 

Diversity, Equity, and Inclusion is Baked into our Recipe for Success

At Toast, our employees are our secret ingredient—when they thrive, we thrive. The restaurant industry is one of the most diverse, and we embrace that diversity with authenticity, inclusivity, respect, and humility. By embedding these principles into our culture and design, we create equitable opportunities for all and raise the bar in delivering exceptional experiences.

We Thrive Together

We embrace a hybrid work model that fosters in-person collaboration while valuing individual needs. Our goal is to build a strong culture of connection as we work together to empower the restaurant community. To learn more about how we work globally and regionally, check out: https://careers.toasttab.com/locations-toast.

Apply today!

Toast is committed to creating an accessible and inclusive hiring process. As part of this commitment, we strive to provide reasonable accommodations for persons with disabilities to enable them to access the hiring process. If you need an accommodation to access the job application or interview process, please contact candidateaccommodations@toasttab.com.

Average salary estimate

$100000 / YEARLY (est.)
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$80000K
$120000K

If an employer mentions a salary or salary range on their job, we display it as an "Employer Estimate". If a job has no salary data, Rise displays an estimate if available.

What You Should Know About AI Quality Engineer- Sous Chef, Toast

At Toast, we're on an exciting mission to revolutionize the restaurant industry, and we're looking for an AI Quality Engineer - Sous Chef to join our innovative team in Boston, Massachusetts! As part of our journey, you'll play a crucial role in fine-tuning our AI-powered assistant, Sous Chef, which is designed to empower restaurateurs to make smarter and faster decisions. In this hybrid role, you'll dive deep into quality engineering, AI annotation, and product quality strategy to ensure that every response from Sous Chef is helpful, trustworthy, and delightful. You'll collaborate closely with engineers, designers, and product teams to evaluate user feedback, analyze performance at scale, and test new features. Additionally, your keen analytical skills will help shape the AI model's knowledge base and prompts, enabling an effortless experience for our customers. If you have a background that includes QA, engineering, or product operations, and if you're passionate about AI tools, we're excited to meet you! Here at Toast, we believe in flexibility and collaboration, which allows our team members to thrive in their roles while making a direct impact on our customers' success. If you're ready to be part of a high-ownership team crafting the future of restaurant technology, we encourage you to apply today!

Frequently Asked Questions (FAQs) for AI Quality Engineer- Sous Chef Role at Toast
What does an AI Quality Engineer - Sous Chef do at Toast?

As an AI Quality Engineer - Sous Chef at Toast, you'll be integral to refining our AI assistant's responses and ensuring quality across our product. Your responsibilities include evaluating user feedback, testing backend APIs and frontend experiences, and shaping the AI's knowledge base to enhance its performance. You'll be involved in crafting delightful user experiences while working closely with cross-functional teams, making a significant impact on how restaurants operate.

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What qualifications are required for the AI Quality Engineer - Sous Chef position at Toast?

To excel as an AI Quality Engineer - Sous Chef at Toast, you should have a minimum of 3 years of experience in QA, engineering, or product operations. Strong analytical and problem-solving skills, combined with excellent communication abilities, are crucial. Additionally, familiarity with AI tools, experience in testing backend systems, and a background in the restaurant or hospitality industry are highly valued.

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What makes the AI Quality Engineer - Sous Chef role at Toast unique?

The AI Quality Engineer - Sous Chef position at Toast is unique because it allows you to be part of a foundational team focused on an AI-driven product in its early stages. You'll enjoy cross-functional collaboration while influencing both backend architecture and fine-tuned AI behavior, making your work critical to enhancing how restaurants thrive in a challenging environment.

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How does the AI Quality Engineer - Sous Chef contribute to the customer experience at Toast?

In your role as an AI Quality Engineer - Sous Chef at Toast, you’ll directly influence the customer experience by ensuring that our Sous Chef assistant delivers accurate, helpful, and engaging responses. This directly supports restaurant owners in making informed decisions, streamlining their operations and improving overall guest experiences, ultimately helping them grow their businesses.

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What is the team culture like for the AI Quality Engineer - Sous Chef role at Toast?

The team culture for the AI Quality Engineer - Sous Chef role at Toast is built on collaboration, flexibility, and a shared commitment to the restaurant community. We embrace diversity and inclusion, fostering a supportive environment where everyone’s contributions are valued. You'll be encouraged to innovate and thrive, all while collaborating closely with engineers, designers, and other experts in a hybrid work setting.

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Common Interview Questions for AI Quality Engineer- Sous Chef
How do you ensure the quality of AI responses in your role?

To ensure the quality of AI responses, I focus on understanding user feedback and continuously evaluating performance metrics. I also implement comprehensive testing procedures, including both automated and manual testing, to identify any weaknesses in the AI model and adjust the training data accordingly to improve its responses.

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What tools do you use for quality assurance in AI projects?

In AI projects, I commonly use tools like Postman for API testing, Jira for tracking issues, and various test automation platforms to streamline processes. These tools help ensure that every component of the product is functioning correctly and that we can efficiently address any issues that arise.

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Describe a challenging problem you faced in a previous QA role and how you resolved it.

In a previous QA role, I encountered a significant issue where our AI model consistently misinterpreted user commands. To resolve this, I collaborated with the engineering team to analyze the algorithms, reviewed our training data for gaps, and created a series of new test cases that helped us refine the model's understanding, significantly reducing errors.

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How would you prioritize tasks when managing multiple fast-moving workstreams?

When managing multiple fast-moving workstreams, I prioritize tasks based on their impact on project goals and deadlines. I often utilize agile methodologies, breaking down tasks into smaller, manageable parts, and regularly communicate with the team to reassess priorities and ensure we are aligned on critical objectives.

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What skills do you think are essential for an AI Quality Engineer - Sous Chef?

Essential skills for an AI Quality Engineer - Sous Chef include strong analytical abilities, effective communication, and a solid understanding of AI technologies. It's also important to have a keen interest in the restaurant industry, as it enables a better understanding of user needs, as well as experience with QA tools and methodologies.

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Can you explain the role of metadata in AI training?

Metadata plays a critical role in AI training as it provides context to the data used for model development. It can include information about data quality, origin, and relevance, allowing developers to refine AI behavior based on insights derived from this additional layer of information, important for producing accurate and relevant responses.

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What experience do you have working in cross-functional teams?

I have extensive experience working in cross-functional teams where I collaborated closely with engineers, product managers, and designers. This collaboration is key to ensuring that all aspects of product quality are addressed, and I ensure that feedback flows freely among all team members to create effective solutions.

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How do you stay updated on advancements in AI technology?

To stay updated on advancements in AI technology, I follow industry-leading publications, attend webinars, and participate in professional groups focused on AI. Networking with other professionals and engaging in ongoing learning opportunities is essential for keeping my skills and knowledge current in this rapidly evolving field.

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What do you enjoy most about working with AI in a quality assurance capacity?

What I enjoy most about working with AI in a quality assurance capacity is the challenge of problem-solving in real time and the opportunity to innovate continuously. Every update to the AI model is a chance to improve the user experience, and I find it rewarding to contribute significantly to a product that transforms how people interact with technology.

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How do you evaluate user feedback to improve AI outputs?

I evaluate user feedback by systematically tracking trends and specific issues reported by users. I categorize this feedback, conduct root cause analyses on recurring problems, and collaborate with developers to make targeted adjustments based on this information, using it as a foundation for driving improvements in the AI's outputs.

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Full-time, hybrid
DATE POSTED
April 10, 2025

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