Role Description
The Forward Deployed Engineer works directly with enterprise clients to design, deploy, and optimise GenAI data solutions, with full ownership of final delivered data quality. Embedded across engineering, data operations, and client delivery, this role ensures datasets, pipelines, workflows, and automations meet defined accuracy, reliability, and performance requirements for GenAI model development.
Your Impact:
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Act as a trusted consultative partner to clients by defining requirements, clarifying success criteria, shaping highβquality annotation guidelines, and proactively providing insights and innovative solutions that strengthen trust and improve data quality, efficiency, and model outcomes.
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Influence the what and the why behind GenAI data solutions by translating ambiguous client needs into clear, scalable workflows.
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Deliver zero-defect GenAI datasets that meet all defined acceptance and quality criteria.
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Build scalable, reproducible, and observable validation and automation pipelines that reduce variance, manual review effort, rework, and time to validation.
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Contribute reusable quality frameworks and validators adopted across multiple projects.
Qualifications
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Experience working on GenAI, machine learning, or model evaluation data.
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A consultative problem-solving approach when leading client conversations, asking sharp questions, and guiding stakeholders toward better decisions.
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Hands-on experience designing and implementing data pipelines, validation systems, or workflow automation.
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Previous experience in owning final data quality and acting as the authority on delivery readiness.
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The ability to translate business or model development needs into technical workflows and validation logic.
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Confidence in working directly with client engineering or machine learning teams.
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Strong documentation that prioritizes reproducibility, observability, and reliability.
Benefits
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The total target compensation for this full-time role ranges from $150Kβ$200K USD annually, inclusive of base salary and performance-based incentive.
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Actual compensation is determined based on role, level, experience, and technical expertise.
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Comprehensive benefits package, including medical, dental, and vision coverage.
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Retirement plan options and paid time off.
Company Description
Appen has been a leader in AI training data for over 30 years. We specialise in human-generated data to train, fine-tune, and evaluate models across generative AI, large language models, computer vision, and speech recognition.
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Our AI-assisted data annotation platform and global crowd of more than 1 million contributors in over 200 countries support model pre-training, supervised fine-tuning, evaluation and benchmarking, safety and red teaming, and multilingual global expansion.