Ana Mendes's Work | ContraWork by Ana Mendes
Ana Mendes

Ana Mendes

People, processes, and European Portuguese.

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Cover image for Led and supported teams in
Led and supported teams in two distinct contexts. At Workplace Options, inherited a small exhausted and demotivated team doing highly manual work. Built trust, provided direction and support, and sourced an automation vendor that reduced workload and increased team motivation without additional hiring. At Scale AI, coordinated the Portuguese language branch across multiple AI projects, managing a team of trainers through refresher sessions, common error identification, guide refinement, feedback forms, and individual and collective feedback. In both cases, the consistent outcome was the same: teams that felt supported, trusted, and motivated to do their best work.
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Cover image for Native European Portuguese speaker with
Native European Portuguese speaker with experience in website localisation, literary text translation and revision, and cultural adaptation and validation in AI data annotation projects. Focused on PT-PT accuracy, natural register, and the elimination of Brazilian Portuguese phrasings. Brings both linguistic precision and cultural sensitivity to every project.
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Cover image for Managed operational coordination across multiple
Managed operational coordination across multiple AI data projects in a fully remote environment. Centralised project information, adapted and clarified AI guidelines for contributors, and tracked tasks across all active project phases. Identified operational gaps and friction points before they escalated, maintaining quality control and information alignment across distributed teams. Integrated AI tools to accelerate repetitive workflows including drafting, summarisation, and document organisation.
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Cover image for Designed and managed the end-to-end
Designed and managed the end-to-end onboarding workflow for 20+ remote contributors at an AI data operations company. Built the full process from scratch: welcome communications, Slack engagement messages, project kickoff sessions, structured guides for each project phase, and supporting documentation. Ensured consistent understanding and reduced ambiguity across a distributed remote team.
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