Share your
AI experience
Contributor guidelines
Everyone is navigating effective, human-centered AI for the first time—there’s no established playbook. Whether you’re working in design, research, product, engineering, or strategy, your experience can help shape better practices across the field.
We’re building a shared space for practitioners exploring the real work of AI transformation: adapting methods, evolving workflows, and designing systems that are aligned, trustworthy, and responsive to human needs.
Why contribute
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Help others avoid common pitfalls in AI implementation
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Gain visibility in the growing AI design and strategy community
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Influence evolving best practices for responsible, adaptive AI
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Strengthen your portfolio with published insights or tools
What we’re looking for
We welcome submissions from professionals across UX, product, research, data science, engineering, and organizational strategy. Contributions can take the form of short articles (~800–1,500 words), frameworks, tools, or annotated case studies.
Case studies and implementation stories
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Examples of transformation or integration in your team or organization
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Practical adaptations of tools, methods, or workflows for AI systems
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Challenges encountered and how you addressed them
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Results, learnings, and what changed
Research insights
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Modified research methods for adaptive, probabilistic systems
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Techniques to evaluate trust, confidence, or user adaptation
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Longitudinal studies of AI usage over time
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New or adapted metrics for assessing AI system performance
Design practices
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Interface patterns for probabilistic or generative systems
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Techniques to surface confidence, support control, or explain AI decisions
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Fallbacks, overrides, or progressive disclosures
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Visual strategies for ambiguity, evolution, and transparency
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Examples of rethinking standard design patterns for AI
Collaboration models
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Cross-functional workflows that connect design, engineering, data, and product
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Co-design and decision frameworks for building usable, feasible AI systems
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Communication tools that bridge domain gaps
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Governance structures that prioritize alignment and human impact
Practical tools and frameworks
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Readiness assessments for AI integration
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Templates, canvases, or workshop tools for AI adoption
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Checklists for applying the Four Shifts framework
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Playbooks or step-by-step methods to operationalize human-centered AI
Organizational enablers
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Leadership strategies that support adaptive, AI-first thinking
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Infrastructure or tooling that enables continuous learning and iteration
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Governance models for ethics, explainability, or trust
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Practices for managing technical debt, oversight, and change at scale
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Aligning strategy with execution across product, engineering, and design
Where your contribution will appear
Selected submissions will be published as standalone articles on the AI UX Navigator site (like this article, for example), with full attribution and an optional short bio or external link. They’ll also appear as part of the card-based index on the Playbook page for easy discovery. Some may also be included in future toolkits, articles, or curated roundups.
Submission guidelines
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Focus on practical implementation over theory- we're here for the how over the what
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Include examples, challenges, outcomes—or visuals if helpful
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Reflect what worked and what didn’t
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Length: ~ 800–1,500 words (shorter formats and tools also welcome)
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Include diagrams, screenshots, or templates if relevant
We also welcome downloadable tools, templates, or visual frameworks with short descriptions.
Review process
All contributions are reviewed by our editorial team for:
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Relevance to the AI UX Navigator community
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Practical applicability and clarity
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Alignment with the Four Shifts and adjacent transformation themes
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Quality of presentation and thoughtfulness
Selected submissions will be published as standalone articles on the AI UX Navigator site (example here), with full attribution and an optional short bio or external link. They’ll also appear as part of the card-based library on the Playbook page for easy discovery. Some may also be included in future toolkits, articles, or curated roundups.
Use this form to submit
your experience
Use the form below to share your experience, framework, or tool. We’ll review submissions and respond within one weeks.
Not sure if your piece is the right fit? Feel free to reach out first—we’re happy to explore it with you.
Your work is part of a larger story. Help us share it.