AI Advisory

Human-Centered AI Advisory

Helping organizations navigate AI implementation where technical capability meets human behavior -- and where the gap between the two most often determines success.

Fractional advisory
Project-based
Single-session review
The Advisory

Most AI implementation failures are not technical. They are human. Organizations that succeed with AI invest early in understanding how their people think, decide, resist, and adapt -- and they build that understanding into the implementation architecture from the start.

Willow & Teak operates at the intersection of behavioral science, organizational psychology, human factors, and AI governance -- bringing those disciplines to bear on the strategic and operational questions executives face when deploying AI in consequential workflows.

positioned at the intersection of

Psychology
Behavioral Science

Human
Factors

AI
Governance

Org
Systems

Implementation
Strategy

AI implementation success framework
Focus Areas
01
Human-Centered AI Strategy

Helping organizations align AI initiatives with human behavior, organizational goals, and real-world user needs. Identifies adoption barriers, user experience risks, and implementation challenges before deployment to improve outcomes and long-term trust.

02
AI Governance & Risk

Assessment of governance structures, oversight processes, and decision-making frameworks that support responsible AI implementation. Focuses on reducing operational, ethical, reputational, and user-impact risks while maintaining organizational agility.

03
Change Management & Adoption

Successful AI implementation depends as much on people as technology. Supports leaders in navigating workforce adoption, stakeholder engagement, communication strategy, and organizational readiness to improve acceptance and reduce resistance to change.

04
Human Factors & Decision Support

Evaluation of how AI systems influence attention, judgment, workload, and decision-making in real-world environments. Identifies opportunities to improve usability, reduce human error, and strengthen human-machine collaboration in complex workflows.

05
Crisis Communication & High-Stakes User Interaction

Expert review of AI-generated and AI-mediated communication in crisis scenarios, emergency response, and high-risk user interactions -- assessing tone, harm potential, and decision support quality before deployment or after incident.

06
Bias, Disability, Trauma & Mental Health Content Review

Specialized review for AI systems interacting with populations navigating disability, trauma, or mental health challenges -- identifying representation gaps, harm vectors, and implementation risks that standard review processes are not designed to catch.

Who This Is For

Executive teams implementing AI in healthcare, defense, higher education, and enterprise -- particularly where users are under pressure, navigating complexity, or making high-stakes decisions. Product leaders building AI-mediated communication systems. Organizations managing adoption at scale where workforce trust and brand risk are active concerns.

Engagements are scoped around your organization's actual implementation stage and risk profile. This is not a packaged framework applied generically -- it is advisory work shaped by your specific context, stakeholders, and operational goals.

Ready to close the gap?

Engagements begin with a focused conversation about your implementation stage, your risk profile, and where human factors are most likely to determine outcomes.

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