What we work on

Areas of engagement

AI Product Evaluation

Evaluate whether your AI product is understandable, trustworthy, useful, and aligned with real user expectations.

Metaphor and Interface Audit

Identify the metaphors your interface relies on, such as assistant, agent, copilot, brain, or teammate, and how they shape trust, behavior, and misuse.

Decision Architecture

Design AI-supported workflows that improve human decisions without eroding agency, accountability, or judgment.

Organizational AI Adoption

Help teams adopt AI in ways that preserve judgment, accountability, culture, and quality of work.

Workshops and Advisory

Custom sessions for leadership teams, product groups, researchers, and communities trying to make sense of AI together.

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How it starts

What a first engagement looks like

Every engagement starts with a conversation. We try to understand your specific situation before proposing anything. Most first engagements are a focused audit or a strategy session, and we shape the work from there.

01

Conversation

We talk through your context, challenge, and what you actually need, without a pitch.

02

Scoping

We propose a focused engagement shaped to your situation, not a generic package.

03

Work

We do the research, evaluation, or advisory work and deliver clear findings, recommendations, and next steps.

Get started

Start a conversation

If you are navigating a real AI decision and want a thoughtful partner, reach out. We will tell you quickly whether we can help.