Research · Field-Building · Appearance Epidemiology · AI Ethics 

APi is the research and knowledge engine of the TAP ecosystem — and the founding institutional home of Appearance Epidemiology, the first framework treating appearance-based inequality as a measurable psychosocial, structural, and technological issue.

APi publishes working papers, positioning papers, and open letters that are building the intellectual record of a new field:

→ Working Paper No. 1: Appearance Epidemiology — A Conceptual Framework (SSRN, March 2026) 

→ Working Paper No. 2: When AI Misreads the Human Face — Appearance Erasure and Psychosocial Harm in Algorithmic Systems (SSRN, April 2026) 

→ Open Letter No. 1: An Open Letter to the Architects of AI — addressed to OpenAI, Google DeepMind, Anthropic, Meta AI, Microsoft, and Adobe (June 2026)

APi also develops learning programmes and professional training for practitioners, educators, and institutions — equipping the people who work with affected communities to do so with the evidence and language the field now has.

Research to impact. Not academia for its own sake.

Human-Centered AI · Psychosocial Companionship · African Lived Experience 

Appear+ is TAP's AI-powered psychosocial companion — built specifically for people navigating appearance-related distress, rooted in Sub-Saharan African lived experience, and grounded in the Appearance Intelligence (AQ) framework.

At its heart is ỌdịdịM — a voice-first companion whose name means "as I am" in Igbo. ỌdịdịM offers psychosocial presence, relational continuity, and emotional pacing designed for appearance-related realities that generic AI tools are not built to hold.

Appear+ is not retrofitted for African users. It was built for them.

Currently in development. Join the waitlist at appearpositive.org.

Appearance Dignity · Cultural Platform · Human Data Strike · Nigeria 2027 

ASWALK Festival is Africa's first appearance dignity cultural platform — a travelling gathering that celebrates human appearance differences, challenges lookism in public space, and builds community through visibility, storytelling, and shared belonging.

At its heart is the Human Data Strike: a collective act of data sovereignty in which communities document and own their appearance data — refusing to remain digitally erased by AI systems not built to represent them, and redirecting that data into a community-owned corrective archive on their own terms, with their own consent.

The Human Data Strike does not reject AI. It demands AI be trained on truthful, diverse, consensual data — or not trained on this community's reality at all.

Through TAP Talks, the Africa Appearance Summit, public visibility walks, and storytelling, ASWALK is both a cultural event and a research infrastructure.

Maiden Edition: Nigeria, March/April 2027.

Access · Dignity-Centred Care · Practitioner Infrastructure 

The TAP Care Network is a curated directory of appearance-informed practitioners — dermatologists, mental health professionals, social workers, support groups, and crisis-responsive organisations across Sub-Saharan Africa.

It connects individuals living with visible differences and skin conditions to practitioners who understand that appearance-related distress is not cosmetic. It is psychosocial, structural, and deeply human.

Through this network, TAP builds the practitioner infrastructure that Sub-Saharan African healthcare systems have not yet built — training, connecting, and accrediting appearance-informed care across the continent.

Psychosocial Support • Visibility • Healing

ACE Woman — Appearance Confident & Exceptional — is TAP's community for women navigating the psychological weight of living in a world that judges women by how they look.

For women with visible differences, scars, skin conditions, ageing-related appearance changes, or any appearance-related distress: ACE Woman creates spaces to heal, reconnect, and reclaim visibility on their own terms.

Through psychosocial support, community gatherings, and storytelling, ACE Woman builds what society rarely offers women in this situation: a community that already knows their face is not the problem.

This is not about becoming more beautiful. It is about becoming more free.