Get involved
More ways
to contribute.
The survey and interview are the primary instruments. These are other ways to shape the research - from a 5-minute assessment to a domain validation partnership.
S
5 minutes · anonymous
Take the survey
15 questions about how your AI system currently tracks and interprets user behaviour. Your behavioural patterns as you answer are also part of the research. The closing card shows your ABSD profile.
Card-by-card · voice or text · no account needed
Preview first: Read all 15 questions →
I
15–20 minutes · voice-first
Walk through the interview
15 semi-structured questions from the Annexure A protocol. Questions read aloud. Answers captured as a transcript you review before submitting. Richer than the survey. Captures domain-specific nuance the survey cannot.
Want to read the questions before committing? See the full interview protocol →
Requires name, role, and email · transcript-only by default
A
2 minutes · self-assessment
Assess your system
Five questions that place your AI system on the ABSD framework in real time. See where you are, what you are missing, and what moving one layer deeper would change. Share your result on LinkedIn to bring more practitioners into the research.
No account · shareable result card
D
Open-ended · contact first
Share domain expertise
If you work in a domain not yet represented in the research - healthcare technology, financial services, enterprise SaaS - your perspective is particularly valuable. The framework needs cross-domain validation to support its generalisability claims.
No time commitment required · get in touch first
R
Academic · longer-term
Research collaboration
The validation study and future research directions identified in the paper require institutional partnerships. If you have access to interaction data, user cohorts, or research infrastructure relevant to the ABSD framework, the researcher would like to hear from you.
Academic or industry · formal or informal