See the intellectual work behind AI-assisted work

Education & Assessment

Move beyond “did the student use AI?”

AI-permitted assignments have made “did the student use AI?” much less useful as the primary question.

AgencyThread is designed to help instructors understand whether a student meaningfully framed the problem, evaluated AI contributions, developed the work, and understood what they submitted.

Potential contexts include capstones, AI-intensive coursework, portfolios, and research assignments where AI use is allowed but human engagement still matters.

AgencyThread is not intended to function as a disciplinary accusation tool.

Professional Knowledge Work

Document the judgment behind the deliverable

Consultants, analysts, researchers, strategists, and other knowledge workers increasingly produce serious deliverables with substantial AI involvement.

AgencyThread can document the judgment behind that work: what the person framed, challenged, verified, changed, delegated, and ultimately stood behind.

For an individual professional or firm, that creates a record of human intellectual contribution that is different from a disclosure statement or activity log.

Individuals & Portfolios

Make the process visible without pretending AI was absent

Not every AgencyThread use case needs an institution.

A researcher finishing a manuscript, a graduate student building a portfolio, a job applicant preparing a work sample, or an independent professional creating a major deliverable may want a credible record of how they worked with AI.

AgencyThread is designed to make that process visible without requiring the person to pretend AI was absent.

A report is descriptive. It is not a certification or credential.