Research
Publish the question and the protocol before the result.
The Dgenius research program exists to make claims about AI discovery checkable. Each entry states its question and its method now; findings appear only once the work has been done.
Program
Four lines of inquiry.
Machine-mediated discovery
How AI systems assemble vendor shortlists, and what observable conditions separate the vendors that appear from those that do not.
Source influence
Which categories of third-party source recur in AI answers for B2B purchase questions, and how that recurrence changes over time.
Answer stability
How much AI answers to the same buying question vary across repetitions, sessions and systems — the basis for any honest measurement claim.
Factual reconciliation
How contradictions between a company's own sources affect whether systems will state a confident recommendation.
Publications
Record.
Status is stated explicitly. Entries in preparation carry no summarised findings.
- Foundational researchAnswer Stability: how many observations are required before an AI visibility claim is meaningfulHow many repeated observations are required before a claim about a company's presence in an AI answer can be distinguished from session variance?In preparation
- StudySource Recurrence in B2B Purchase AnswersWhich categories of source recur in AI answers to B2B shortlist and comparison questions?In preparation
- BenchmarkDgenius AI Discovery BenchmarkHow does answer share across a defined category shift over successive measurement periods?In preparation
- Technical paperTechnical paper on KSMAuthored by Dr. Anthony Bowen. The paper is not summarised, characterised or interpreted here until the document is supplied and verified.Pending verification
Intellectual provenance
Dr. Anthony Bowen
Founder · Subject Matter Expert
Author — technical paper on KSM
Dr. Anthony Bowen provides the subject-matter expertise from which Dgenius approaches machine-mediated discovery, measurement and optimization. He is the author of a technical paper on KSM. Details of that paper are published here once verified — nothing about it is characterised before then.
- Paper
- Withheld until verified
- Abstract
- Withheld until verified
- Publication
- Withheld until verified
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