AI shapes what your readers discover. Investigate how it does it.
More and more readers ask AI which brand, place or service to choose. AAI Kernel supplies commissioned research and traceable data for original editorial investigations: whom AI systems put forward, on which sources, and how different models tell different stories.
Find the question with editorial substance
A story about AI recommendations can reveal a wider market relationship: an intermediary repeatedly cited ahead of providers, a category described differently by two systems, or a specialist organization visible only on a precise question.
We examine the organizations named, sources cited, roles assigned and framing of the answer. The evidence may support, qualify or contradict the proposed story. The research question is agreed in advance; the conclusion follows the findings.
Research shaped around the publication
- Commissioned studies that investigate a defined editorial question, organization or market.
- Comparative analysis of identified models, answer surfaces, questions or observation periods.
- Evidence-backed briefs, tables and contextual research for a story or specialist report.
- Scoped data extracts and licensing discussions for publishing or further analysis.
An editorial research commission is a new scoped investigation for a publisher's question. It is distinct from obtaining rights to an existing article or syndicated publication.
An explanation with evidence behind it
A useful research contribution gives the editorial team the finding, its significance and the observations needed to examine it. We supply the market and question context, dates, identified systems and material qualifications alongside the analysis.
AAI Kernel can provide research and analysis to independent publishers and organizations. The Observatory offers one concrete example of how this work can be applied. Each publisher remains free to choose its research sources and retains full control over its publications and editorial decisions.
Clear attribution and publishing responsibility
Attribution identifies the contribution actually made: AAI Kernel as the intelligence or research source, and your publication as the publisher. Research findings remain independent, while the publication retains responsibility for its editorial treatment.
The engagement establishes factual review, source access, embargoes and rights of use appropriate to the project. This gives the editorial team clarity about what it can cite, reproduce and distribute.
Research attribution identifies the actual research and publishing contributions for a specific object. It should not merge separate organizations or imply an endorsement beyond the contribution made.
The access and reuse guidance helps identify which evidence a publication may inspect or reproduce. The research-challenge guidance explains how a disputed claim can be examined without predetermining the editorial response.
Existing Observatory material or a new investigation?
For republication or syndication of an existing Observatory article, graphic or reading, use the publisher’s Press guidance. For deeper source research, a different study, commissioned intelligence or AAI data access, contact AAI Kernel.
Other publishers can commission AAI Kernel directly for their own research and data needs.
The institutional account explains the separation between AAI’s research contribution and The Observatory’s control of its own publication, so a new commission is not confused with permission to reuse an existing article.
Tell us what the story needs to establish
Share the editorial question, your publication, the intended format and any deadline. We will help identify the evidence and research approach that can support the work.
07 Where this leads
A publishable investigation must be able to change the story premise. The editorial investigation example follows a proposed AI claim through scope, counterevidence and publishing responsibilities. The publication standard then identifies the methods, permitted evidence and review record needed to support the claim that actually reaches readers.