Kojable is an AI answer alignment platform for B2B companies. We monitor how AI represents your company, diagnose the gaps that matter, guide practical improvements and retest comparable questions to verify what changed. Start with the free Brand Integrity Audit.
How to decide whether a buyer’s answer is ready to publish
A content brief can ask for a clear answer and still fail at the most important part of the job: whether the company can support that answer.
https://t.co/7qTtGs6bl9
A practical method for assessing AI-generated answers about companies runs into a judgment that is harder than factual checking: materiality.
The full Kojable: https://t.co/Lywcfv6wj2
The fastest way to make AI-answer review useless is to mark every wording difference as an error.
When a team reviews what an AI system says about the company, the tempting approach is to compare every sentence with approved copy.
https://t.co/Lywcfv6wj2
Stop treating AEO, GEO, and SEO as replacement categories.
AEO and GEO are sometimes presented as the disciplines that arrive after SEO stops working.
Read full : https://t.co/3vD19tO9jB
Do not create 12 persona pages because you can name 12 personas.
Create separate content when the audience has a genuinely different decision, workflow, evidence requirement, risk profile or next action.
Different job titles are not a content strategy.
https://t.co/TFomtaZ5Ct
For B2B content, do not create a page for every job title.
Create one when the reader's decision, workflow, evidence requirement, risk or next action genuinely changes.
Full guide: https://t.co/TFomtaZ5Ct
Persona prompting can make an AI answer look more specialised.
That does not automatically make it more useful.
A better test is whether the persona changes decision context while the underlying facts stay stable.
The study did not establish better factuality, retrieval relevance, professional relevance or commercial outcomes.
Generated-query text differed, but retrieval quality was not evaluated.