Direct answer
Start with a relevant audience question that your current first-party content does not answer well. Use Act > Content Opportunities, Query Fan-Out, stored answers, and Source Explorer to document the gap, then prioritize a content experiment based on business relevance and available evidence.Data required
Use configured prompts, topics and tags, stored answers, SELF/DIRECT mentions, citation URLs, observed Query Fan-Out records, current first-party pages, and a stable baseline period. Add product or subject-matter evidence before drafting.Workflow
1
Confirm the audience need
Read the underlying prompts and answers. Exclude gaps that are outside your positioning or cannot be supported accurately.
2
Review the current source set
Inspect cited pages and existing first-party content. Identify missing evidence, scope, or format without assuming a universal citation pattern.
3
Define the content hypothesis
State the audience question, intended page, evidence owner, and the prompt and provider cohort you will observe after publication.
4
Publish and monitor
Create the page in Content Studio or your editorial system, record the URL and date, and compare later runs using the same cohort.
Interpretation
Prioritization should combine business relevance, observed coverage gaps, and the ability to publish accurate evidence. A recorded citation is a URL associated with a stored answer; it does not guarantee positive portrayal, referral traffic, or continued inclusion.Possible next actions
- If a gap reflects an unanswered factual question, test a maintained reference page with primary evidence.
- If competitors are cited for comparisons, test an accurate comparison page that states scope and limitations.
- If the need is already covered by a strong page, test updating or consolidating it before creating another URL.
Limitations
No content format, keyword, or publishing cadence guarantees a mention or citation. Qwairy observes a selected prompt and provider dataset, not all possible answers. Changes after publication may have other causes, so retain the baseline and note concurrent work.Related pages
Content Opportunities
Review observed opportunities in the product.
Qwairy MCP
Use supported MCP workflows with their documented schemas.
GEO guide
Read additional content-planning guidance.
Queries without SELF
Review relevant observed search gaps.
Keywords for AI research
Build a research list from distinct data sources.
Gap to article
Run a documented publishing experiment.
Google rank versus AI presence
Investigate cross-surface divergence.

