Phase 1First wave
Baseline
Three weekly collections establish the baseline. In the first readout session, we review the findings and possible actions.
Brand visibility in AI answers
Your customer asks.AI answers.Is your brand part of the conversation?
We start with real questions from your category, preserve answers from leading AI platforms, and show where your brand appears, what supports that presence, and where there is room to act.
ChatGPTGoogle AI ModeGemini
Question 118
Which credit card with no annual fee is worth considering for a first-time cardholder?
For first-time cardholders, cards with no annual fee are often the simplest starting point.
Brand A appears among the options mentioned, with a low initial credit limit and online approval.
Brand B is also mentioned, with a focus on a rewards program.
Sources cited: finance.example · category-blog.example
Where the brand appears in the answer.
Average presence per question
77.7%
699 of 900 fictional executions · Day 14
Layer
Brand in the answer
The brand is named in the generated answer
Example AI platform
ChatGPT
Fictional simulation, with no call to the AI platform
Demonstration with fictional data. It does not represent a real brand, collection, or client result. The five lenses illustrate different ways to interpret the evidence.
Three phases to measure, act, and verify.
The Collection Cycle combines an initial collection wave, an action window, and a second wave to check for changes. Each wave includes three weekly collections, six in total. The schedule is agreed for each project, with the second wave planned from the start.
Collection Cycle3 phases
Phase 2Action
Action window
The client and their partners carry out the selected actions. askskape recommends, monitors, and records what was implemented.
Phase 3Second wave
Verification
Three new collections and a second readout session show changes, stable findings, and comparison limits, taking the recorded actions into account.
2 waves6 collections2 readout sessionsdays 0, 7, and 14 in each wave
askskape recommends, monitors, and documents. The client and their partners carry out the actions. The second wave takes place as agreed, even if no actions have been implemented. Schedule changes are recorded; delays do not automatically extend the cycle.
From questions to opportunities to act.
We start with questions and decisions in the category to build an editorially balanced question set.
Comparison
Which card with no annual fee is worth considering for a first-time cardholder?
Eligibility
Do I need proof of income for my first credit card?
Risk
What happens to my credit limit if I pay a bill late?
Alternative
A credit card from a digital bank or a traditional bank?
Examples of editorially developed questions
Fictional answer · example question
For first-time cardholders, cards with no annual fee are often the simplest starting point. Brand A and Brand B appear among the options mentioned.
Brands identified
Brand ABrand BSources cited
finance.examplecategory-blog.exampleEvidence
The brand appears in the answer, while its owned domain is absent from the sources in this example.
Interpretation
Presence is observed, but it is not supported by owned content in this question family.
Hypothesis
Third-party content may be supporting a substantial portion of the answers.
Possible action
Investigate question families and domains before prioritizing content.
The hypothesis is not a proven cause. A possible action is limited by what the evidence supports.
The same question, the same AI platforms, a new wave.
Brand in the answerComparableObserved change
Brand as a sourceComparableNo substantial change
Visible presenceSuspendedExcluded from comparison
A difference between waves is not automatically a trend. If comparability is lost, the comparison stops.
From evidence to the next decision.
The dashboard brings together the category overview, the questions behind each interpretation, and opportunities that can be tracked through to the next verification.
Demonstration with fictional data. It does not represent a real brand, collection, or client result. Each rate is an average per question for a single AI platform.
Brand in the answer
77.7%699 of 900 fictional executions · Day 14Brand as a source
72.4%652 of 900 fictional executions · Day 14Visible presence
85.8%772 of 900 fictional executions · Day 14Product comparison100 fictional questionsComparable
Requirements and eligibility100 fictional questionsComparable
Risk and missed payments100 fictional questionsComparable
Switching providersNo eligible measurementExcluded from comparison
Where the evidence supports investigation or action.
Source pathway
Brand and sources in the illustrative excerpt
Awaiting reviewNo action selected
Gap in questions that do not name the brand
Absence concentrated in questions that do not name the brand
Eligible for reviewNo action selected
Owned domain attribution
Brand presence as a source does not confirm an owned-domain citation
Awaiting evidenceRequires a dedicated signal
The ordering is explainable and does not represent a universal strategic priority.
What changed from the first to the last collection, layer by layer.
Brand in the answer
300 fictional questions · three repetitions74.6%Day 079.3%Day 777.7%Day 14
+3.1 ppBrand as a source
300 fictional questions · three repetitions78%Day 076.9%Day 772.4%Day 14
-5.6 ppVisible presence
300 fictional questions · three repetitions88.3%Day 088.8%Day 785.8%Day 14
-2.6 ppIf comparability is lost, the comparison stops. A difference between dates is not automatically a trend.
The Collection Cycle includes two readout sessions. Results, sample bases, and limitations guide recommendations and the next verification.
An opportunity starts with evidence.
The scenarios below are illustrative and require validation in each project.
Source pathway
The brand appears in the answer, but its domain rarely appears among the sources.
Observed evidence
The brand appears in the answer, but its owned domain is rarely cited as a source in this scope.
Interpretation
The brand is mentioned, but that presence is not often supported by its own content.
Hypothesis
Third-party content may be supporting a substantial portion of the answers.
Possible action
Investigate question families and recurring domains before prioritizing new content.
Future verification
Compare the same question family in the next wave.
The second wave records observed changes and does not, on its own, prove their cause. A possible action is limited by what the evidence in this scope supports.
Which market do you want to understand?
Tell us about your category. We will show you what can already be measured and where to start.
Message received
The conversation starts with your category.
We will get back to you with what can already be measured in your category and where to start.