Choose your questions
We start with your brand, category and the decisions you want to understand.
A 100-question diagnosis to read answers, follow sources and turn findings into priorities.
Business question · Answer · Evidence
A question opens a reading of the category, alternatives and sources.
Measurements through APIs · proxy surfaces
The value comes from connecting what you observe with what your team needs to decide.
We start with your brand, category and the decisions you want to understand.
Each observation retains its answer, source, context and review.
A deliverable to share what needs attention and why.

Discovery, comparison and decision within an explicit question pack.
Read how your brand appears and the conditions surrounding each mention.
Separate visible citations from search sources and review their relationship.
Reviewed findings, configured competitors and limitations in the same report.
AI Report starts with a business question and an agreed scope. Each observation connects to the evidence behind it.
The brand, category, questions, observed environment and conditions before measurement begins.
A reading of answers, mentions and sources, with findings, limitations and priorities to discuss.
An observation describes its sample. Review distinguishes verified evidence, open questions and a next step.
It is a 100-question diagnostic format. The report preserves the pack composition, what could be observed and the limitations of each measurement.
Yes. The library brings together curated exploratory reports. They are prospective cases, not testimonials or client results.
Current measurements use API surfaces such as OpenAI API or OpenRouter. They are technical proxies, not captures of the ChatGPT interface.
Book a conversation to define the scope, questions and diagnostic deliverables.
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