MAKE YOUR SERVICE THE ANSWER.Discuss your service 
SAG TECHNOLOGY FRONTIER
We design how search, answers and generative AI understand brands, and explain the architecture behind SAG in clear technical terms.
SAG / ARCHITECTURE NOTES
From discovery and evidence to data boundaries, reliable execution and delivery—see how each engineering choice works.
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A collection design that keeps browser cookies and session state within task-specific boundaries. If a previous customer’s login state carries over into the next collection, results may differ from public pages or expose data from another account.
A principle for modeling data acquisition, completion of internal analysis, and confirmation of external visibility as separate statuses. HTTP 200 means only that a request succeeded; it does not mean the brand appeared in an AI answer. If only “completed” is shown, customers may confuse result quality with execution status.
An operational rule that considers both automated-access directives and the scope of the site owner’s permission. Even if a page can technically be opened, that does not establish that crawling permission and permitted use are aligned. Treating restrictions as failure scores can distort the analysis.
A design for identifying scheduled runs as the same business task and controlling duplicates and conflicts. Schedules can be duplicated, delayed, or fail. Treating the number of runs as equal to the number of successful saves can cause duplicate records and cost errors.