Network visualization representing SAG search and AI architecture

SAG TECHNOLOGY FRONTIER

We do not follow the curve.
SAG builds what comes next.

We design how search, answers and generative AI understand brands, and explain the architecture behind SAG in clear technical terms.

SAG / ARCHITECTURE NOTES

Five principles behind SAG today

From discovery and evidence to data boundaries, reliable execution and delivery—see how each engineering choice works.

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012026-10-08

Why Are Search Rankings, Brand Mentions, and Recommendations Different Metrics?

Measure search position, appearance in answers, and recommendation meaning as separate items. A mention near the end is not the same as a first recommendation. Converting them all into a single search ranking makes it difficult to know what to improve.

#Exposure metric separation #Architecture note #SAG technique #Measurement and interpretation

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We do not follow the curve.SAG builds what comes next.

Why Are Search Rankings, Brand Mentions, and Recommendations Different Metrics?

We do not follow the curve.
SAG builds what comes next.