SAGMAKE YOUR SERVICE THE ANSWER.Discuss your service
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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HTML Normalization: How to Make Pages Comparable Before Scoring

This process extracts titles, body text, links, and metadata signals from different HTML documents into a common structure. On sites with long menus and footers, repeated sentences may be captured more often than product descriptions. If structure is not distinguished, sentence counts can be misread as indicating that there is sufficient evidence about the product.

#Document normalization#Architecture note#SAG technique#Ingestion architecture
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