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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 rule for determining the denominator of a citation rate by checking whether an answer’s source list was collected in full. If an answer whose citations could not be collected is counted as having no citations, the rate will be lower than it actually is. Conversely, if only answers with sources are selected for the denominator, the rate will be higher.
This method expresses attainment by dividing the current metric by the goal. If the current rate is 70% and the goal is 70%, but the gauge is only 70% full, it is unclear what 100% means. The metric itself and its attainment rate must be kept separate.
An operational approach that links brief reuse of authenticated data with its removal when accounts change. Storing reports in persistent storage can leave sensitive data behind after logout. Fast retrieval and data retention carry the same responsibility.
Use customer paths for navigation, but have the server authorize access to data. A company name in the URL does not replace authentication. If changing an identifier lets someone read other data, a separate menu is not a security boundary.
Explains the definition and necessity of Discovery Engineering, how it works, and SAG architecture criteria and practical checklists, drawing on research and official documentation.
Explains the definition and importance of competitive comparisons, how they work, criteria for applying them to SAG architecture, and a practical checklist, with support from research and official documentation.
Explains what audit logs are and why they are needed, how they work, and how to apply them in SAG architecture, with a practical checklist and references to research and official documentation.
Explains the definition and need for RAG provenance, how it works, and the criteria for applying it in SAG architecture, with practical checklists and support from research and official documentation.
Explains the definition and motivation of Self-RAG, how it works, and criteria for applying it to SAG architecture, with a practical checklist grounded in research and official documentation.
Explains what HNSW is and why it is needed, how it works, criteria for applying it to SAG architecture, and a practical checklist, drawing on research and official documentation.