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.

1 articles · 1 / 1

01

Observation Cohorts: How Can We Avoid Mixing Rankings from Different Engines?

An observation cohort is a comparison unit that groups observations with the same question, engine and model, region, language, and device conditions. The same sentence can receive different answers when the model and market change. An average that removes these conditions may be easy to calculate, but it is hard to explain what changed.