Research methodology

Our workflow separates identity, public-source Research, deterministic checks, localization and publication.

Sources

Client Agents use public search surfaces, manufacturer documentation, standards, regulators and reputable independent sources. Amazon pages are not scraped by the KnowSpec workflow.

Information gain

When evidence permits, KnowSpec calculates comparisons, compatibility implications or scenario analysis and describes the method.

Gaps

Not found, seller not stated, conflicting and not applicable are distinct editorial states. They are never filled from model memory.