OPTICAL EDITION // 2026.11.09 / SIGNAL-TO-NOISE ARCHITECTURE
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GOVERNANCE // METHODOLOGY · LAST UPDATED: 2026.11.09

Research Methodology

This page explains how articles on The Focus Digital are researched and checked. It complements our Editorial Policy, which describes our AI-assisted production process and corrections policy.

Source Priority

When several sources report the same fact, we prefer them in this order:

  1. Primary sources: research papers (for example arXiv preprints and conference proceedings), official model cards, vendor documentation, company announcements, and the original survey or report that produced a statistic.
  2. Official data and regulators: government agencies, standards bodies, and central banks or supervisors.
  3. Established independent reporting: news outlets and analysts that cite their own sources, used when a primary source is unavailable or to add context.

We avoid relying on content farms, unattributed statistics roundups, and social posts that do not link to an original source.

How We Check Figures

  • We link key numbers (survey results, benchmark scores, market forecasts, funding amounts) in the sentence where they appear, pointing to the source that published them. Older articles are being brought up to this standard as we review them.
  • We check that the figure, its timeframe, and its scope match the source. A survey of one industry is not presented as a finding about all companies, and a forecast is not presented as a measured result.
  • Vendor-reported figures, such as a company's own benchmark scores or claimed savings, are labeled as the vendor's claims.
  • If we cannot trace a number to a credible source, we remove it or replace it with a sourced statement.

Dates and Model Versions

AI products change quickly. Articles aim to name the specific model or product version being discussed, and benchmark comparisons are tied to the date and configuration reported by the source. When we revise an article to reflect new information or to correct an error, the page shows an "Updated" date next to the original publication date.

What We Do Not Do

We do not run independent lab benchmarks, and articles do not describe first-hand testing unless they explicitly say so. Comparisons are compiled from published evaluations and documentation.

Reporting a Problem

If you find a figure that does not match its source, or a link that no longer works, email [email protected] with the article URL and the passage in question. See the Contact Desk for details.