Methodology

How Notifire works

This page documents Notifire's reporting methodology in enough detail that researchers, journalists, and Wikipedia editors can assess whether to cite us as a source. It is intentionally a stable URL we will not move.

Scope

Notifire publishes briefings on technology developments relevant to working engineers, security practitioners, and technology operators. Coverage spans five sections: Artificial Intelligence, Cybersecurity, Infrastructure, Database & Data, and broader Tech Updates.

Source selection

Notifire maintains an editor-curated source registry. Each source is assigned a trust score that reflects three factors:

• Authority. Whether the source publishes primary material (vendor advisories, official release notes, regulatory filings, academic preprints) or secondary commentary.
• Track record. Historical accuracy and timeliness on the topics they cover.
• Independence. Whether the source has editorial independence from the subjects it reports on.

Trust scores are reviewed periodically by Notifire's editorial team and adjusted as sources change behaviour.

Story selection

A story enters the Notifire pipeline when one or more registered sources publish about it. The pipeline clusters items reporting on the same underlying event and assigns the cluster an impact score and a trend score. The final score is a weighted combination of the two; clusters exceeding a threshold are escalated for briefing generation.

Notifire's editorial team sets and audits these thresholds. Stories that fall outside the registered topic areas are not published.

Briefing structure

Every Notifire briefing follows the same structure, designed for fast comprehension and citation:

• Title. 4\u20137 words, no clickbait language.
• TL;DR (short summary). 35\u201355 words.
• Excerpt. 15\u201330 words, optimised for cards and feeds.
• Body. 180\u2013300 words across 2\u20133 paragraphs.
• Why it matters. Plain-language explanation of the consequence.
• Business impact. Operational read for engineering and business leaders.
• Action checklist. Included only when concrete action is warranted.
• Primary source. Linked in-line at the bottom of every briefing.

Generation and review

Notifire is an AI-assisted publication. Briefings are drafted by large language models from primary-source material under editor-set prompts, then validated by an automated quality gate before they are eligible to publish. The full pipeline is documented in our AI disclosure.

Briefings that fail any hard quality gate are routed to a human editor; cybersecurity briefings are always human-reviewed by policy. Each section has a designated named editor accountable for the briefings published under their byline.

Updates and corrections

When a story develops materially after publication, Notifire updates the briefing in place and bumps its dateModified. Substantive factual corrections are logged in an editor's note at the bottom of the briefing. Our full corrections policy documents how to report errors and how we resolve them.

Citing Notifire

Every Notifire briefing has a stable canonical URL of the form /{category}/{slug} and is bylined to a named editor. The article page provides ready-to-paste citations in Wikipedia, APA, BibTeX, and plain-text formats via the “Cite” button. For Wikipedia, use the {{cite news}} template generated by the citation widget.

Editorial independence and funding

Notifire does not accept payment for editorial coverage. No advertiser, sponsor, or source has influence over which briefings are selected, published, or held back. Sponsorships, if and when introduced, will be clearly labelled and held to the same factual standards as editorial content.

Contact

Source corrections, factual errors, or methodology questions: [email protected].