How AI-Intel.news turns reporting into intelligence

AI-Intel.news aggregates published reporting and first-party material — vendor announcements, research releases, regulatory filings and security disclosures — and organises related reporting into durable Developments.

1. Step 1 — Source reporting

   We continuously monitor a curated set of publishers, vendor newsrooms, research outlets, regulators and security disclosure channels, and collect what they publish.

2. Step 2 — Relevance and analysis

   Each Report is assessed for whether it is genuinely about an AI development that affects working professionals, then analysed for what happened and what it means in practice.

3. Step 3 — Developments

   Reports describing the same underlying story are grouped into a single Development, so one story appears once and grows over time instead of repeating.

4. Step 4 — Evidence and corroboration

   Each Report contributing to a Development is attributed to its source family, and independent support is counted by source rather than by article.

5. Step 5 — Confidence

   How specific, coherent and mutually consistent the available evidence is determines the confidence we express in our current understanding.

6. Step 6 — Intelligence presentation

   Developments and Reports are presented with their evidence, status and context, and ranked so the most currently significant intelligence is easiest to find.

A Development is how AI-Intel.news represents one real-world story over time. When several publications report the same underlying thing, those reports are grouped into a single Development instead of appearing as separate, repeated headlines.

A Development can keep changing. As new reporting arrives, its evidence, corroboration, confidence and status are recalculated.

A Report is an individual published piece — a vendor announcement, a news article, a research release, a regulatory filing or a security disclosure. Each Report keeps its original source and link.

Reports are the evidence. Developments are what that evidence adds up to.

Internally, and in the page addresses you will see (/events/…), a Development is stored as an “event”. In everything written for readers we call it a Development.

The Intel Score estimates practical consequence. It is assessed across five dimensions: business impact, security impact, industry impact, immediacy, and reach.

Those dimensions are weighted differently depending on the section a Report belongs to — security impact counts for more in Security coverage than in Models coverage, for example. A higher score generally means more people have to change a decision, a plan or a control because of what happened.

The bands are calibrated against a set of published Reports we read and rated by hand, so the thresholds mean the same thing over time. Most Reports sit in the lower bands by design: the top bands are reserved for the small number of developments that genuinely change what organisations have to do.

Critical impact 85–100

Changes strategy, budget or risk posture for many organisations.

Major impact 70–84

Significant for affected teams; usually warrants a decision this quarter.

High impact 50–69

Consequential for the teams it touches.

Moderate impact 30–49

Worth knowing; limited immediate action.

Low impact 0–29

Context and background.

Impact is the ranking signal behind Featured Intelligence. It asks a different question from the Intel Score: not just "how consequential is this?" but "how significant is this right now, given what we currently know?"

It considers the Intel Score together with confidence, corroboration, how fresh the item is, how many independent sources carry it, and whether a Development has meaningfully moved.

That is why Featured is not simply the highest Intel Scores in order.

In short: the Intel Score asks how consequential a Report is. Impact asks how significant an item is on the front page right now. They are related but not the same number, and the highest Intel Score does not automatically lead Featured Intelligence.

Confidence describes our representation of a Development, not the truth of the underlying event. It is driven above all by independence: a single announcement is well established as a statement, while several independent source families reporting the same thing is much stronger evidence.

Confidence changes over time. A Development can open at moderate confidence and rise as independent reporting arrives — or fall if later reporting conflicts with earlier reporting.

An organisation announcing its own news cannot reach high confidence on its own. An authoritative primary document — a regulator, court, government body or standards body — can, because it is the record itself.

Very high confidence

Corroborated by several independent source families with no unresolved material disagreement.

High confidence

Independently corroborated by more than one source family, or established by an authoritative primary document.

Moderate confidence

Well established as a statement — typically a single source, or an announcement not yet independently confirmed.

Low confidence

Evidence is thin, unattributed or internally inconsistent.

Corroboration measures independent support. Five articles are not automatically five independent sources: syndicated copies, wire pickups and multiple pieces from the same publisher group all describe the same underlying reporting.

We therefore count independent sources, not article volume.

An independent source is a source whose reporting does not simply reproduce another source already counted. Where several outlets belong to the same source family, they contribute one independent source between them.

Publishers that share ownership, a newsroom, a wire feed or a syndication relationship are grouped into one source family. Every accepted Report is attributed to a family, and each family adds at most one to the independent source count.

This keeps corroboration honest: republication cannot inflate how well-supported a Development looks.

Unconfirmed

We have found little independent reporting so far. This does not mean the claim is false.

Limited corroboration

Some supporting reporting exists, but independent confirmation is thin.

Corroborated

More than one independent source has reported the same development.

Strongly corroborated

Several independent sources report the development consistently.

Widely corroborated

The development is reported consistently across many independent sources.

Status describes reporting activity, not certainty. A Development marked Stable simply means meaningful new reporting has stopped arriving; it is not a claim that the matter is settled or verified.

Newly detected

We have just picked this development up and little follow-up reporting exists yet.

Developing

Meaningful new information is still arriving about the same development.

Stabilizing

New reporting has slowed and the picture is settling, but it may still change.

Stable

No meaningful new information has arrived for a while. Stable describes reporting activity, not certainty.

Superseded

A later development now represents the current state of this story.

Closed

An editor has closed the development; automated processing will not reopen it.

Featured Intelligence is an editorial and intelligence signal, not a personalised feed. It is recalculated continuously and considers how consequential an item is, how strongly it is supported, how fresh it is, how many independent sources carry it, and whether a Development has meaningfully moved.

Editors can pin an item they judge important, or exclude one, but the selection is otherwise automatic.

Related intelligence is derived from the relationships already recorded in our intelligence graph — shared companies, models and products, direct relationships between them, and shared topics — rather than from generic "more from this section" lists.

• —Automated systems collect reporting, assess relevance, analyse each Report, group related reporting into Developments, score consequence, and track corroboration and confidence.
• —Editorial review controls sit on top of that: items can be held for review before publication, Developments can be corrected, merged or closed, and Featured items can be pinned or excluded.
• —AI-Intel.news is neither fully hand-curated nor an autonomous arbiter of truth. It organises and characterises available reporting, and tells you how well supported that reporting is.

We would rather you understood the edges of what we can tell you than assumed there were none.

• —Reporting changes. Early accounts of a development are often incomplete and are sometimes corrected later.
• —Early reports can conflict with each other. We show that rather than resolving it prematurely.
• —Sources repeat each other. Republication and syndication are counted once, but coverage volume still reflects publishing behaviour as much as significance.
• —An absence of corroboration is not evidence that something is untrue — only that we have not yet found independent reporting for it.
• —Confidence moves. It can rise or fall as new reporting arrives.
• —Developments are living objects. What you read today may be updated tomorrow.