How Penblock works

Penblock pulls in reporting from mainstream outlets, independent on-the-ground sources, think tanks, and official filings. It groups reports about the same event, scores how well that event is corroborated, and explains which markets it could touch. Every claim links to its original source.

Confidence

Confidence measures how many independent kinds of source report the event, not how sure any one source sounds.

  • HIGH CONFIDENCE

    Two or more independent source types report it, or it comes from an official financial disclosure.

  • MEDIUM CONFIDENCE

    Reported by one type of source so far, with no independent corroboration yet.

  • LOW CONFIDENCE

    Weakly supported: signals conflict, or the only support is indirect.

Coverage

Coverage shows who is talking about an event. The gaps are often the interesting part: a blind spot is something independent sources see before the mainstream does.

  • CROSS-CONFIRMED

    Covered by mainstream outlets and independently backed by on-the-ground or disclosure sources.

  • BLIND SPOT

    Reported by independent or on-the-ground sources, but not (yet) picked up by mainstream outlets.

  • MAINSTREAM ONLY

    Covered by mainstream outlets, with no independent on-the-ground confirmation tracked yet.

  • CONTEXT ONLY

    Only background analysis so far, from neither mainstream nor on-the-ground sources.

Source types

  • MAINSTREAM

    Major news outlets such as Reuters, BBC, NYT, WSJ, CNBC, Al Jazeera.

  • ON-THE-GROUND

    Independent analysts, specialist trackers, and people close to the situation, outside mainstream media.

  • FILING

    Official disclosures such as congressional stock-trade filings. Primary documents, not reporting.

  • NARRATIVE

    Widely-followed commentators and outlets that shape the public story.

  • ANALYSIS

    Think tanks and background analysis. Adds context, not confirmation.

  • PROXY

    Indirect real-world signals (prices, traffic, activity data) that would move if the event were real.

Acute events

  • ACUTE ↓ACUTE ↑

    A sudden, discrete shock with a direct market mechanism (new sanctions, an attack on infrastructure, a surprise policy move), not commentary. Arrow shows the likely lean on risk sentiment: ↓ risk-off, ↑ risk-on.

All of this is automated and AI-assisted, and it makes mistakes. Nothing here is investment advice. Read the full disclaimer.