How AIPROPX works
AIPROPX is a reproducible reference layer for what happened. It clusters real publisher reports into one canonical entry per event and shows only what can be counted — never an opinion, a rating, or a rewrite.
What AIPROPX is
Four principles that hold on every page of this site.
Deterministic only
Every figure on AIPROPX is computed: outlet counts, report counts, publication times, word and phrase frequency, and text overlap between reports. There are no model-generated opinions, scores, or predictions anywhere on the site.
Nothing rated true or false
AIPROPX never labels a claim, outlet, or report as accurate, biased, leaning, or political. When we show that a sentence appears in several reports, that is a count of text matches — not a verdict on whether it is correct.
Region means where the outlet is based
When a report is grouped under a region, that reflects only the headquarters of the publishing outlet. It is never an inference about where an event happened or who it concerns.
We index and resolve — we never republish
AIPROPX clusters links to original reporting into one canonical entry per event. Every source is named and linked at origin. Opening a report sends you to the original publisher; AIPROPX keeps no copy of their article body in place of theirs.
How an entry is built
Every canonical entry follows the same four deterministic steps.
- 01
Ingest
AIPROPX reads public publisher feeds and records each report with its outlet, headline, publication time, and source link.
- 02
Cluster
Reports describing the same event are grouped using computed text overlap. Each cluster becomes one canonical entry with a permanent index ID.
- 03
Resolve
For each entry, AIPROPX computes the readout you see: how many outlets and reports, by region and timeline, which phrases recur, and which sentences appear across multiple sources versus only one.
- 04
Credit
Every report links back to its original publisher. AIPROPX is a reference layer over reporting — not a replacement for it.
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