EN Humanizer Audit — Google Discover Core Update Feb 2026: X.com +333%

Run 1 — 2026-03-03

Score: 7/10 Verdict: Authentic Patterns detected: 3 Translation artifacts: 1 Pipeline step: humanizer-en

Findings

# Category Pattern Line/Section Severity Proposed Fix
1 Cat. 5 — Excessive Hedging "in some cases, surprising" Line 94 low "surprising" or "unexpected in places" — delete "in some cases"
2 Cat. 3 — Vague Claims "most significant business risk" Line 190 low "the highest-impact business risk" or quantify: "the update with the sharpest structural implications"
3 Cat. 9 — Structural Missing contractions throughout prose All prose sections medium Add natural contractions where they fit: "it's", "you're", "that's", "you'll", "can't" (see Priority Recommendations)

Translation Artifacts

# Line Original Type Fix
1 All prose Zero contractions in ~700 words of prose FR→EN register artifact Insert natural contractions at 5 natural points (see Priority Recommendations)

Positive Signals

Notes

The article is strong — it reads like a reporter who owns the data. The structural backbone (TL;DR, named data source, section-by-section breakdowns, "Our take" with honest caveats) is clean and functional. The single systemic gap is the complete absence of contractions across all prose sections, which is the clearest FR→EN translation fingerprint. This is a single-pass fix requiring 4-6 targeted insertions, not a rewrite. Score is 7/10 solid; with contraction fixes applied, it would reach 8/10.