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soonviral
Steady

Deepfake

AI Tools · first detected 8 Aug 2026 · scored 6 Oct 2026

Trend score

0/100

Opportunity

0/100

Confidence

66%

Trend, 30 days

Why this score

  • +Wikipedia views up 1.3× against its 4-week median
  • −No source shows a clear spike yet
  • +Up 12% on the previous 7 days (average across sources)
  • −Already covered heavily (saturation 47%)
  • ·Not scored on arXiv (source unavailable); weights rebalanced
How this score was calculated
ComponentValueWeightPoints
Attention growth10%0.40+4.0
Coverage growth0%0.00+0.0
Cross-source breadth0%0.27+0.0
Acceleration17%0.20+3.3
Freshness0%0.13+0.0
Saturation (subtracted)47%0.25−11.7
Trend score (0–100)0.0

Opportunity = trend 0.0 × (1 − saturation 47%) × stage weight 0.4 × niche relevance 1 = 0.0

Saturation parts: volume 81%, time elevated 21%, mainstream 0%. Spike ratio = mean of the last 3 days ÷ median of days 4–31. A source counts as spiking at ≥ 1.5× and robust z ≥ 2.

SourceSpikeRobust zWeek over weekSpiking
wikipedia1.26×2.512%no

Full method: methodology. Rising means rising now; it is not a prediction that a topic will go viral.

Signals by source

Wikipedia views

1.2K/day

2026-09-07 → 2026-10-06 · fetched 7 Oct, 12:50 UTC

New arXiv papers

1/day

2026-09-07 → 2026-10-06 · fetched 7 Oct, 11:45 UTC · not used in today's score

Attention data: Wikipedia pageviews via the Wikimedia Analytics API · Research data: arXiv (thank you to arXiv for use of its open access interoperability) · Data as of 7 Oct, 12:50 UTC

Licences and terms
  • Attention data: Wikipedia pageviews via the Wikimedia Analytics API: CC0 (pageview data)
  • Research data: arXiv (thank you to arXiv for use of its open access interoperability): Metadata CC0

Key headlines

Each headline opens the original article on the publisher's site. We show headlines and links only and never republish article text.

Check what people are posting about “Deepfake” right now on Reddit and YouTube. Opens their sites; we don't collect their data.

What to make about it

Content angles are written once a topic passes the publish threshold.

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