Public Evidence Lab / Dossier O-2372
Collected sample: 5 independent content items across 1 source families. Known publication dates: 2026-07-18 — 2026-09-25.
First seen 2026-07-18 · Last updated 2026-11-07 · Recalculated daily
These observations describe collected samples, not platform-wide prevalence; they cannot establish whether a problem is widespread or accelerating. Collection scope changed on 09-16 and 09-27; monthly counts must not be read as trends.
Post title: AI answers ate our blog traffic while leads stayed flat. here's what i'm doing about it.
in-house b2b marketer. our blog traffic fell off a…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Tips for increasing the click through rate
The click through rates for the websites I work on…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: our ai overviews visibility moved but rankings didnt.. how are you separating the two
pulled our ai overviews visibility report this mor…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Invest in SEO expert or invest in tools?
I feel lost with the current multiple changes in g…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: I’m launching a new blog in few days and I’m afraid this might be the worse possible time to do it.
I launched my other blog three years ago, and afte…
The public layer keeps only a minimal excerpt. Open the source for full context.
What this evidence does not show yet
To reach Payment-backed we still need:
No first-hand payment statement is on record here, so this page carries no pricing suggestion. A price with no payment evidence behind it is a guess wearing a number.
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Scoring summary
Evidence confidence = strength × evidence volume × source diversity × payment × competition × trend × 10. Counts use independent content items; only first-hand pain, current spend, explicit willingness to pay and concrete feature requests affect the score. Repeated posts by one author are discounted. Scoring and status changes follow deterministic rules.
“Payment-backed” means first-hand payment evidence exists in the record. It does not mean the business is worth building. “Fading” is a recency tag shown alongside any evidence level, not a lower level. Read the full methodology.