Weekly roundup, week of September 28, 2026

2 items cleared the threshold this week

Only 2 items cleared the threshold this week. AIOTruth publishes what the evidence earned rather than filling a list.

133 candidates considered. 2 published. 36 rejected. Every score is deterministic.

The most important item this week

The GEO Illusion: Why "Generative AI SEO Hacks" Don't Work (Official Google Rules)

Disputed8.7/10

This touches how brands are found through AI and how AI systems understand an entity. It changes the behaviour of a system that decides which brands get surfaced and cited.

Ranked: the top 1

  1. 1

    The GEO Illusion: Why "Generative AI SEO Hacks" Don't Work (Official Google Rules)

    Models & PlatformsDisputed8.7/10

    This touches how brands are found through AI and how AI systems understand an entity.

Best Tools or Apps

Nothing in this category cleared the threshold this week.

Best Models or Platforms

The GEO Illusion: Why "Generative AI SEO Hacks" Don't Work (Official Google Rules)

This touches how brands are found through AI and how AI systems understand an entity.

Disputed8.7/10

Best Content or Methods

Nothing in this category cleared the threshold this week.

Claim worth watching

GEO: How to Get Your Blog Cited in Google AI Overviews & ChatGPT (2026 Blueprint)

This claim has not been verified.

youtube.com

What changed this week

  • Published across 1 category: Models & Platforms.
  • Evidence spread: 1 Disputed, 1 Supported.
  • 133 candidates were considered and 36 did not clear the 7.5 publication threshold.
  • 3 claims are circulating without enough support to publish as an item.
  • The archive now holds 32 items.

What to watch next week

  • I built a code knowledge graph tool that's actually MIT licensed (fully local, no cloud) scored 7.3 and missed the bar. It publishes only if a stronger source appears.
  • Lingtai: What Concept Geometry Reveals--and Does Not Reveal--About LLM Inference scored 7.2 and missed the bar. It publishes only if a stronger source appears.
  • Whether anyone produces evidence for: GEO: How to Get Your Blog Cited in Google AI Overviews & ChatGPT (2026 Blueprint).
  • Whether anyone produces evidence for: AI Overviews Now Appear in Nearly 40% of U.S. Desktop Google Searches.

Every item above links to its own page, where the sources, what was checked, and the limitations are written out in full. AIOTruth does not repeat the item page here.

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