Weekly roundup, week of September 7, 2026
The best of AIO
6 items cleared the AIOTruth publication threshold this week, led by CrunchJunkie full demo: AI visibility tracking and client reporting, on a real client.
455 candidates considered. 6 published. 86 rejected. Every score is deterministic.
The most important item this week
CrunchJunkie full demo: AI visibility tracking and client reporting, on a real client
The line between being cited and being named is where many brands lose ground in AI answers. An assistant can use a company's page as a source and still recommend a competitor by name, and a report that counts citations alone will call that a win. A tool that separates the two, shows the actual answer text, and tests whether a brand stays in the answer after a follow-up question shows an agency where recommendation is really lost. Its refusal to estimate AI search volume also matters, because invented demand figures are a common way AI visibility reports overstate what they know.
Ranked: the top 2
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1
CrunchJunkie full demo: AI visibility tracking and client reporting, on a real client
The line between being cited and being named is where many brands lose ground in AI answers.
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2
GEO SEO Claude GitHub Tutorial: Install in Claude Code, Audit Websites and Export PDF Reports
Anyone who can run Claude Code can now produce an AI search readiness audit and a client ready PDF for any website.
Best Tools or Apps
Nothing in this category cleared the threshold this week.
Best Models or Platforms
CrunchJunkie full demo: AI visibility tracking and client reporting, on a real clientThe line between being cited and being named is where many brands lose ground in AI answers.
Best Content or Methods
GEO SEO Claude GitHub Tutorial: Install in Claude Code, Audit Websites and Export PDF ReportsAnyone who can run Claude Code can now produce an AI search readiness audit and a client ready PDF for any website.
Claim worth watching
The Only AI Search Visibility Tutorial You’ll Need (Full Guide)
This claim has not been verified.
What changed this week
- Published across 2 categories: Models & Platforms, Content & Methods.
- Evidence spread: 6 Supported.
- 455 candidates were considered and 86 did not clear the 7.5 publication threshold.
- 3 claims are circulating without enough support to publish as an item.
- The archive now holds 30 items.
What to watch next week
- ChatGPT vs Perplexity vs Google AI: Which AI Search Engine Recommends You? scored 7.3 and missed the bar. It publishes only if a stronger source appears.
- PlannerForge: LLM Agents for Scenario-Based Testing of Motion Planners in Autonomous Driving scored 7 and missed the bar. It publishes only if a stronger source appears.
- Whether anyone produces evidence for: The Only AI Search Visibility Tutorial You’ll Need (Full Guide).
- Whether anyone produces evidence for: Learn 80% of AI SEO in 14 Minutes.
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.