<![CDATA[Offbeat AI Watch]]>https://offbeatwatchai.hashnode.devRSS for NodeFri, 13 Nov 2026 18:32:01 GMT60<![CDATA[Only 10% of large companies give AI one consistent view of the business]]>https://offbeatwatchai.hashnode.dev/only-10-of-large-companies-give-ai-one-consistent-view-of-the-businesshttps://offbeatwatchai.hashnode.dev/only-10-of-large-companies-give-ai-one-consistent-view-of-the-businessThu, 12 Nov 2026 09:25:01 GMTTCS surveyed 1,333 senior business and technology leaders in 25 countries for its Enterprise AI Study. Only 10% say their company has one context layer that gives AI a consistent view of the business. In 44%, that knowledge still sits with employees or in documents scattered across functions.

The same study names the top barrier to scaling AI: data that is not integrated, accessible or trusted.

For anyone building AI into sales or marketing work, the lesson is plain. Two teams can run the same model and get very different output. What changes the result is the business context the model can read: who buys, why they buy and what makes them say no.

Also in this issue: CrowdStrike adds an AI off switch, India's DEPA approach where the model travels to the data, Pliant raises $80M for agent payments, and UK regulators say a company owns what its agent does.

Originally published in Offbeat AI Watch, Season 2 Issue 1: https://gtmhelix.com/ai-trendwatch/issues/2026-11-11

]]><![CDATA[Google Just Declared War on AI Slop]]>https://offbeatwatchai.hashnode.dev/google-just-declared-war-on-ai-slophttps://offbeatwatchai.hashnode.dev/google-just-declared-war-on-ai-slopThu, 08 Jan 2026 02:55:57 GMT

If you've been generating content with AI, Google's December 2025 Core Update just changed the rules.

The Numbers

  • 87% negative impact on mass-produced AI content

  • EEAT now mandatory for all competitive queries

  • Author credentials are "essentially mandatory"

What Changed

Google isn't penalizing AI content. They're penalizing lazy AI content.

Content without verifiable author expertise, original insights, or human editorial oversight is getting crushed.

The Technical Playbook

1. EEAT Signals Every piece needs a credible author with Schema.org Person markup linking to LinkedIn and GitHub.

2. LLM Accessibility Structure content for AI parsing: Schema.org markup, clear heading hierarchy, answer-first formatting.

3. Topical Authority Go deep, not wide. Google rewards expertise clusters over scattered keyword grabs.

The M&A Signal

DealValueSignal
Meta → Manus$2BAI agents
Nvidia → Groq$20BInference > Training
ServiceNow → Armis$7.75BSecurity consolidation

Bottom Line

Human expert + AI still wins. Quality over quantity. The hype is over. The work begins.

From Issue #6 of Offbeat AI Watch—fortnightly AI intelligence for B2B leaders.
slug: google-december-2025-update-ai-content
canonical: https://shashwatgtm.github.io/ai-trendwatch/issues/2026-01-07.html
tags: ai, seo, google, webdev

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