Blog
Insights, strategies, and updates on Generative Engine Optimization and AI visibility
June 10, 2026
8 min read
ChatGPT Hallucination: Stop Fabricated Product Features — Audit & Systems for CMOs
CMOs: stop ChatGPT inventing product claims. Practical audit, cost model, and systems to protect revenue, trust, and AI-driven discovery at scale.
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May 29, 2026
27 min read
Targetlytics AI vs. HubSpot AEO: The Definitive 2026 Comparison for Brands That Need More Than a Checklist
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May 14, 2026
9 min read
ChatGPT Hallucination: How LLMs Fabricate Product Features and What CMOs Must Do
CMOs: LLM hallucinations cost conversions, increase support load, and erode AI referrals. Tactical playbook to detect, fix, and prevent false product claims.
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May 11, 2026
11 min read
What is a Brand Constitution? And why every CMO needs one now.
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May 8, 2026
25 min read
How LLMs Cite Sources: A Deep Dive into the RAG (Retrieval-Augmented Generation) Process
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May 6, 2026
10 min read
Understanding “Share of Model”: The New Metric for Brand Visibility
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May 1, 2026
12 min read
How to Check If ChatGPT, Claude & Gemini Are Recommending Your Brand (And What to Do If They're Not)
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April 25, 2026
19 min read
The Hidden Cost of AI Slop: How Low-Quality AI Generation Destroys Brand Trust
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April 25, 2026
16 min read
What is AIO? Why AI Optimization is Replacing SEO in 2026
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April 20, 2026
6 min read
How to Measure AI Brand Visibility: Why Tracking Branded Queries is a Vanity Metric Trap
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April 17, 2026
4 min read