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Thoughts & Insights

All about digital marketing strategy, AI workflows, SEO, ecommerce, and what's actually working in the wild.

May 25, 2026·9 min read

Reasoning Models Don't Reason Why Marketing

o1 and DeepSeek reasoning models cost 15x more, take 30x longer, and deliver no better results than GPT-4o for marketing. Here is why.

AI ModelsLLM StrategyMarketing Tech
May 24, 2026·11 min read

Context Windows: Advertised Lies vs. Effective Reality

Claude's 200K window is a marketing story. By 80K tokens, quality degrades. By 120K, it's hallucinating. Effective context is ~40% of advertised. Here's what's actually happening - and why your brand needs to know.

LLM MarketingAI HallucinationsMarketing Liability
May 23, 2026·8 min

Model Collapse Is Destroying Your Marketing Data

Your AI tools are poisoning your own data pipeline. Here's what's happening, why you can't see it, and how to stop it.

AI & MarketingData QualityModel Collapse
May 23, 2026·9

Training Data Extinction: The Hidden Cost of AI Scaling

Models trained on synthetic and poisoned data are degrading. Marketers are paying the price.

AI TrainingData QualityMarketing Measurement
May 22, 2026·8 min read

FTC Synthetic Data Liability: The Hidden Risk Brands Are Ignoring

Your AI models train on fake humans. The FTC just clarified the compliance rules in March 2026 - and the liability is real.

AI ComplianceSynthetic DataFTC Enforcement
May 22, 2026·7 min read

Google's Antigravity Bait and Switch: The $2T AI Hype Machine Hits Reality

How the $2T hype machine keeps pulling marketing teams into failed features while the real competition builds quietly.

GoogleAI MarketingHype Cycles
May 22, 2026·9

Reddit Has Become the Internet's Answer Engine - And Brands Are Invisible

AI systems cite Reddit, YouTube, and LinkedIn in 8 of 10 answers. Brand websites? Ignored. Here's why, and what you can do about it.

AI SearchSEO StrategySearch Visibility
May 20, 2026·9

Model Collapse: Why Your AI Marketing Data Is Poisoned

Your analytics are built on contaminated training data. When AI trains on AI-generated content, outputs degrade each cycle. Here's how to audit your stack.

AI MarketingAnalyticsModel Collapse
May 20, 2026·11

Multi-Model AI Fragmentation: The Cost of Chasing Every Tool

Your team runs 5 LLMs. You're paying 30% more than you realize. Here's how fragmentation erodes data governance and brand consistency.

AI StrategyMarketing OperationsCost Optimization

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