AI Search
AEO, SEO, AI Overviews & the fight for citations.
114 articles

The Reddit Discovery Trap: Invisible Where Buyers Decide
Reddit threads now feed the AI answers buyers read. Brands absent from the conversation are invisible twice.
June 16, 2026

AI Overviews Cut #1 Clicks by 58%
Ahrefs re-ran its AI Overviews study with December 2025 data: position-one CTR down 58%, with corroborating research from Seer and Authoritas.
June 14, 2026

How to Measure AI Search Impact When Analytics Cannot See It
AI answers influence buyers your analytics never sees. Why AI search impact evades standard measurement, and the five-layer stack that recovers it.
June 14, 2026

Claude Surges, ChatGPT Slips: The AI Assistant Market Is Decentralizing
ChatGPT is still the largest AI assistant by web visits, but the 2026 market has split across ChatGPT, Gemini, Claude, and B2B referral behavior.
June 14, 2026

GEO Is SEO Rebranded. Mostly.
Half of GEO is SEO fundamentals wearing a new name. The other half changes the scoreboard, source set, and tactics that determine whether an answer engine cites you.
June 14, 2026

The UK Just Broke Google's AI Search Bargain With Publishers
The CMA separated search participation from AI use. Publishers now have a choice that was previously bundled away.
June 12, 2026

Optimizing a Channel You Can't Track
AI search is producing confidence before it produces proof. Here is the measurement stack that connects discovery, influence, and revenue.
June 9, 2026

Schedule III Won't Save Your AI Visibility
Rescheduling is moving, but cannabis brands still face AI refusals, concentrated citations, and a discoverability gap that status alone cannot fix.
June 8, 2026

Multi-Model Routing: One LLM Is Enough?
The difference between an AI gateway and a router, why single-model stacks are losing their edge, and when routing complexity actually pays.
June 6, 2026

The Scraping Separation Trap: The UK Just Unbundled Google Visibility
The CMA now gives UK publishers a way to opt out of AI search features without losing rankings. The three switches and the trade behind each.
June 6, 2026

AEO Infrastructure Trap: Silent Optimization Failures
Most AEO initiatives fail because teams optimize content answer engines can't read. Here's the six-point diagnosis.
June 5, 2026

AI Recommendation Gap: Brands Being Erased Now
AI systems omit brands entirely from recommendations. Most marketers have no idea it's happening. It's costing deals in Q2 2026.
June 4, 2026

Model Decay: Why Proprietary AI Degrades by Design
Train a model on its own outputs and it collapses, mathematically. Why enterprise fine-tuning loops decay by design, and the architecture rule that prevents it.
June 3, 2026

Google AI Overviews Are Killing SEO Click-Through
One quarter of all searches now show AI-generated answers. Your ranking position is worthless. Your traffic is already declining.
June 3, 2026

LLM Hallucinations Are Rewriting Your Brand Story
AI assistants now describe your brand before buyers click. Here is how to audit, correct, and defend the machine-told version of your company.
May 31, 2026

Why LLM Hallucinations Are Killing Your Attribution Data
LLMs are hallucinating customer journey data at 60% rates, poisoning your attribution models. Here's what's actually happening in your martech stack.
May 29, 2026

GEO is the new SEO and brands are late
Generative Engine Optimization is how you win visibility in AI-powered search. Most brands are still optimizing for 2020 SEO.
May 26, 2026

Voice Search Is Eating SEO
Link-based ranking is dead. Voice queries bypass Google and go straight to AI. Your SEO strategy from 2023 won't survive 2026.
May 26, 2026

AI Slop Epidemic Is Killing Brand Visibility: The Signal Gets Stronger
When 78% of content is AI-generated, real brands become invisible. The race to automate marketing creates a signal-to-noise catastrophe that harms the brands trying to win.
May 25, 2026

Latency Is the New Bottleneck for AI Marketing
Model speed determines marketing ROI more than accuracy ever will. Why LLM inference latency is destroying real-time personalization and what to measure instead.
May 25, 2026
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.
May 25, 2026

AEO Isn't SEO 2.0: Why Answer Engine Optimization Demands a Completely Different Strategy
Answer Engine Optimization is not an evolution of SEO. It's a clean break with inverted ranking signals, different content formats, and a 48-72 hour competitive window. Here's the playbook.
May 24, 2026

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.
May 24, 2026

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.
May 22, 2026