Insights
Field notes on AI search, Generative Engine Optimization, and building digital presence that performs.
Social Platforms Are Search Engines Now, and AI Is Already Citing What It Finds There
TikTok, Instagram and Facebook have become primary search destinations for a growing share of consumers, and external AI systems are increasingly citing what they find there. What that shift means for how a business structures content on social platforms.
14/07/20266 min readAI Doesn't Just Read Your Video's Transcript Anymore, It Watches Every Frame
Multimodal models like Google's Gemini 2.5 Pro now process actual video frames rather than relying on transcribed captions alone, and retrieval systems increasingly index footage by visual embedding similarity. That shift changes what a video needs to show, not just say, to be understood by AI.
10/07/20266 min readYour ROAS Dashboard Is Lying: Why Incrementality Testing Is Replacing Platform Attribution
Platform dashboards report attributed conversions, not causal lift. Geo-experiments and Bayesian marketing mix models like Google's Meridian and Meta's Robyn now correct for the gap between reported ROAS and the ad spend that actually grows revenue.
03/07/20266 min readSignal Quality Is the New Ad Budget: How First-Party Data and Server-Side Tracking Decide Who Wins on Google and Meta
Ad platforms now optimize using the data advertisers send them, not the budgets they set. Businesses feeding higher-fidelity conversion signals through server-side tracking and first-party APIs consistently outperform bigger spenders running on degraded browser-side data.
03/07/20267 min readAI Runs Your Paid Ads Now: What the Advertiser's Job Actually Looks Like in 2026
Google AI Max, Meta Advantage+, and AI-generated creative have automated bidding, targeting, and copy. The advertiser's job has shifted from managing campaigns manually to steering AI systems with better data, creative inputs, and conversion signals.
03/07/20267 min readThe Integration Problem Is Over: How MCP and A2A Made AI Agents Plug-and-Play
The biggest barrier to AI automation was never the intelligence of the models. It was connecting them to existing business tools. Two open protocols, MCP and A2A, have now standardized that connection.
26/06/20267 min readWhy AI Automation Breaks at Scale, and the Design Choices That Make It Reliable
AI automation fails not because models are weak but because small per-step errors multiply across long workflows. Here is what current agent research says about building automation a business can actually trust.
26/06/20267 min readQuery Fan-Out: How Google AI Mode Rewrote the Rules of SEO
Google's AI Mode no longer hunts for one perfect page. It splits a question into smaller ones and answers from individual sections. Here is what that means, in plain terms, for any business that wants to be found.
20/06/20266 min readStop Drowning in Busywork: How Agentic AI Runs Your Lead Follow-ups
Generating traffic via GEO and Paid Ads is useless if leads go cold. Agentic AI handles 24/7 lead qualification, booking, and CRM entry autonomously.
10/06/20264 min readBridging the Gap: Why Paid Ads Fuel Growth While GEO Builds Momentum
SEO and GEO are essential long-term investments, but they take time. Paid ads provide immediate cash flow and reveal the exact high-intent keywords needed for organic AI strategy.
10/06/20264 min readSocial Proof in the Age of AI: Why Algorithms Still Care About Your Social Presence
AI search engines aggregate reviews, mentions, and social authority to verify entities. An active social profile acts as a massive trust signal, training algorithms that a business is legitimate.
10/06/20264 min readThe Video Advantage: Ranking on AI Search Through YouTube and Motion Graphics
Google's AI Overviews frequently cite and embed YouTube videos. Creating high-retention video content is a massive backdoor into top AI search results.
10/06/20264 min readWhy Your Website is the Ultimate Signal for SEO and AI Discovery
AI search engines evaluate structured data, technical health, and UX before generating answers. A dated website architecture kills Generative Engine Optimization efforts before they begin.
10/06/20264 min readGEO vs SEO: What Changed, and What to Do About It
Generative Engine Optimization and traditional SEO chase the same goal by different routes. Here is what actually changed, and the practical moves that put a business inside AI answers.
09/06/20264 min readHow to Get Your Business Cited by AI Search Engines
A practical guide to Generative Engine Optimization (GEO): the structural signals that make ChatGPT, Perplexity and Google AI Overviews quote a business as the answer.
08/06/20265 min read