By Sebastian Chedal
What GEO Actually Is (And What Most Guides Get Wrong) Generative Engine Optimization is the practice of structuring your content so AI search engines cite it when answering user queries. Where SEO optimizes for ranking positions, GEO optimizes for citations: getting ChatGPT, Perplexity, Google AI Overviews, and other AI platforms to reference your content in…
By Sebastian Chedal
The Numbers Are In Five independent research efforts published in the first quarter of 2026 arrived at the same conclusion: most organizations deploying AI agents have no idea how exposed they are. Gravitee surveyed over 900 executives and technical practitioners and found that 88% of organizations reported confirmed or suspected AI agent security incidents in…
By Sebastian Chedal
The “Agentic SEO” Category Just Formalized. Most of It Is Mislabeled. Agentic SEO became an official category in early 2026. Frase rebranded around it. Siteimprove published a definitional guide. Search Engine Land ran a practitioner walkthrough. The term now has its own SERP, its own vendor ecosystem, and its own set of inflated claims. The…
By Sebastian Chedal
The Real Thesis: Quality, Not Cost Building an autonomous content pipeline is not hard. Getting five AI agents to produce something that looks like an article takes a weekend. Getting five AI agents to produce something you would actually publish under your own name, consistently, with minimal human intervention? That took months of iteration and…
By Sebastian Chedal
What You Ask the Model to Do Matters More Than Which Model You Use Most advice about AI agent costs starts and ends with tokens. Cache your prompts. Batch your requests. Use a cheaper model. And those tactics help, the same way compressing images helps a slow website. They’re optimizations at the wrong layer. The…
By Sebastian Chedal
Fountain City built a hydraulic 3D simulation system with zero human-written code. Here’s what actually happened. Earlier this year we built a hydraulic simulation system for a gaming client. The software generates physically realistic terrain with lakes, rivers, erosion channels, watershed detection, seasonal water cycles, and topographic mapping. It runs inside Unity 6.2 and produces…
By Sebastian Chedal
The Scheduling Problem Completion-triggered orchestration is an architectural pattern where only the pipeline’s entry point runs on a schedule. Every downstream stage fires automatically when its predecessor completes. We run a multi-stage autonomous content pipeline on fixed schedules — or we did, until the scheduling layer became the bottleneck. This article is about the scheduling…
By Sebastian Chedal
The $47,000 Problem (And Why Rate Limits Won’t Save You) A LangChain agent running in a retry loop accumulated $47,000 in API charges over 11 days. A developer on Reddit’s r/AI_Agents shared their $30,000 agent loop. A smaller but telling example: the team behind Askew’s circuit breaker post burned $87 on failed requests before they…
By Sebastian Chedal
“Can’t I Just Google That?” A prospective client said this to me recently when I was explaining what our AI systems do. Not sarcastically. Genuinely. He couldn’t understand why anyone would pay for someone to do what he could just do himself. He didn’t hire us. And honestly, he might have been right not to….
By Sebastian Chedal
White-Label AI Is a $99 Billion Market. Here’s What It Actually Costs. The white-label AI market hit $99.19 billion in 2026, with 73% of agencies now using white-label services in some form. Every platform vendor from Stammer to Trillet to Insighto is publishing guides explaining why their tool is the answer. The question most agency…
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