GEO and SEO
GEO vs SEO 2026: How AI Search Actually Picks Its Sources
GEO earns citations inside AI answers; SEO earns clicks. The mechanism-level difference: fan-out retrieval, brand-mention data, and server-log measurement.
Insights
AI, automation and digital marketing: practical reads
Notes on AI trends, leadership development, process automation, and digital marketing. Updated regularly.
GEO and SEO
What AI Bots Actually Do on a Site: A Server-Log Study
ROI & Shine's own server-log study: 18% of 'Googlebot' traffic was spoofed, AI fetchers render no JavaScript, and they crawl far more than they refer. Our data, our analysis.
AI Trends
Gemini Ads API: Google’s AI leap for creatives and targeting
Google’s Gemini Ads API is here: programmatic creative generation, localization, and real-time A/B testing baked into Performance Max. What it changes, how to implement, and where the ROI comes from.
Google Ads Management
Gemini Ads API: Google’s AI leap for creatives and targeting
Google’s Gemini Ads API is here: programmatic creative generation, localization, and real-time A/B testing baked into Performance Max. What it changes, how to implement, and where the ROI comes from.
AI Trends
Google Gemini CLI: Open-Source AI Agent for Your Terminal
Google’s new open-source Gemini CLI brings AI into the terminal—write, refactor, test, and automate devops with multi-file context and enterprise control.
Google Gemini Pricing
Google Gemini CLI: Open-Source AI Agent for Your Terminal
Google’s new open-source Gemini CLI brings AI into the terminal—write, refactor, test, and automate devops with multi-file context and enterprise control.
AI Trends
Google Remy AI Agent: The Next Leap in Workspace Automation
Google’s internal pilot, Remy, is a Gemini-powered AI agent that learns user preferences and acts across Workspace. Here’s what it means for ROI, privacy, and your roadmap.
Intelligent AI Agents
Google Remy AI Agent: The Next Leap in Workspace Automation
Google’s internal pilot, Remy, is a Gemini-powered AI agent that learns user preferences and acts across Workspace. Here’s what it means for ROI, privacy, and your roadmap.
AI Trends
OpenAI’s 10‑Year RFP: The Race to a US AI Hardware Ecosystem
OpenAI’s decade-long RFP signals a shift from software-only to a US-built AI hardware ecosystem—spanning data centers, robotics, and consumer devices. Here’s what it means for ROI, roadmaps, and…
OpenAI API Pricing
OpenAI’s 10‑Year RFP: The Race to a US AI Hardware Ecosystem
OpenAI’s decade-long RFP signals a shift from software-only to a US-built AI hardware ecosystem—spanning data centers, robotics, and consumer devices. Here’s what it means for ROI, roadmaps, and…
AI Trends
Meta Llama 4 Marketing API: Automate Instagram & Facebook Ads
Meta’s Llama 4 and new Marketing API bring AI-native creative generation, automated A/B testing, and predictive scoring to Instagram and Facebook Ads. Here’s how to deploy it for faster ROAS.
AI Marketing Integration
Meta Llama 4 Marketing API: Automate Instagram & Facebook Ads
Meta’s Llama 4 and new Marketing API bring AI-native creative generation, automated A/B testing, and predictive scoring to Instagram and Facebook Ads. Here’s how to deploy it for faster ROAS.