Tips
From Dashboards to Action Centers: Where GEO Tooling Is Heading in 2026
First-gen GEO tools showed you what was broken. The next generation tells you what to publish to fix it. Here's how the industry is collapsing the gap between visibility insight and content workflow.
Tips
Mention vs Citation: The Share of Voice Split Most GEO Dashboards Get Wrong
ChatGPT mentions your brand in prose but cites your competitor's docs underneath. Which signal counts? Both — but they tell you completely different things, and most dashboards only show one.
Tips
Reddit, Wikipedia, and the Hidden Source Layer Shaping AI Answers
When ChatGPT recommends a vendor, look at what it cites. For most B2B categories the citation list is dominated by Reddit threads, Wikipedia infoboxes, and a handful of comparison sites — not the product pages brands spend most of their time on.
News
State of GEO 2026: Six Industry Shifts Shaping Brand AI Visibility
A year ago, "monitor my brand in ChatGPT" was a niche request. In 2026 it's a budget line. Here are the six shifts that defined the year for brands measuring AI visibility.
Tips
Constraint Injection: The Princeton Trick That Lifts AI Brand Recommendations 78%
A 2024 study from Princeton, Georgia Tech, and the Allen Institute for AI shows that adding 2-4 constraints to a prompt makes LLMs surface specific brand recommendations 78% more often. Here's how to use it.
Product
Query Fanouts: The Hidden Layer of AI Search That Decides Your Visibility
When a user asks ChatGPT or Gemini one question, the model silently runs 8-15 sub-queries behind the scenes. Whether your brand appears in those hidden searches is what really determines your AI visibility.
Tips
The 35/35/30 Rule for GEO Prompt Sets
Why 30 prompts is the noise floor for AI visibility tracking, and how to balance category, comparison, and use-case prompts so your dashboard shows signal instead of noise.
Company
Being Seen in the AI Era
Why we built SeenForAI — and what it means to be truly visible when AI becomes the primary discovery layer for brands.
Tips
GEO vs SEO: What You Actually Need in 2026
Both still matter, but the investment priorities have shifted. Here's a practical playbook for brand visibility across search and LLMs.
News
Why Chinese LLMs Matter for Global Brands
Doubao, Kimi, and DeepSeek serve hundreds of millions of users — most Western brands have no idea what these models say about them.