To help you build and foster a successful community.
Automatically suggest relevant answers from your knowledge base.
Understand community sentiment at a glance and act proactively.
Protect your community from spam and automated bot attacks.
Help your community members rapidly find answers, discover resources, and interact with your content.
As AI reshapes search and discovery, one thing is clear. Traditional attribution models are no longer enough. If fewer users arrive via search, but community insight still influences decisions, how do we show value? The answer is not fighting AI. It is expanding how we define impact. Ways to rethink community attribution…
AI is very good at summarizing information. What it is not good at includes: Context Emotion Experience Ongoing conversation This is where communities still win. Instead of trying to out-optimize AI summaries, community leaders can focus on content that resists simplification. High-value community content AI struggles to…
The Shift Traditional attribution is fading. Influence is rising. Traditional Focus Why It Falls Short Modern Replacement Page views Measures visibility, not value Repeat participation Traffic sources AI obscures origin Community-assisted outcomes Click-through rates Captures action, not impact Depth of engagement Time on…
If AI tools are summarizing answers from across the web, the natural question is this: How do we make sure our community becomes a source, not just raw material? AI systems look for patterns. That means content that is: Clearly structured Written in natural language Easy to identify as answering a specific question This is…
Search is changing, and community leaders are starting to feel it. Instead of sending people to a list of links, AI-powered search tools are now summarizing answers directly on the results page. Tools like Google’s AI Overviews and ChatGPT Search pull information from across the web and deliver a single, synthesized…
AI-powered tools are changing how people find answers online. For community leaders, this shift can feel confusing or even unsettling, especially when new terms start showing up in conversations with marketing, product, or leadership teams. This guide breaks down the most common AI-related terms community managers are…
Article Summary Generative Engine Optimization (GEO) - the practice of making community content discoverable and trustworthy to AI systems such as ChatGPT, Claude, and Google’s AI Overviews. It explains why communities are seeing drops in traditional page views and outlines why optimizing for AI-driven discovery is…
Why This Matters Search behavior is shifting. Generative AI tools (ChatGPT, Perplexity, Bing Copilot, Gemini, etc.) are summarizing content instead of sending traffic to websites. Communities must adapt by balancing traditional SEO with GEO (Generative Engine Optimization). The goal is to stay findable, quotable, and…
Overview AI summaries and generative search experiences are beginning to reshape how people discover and consume information. In this evolving landscape, a term is gaining relevance for community professionals: AIgents (AI agents). These tools are designed to act on behalf of users, using artificial intelligence to: Scan…
Page views are dropping. Not just a little — in some communities, it’s a 30–40% decrease in traffic to key content. And it’s not because the content is poor or the audience has disappeared. It’s because search behavior is evolving…fast. From Clicks to Instant Answers Let’s rewind for a second. For years, search behavior…
