Content Refresh for AI Search: Keeping Pages Citable as Models Update
A few months ago, a client came to us confused. Their best-performing blog post the one that had driven leads for two years had quietly disappeared from ChatGPT’s responses and Google’s AI Overviews. Rankings hadn’t moved much. Traffic from regular search was stable. But AI visibility was gone. That’s when it clicked for them, and […]
AI Search Ranking Factors: What Actually Influences LLM Answers in 2026
If you’re still optimizing purely for the ten blue links, you’re already behind. Somewhere between 2024 and now, search quietly split into two systems running in parallel — traditional Google rankings, and AI-generated answers from Overviews, ChatGPT, Perplexity, and whatever comes next. Both matter. Both have different rules. At sociolabs.in, we’ve spent the better part […]