The End of Free LLM Credits: Why Startup Perks Are Disappearing
What Changed and Why It Matters The era of free or nearly-free LLM usage is winding down. Promotional credits, generous free tiers, and subsidized API calls are being tightened or…
The Rise of LLM SEO: How to Track Brand Visibility Across Models
What Changed and Why It Matters LLMs now shape how people discover brands. AI Overviews, ChatGPT, Gemini, and Perplexity answer questions directly. Links are optional. Trust is inferred. The result:…
Search-grounded AI slashes hallucinations — and feels 2x faster
What Changed and Why It Matters LLM hallucinations aren’t going away. In fact, several recent reports suggest they’re getting more visible as models are pushed into broader, higher-stakes tasks. “The…