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 New AI Startup Moat: Why Inference Chips Beat Big Models
What Changed and Why It Matters The center of gravity is shifting from model training to inference. The money, latency, and user experience are all downstream of how cheaply and…
Why the Factory Floor Is AI’s Next Breakout Market — And Why Now
What Changed and Why It Matters AI is leaving slide decks and hitting the line. The factory floor is turning into AI’s next breakout market. Three signals stand out. First,…