The 87% Problem’s Why Most AI Investments Underdeliver

Saudi Arabia is pouring billions into AI. Here’s the unglamorous reason most of it doesn’t pay off and how to be in the minority that wins.
Gemma 4 vs Closed APIs: When UAE Enterprises Should Choose Open-Weight Models

In the last couple of years one probably had to go through a closed API within line enterprise AI in UAE. The approach was the same by whichever you used: GPT, Claude or Gemini plug it in and pay per token. There were admittedly a few minor gripes about the price, but results seemed good. After all, the closed models were leading for many workloads compared to their open-source equivalents.
