AI Benchmarks in 2026: What Leaderboards Miss—and How to Evaluate LLMs for the Real World
The 2026 generation of large language and multimodal models has driven public leaderboards to eye‑watering numbers. On popular AI benchmarks, the top few systems often differ by less than a percent. That makes for exciting marketing—and frustrating procurement. If every flagship model appears to ace the tests, which one actually works best in your domain,…