Foundation model stories move fast, but buying or building decisions still come down to workflow fit, reliability, price, latency, and operational risk.
- Compare workflow fit before leaderboard position. The best model for coding, research, support, or writing is rarely decided by one benchmark.
- Watch the deployment surface, not just the weights. Hosted assistants, APIs, and local/open families create very different constraints around privacy, speed, and cost.
- Use pricing and context-window claims carefully. A bigger context window or cheaper token price matters only if it improves the real task you are trying to ship.