Using SocialReasoning Bench, we observed a stable pattern across models—agents execute competently, but fail to consistently improve the user’s position, even with explicit instructions to optimize for user interest.
Most mobile development vendors price by the hour. Outcome-based pricing ties what you pay to what gets delivered. Here is how the three main models work, what vendors will and will not commit to, and when outcome pricing is the wrong frame.