‘My own trust of chatbots grew in 2025. But it has also diminished.’ In 2026 (and beyond) the best benchmark for large language models won’t be MMLU or AgentBench or GAIA. It will be trust—something AI will have to rebuild before it can be broadly useful and valuable to both consumers and businesses.