A launch can be a new AI tool, model release, agent, feature, startup, open-weight project, API, research demo, pricing change, public beta, funding announcement, or major product update.

The first job is to identify the launch type. A working SaaS tool should not be judged like a research paper. A funding announcement should not be treated like a product people can use today.

• Product launch
• Feature launch
• Model launch
• Agent launch
• Open-source or open-weight release
• Research demo
• Funding or company announcement

Most people react to launches emotionally: excitement, skepticism, fear of missing out, or dismissal. Analysts slow the reaction down long enough to check the facts.

Speed still matters. The goal is not to wait six months. The goal is to evaluate quickly without confusing claims, demos, and real availability.

Example: A startup announces an AI research assistant for sales teams. Before calling it useful, you would check whether it is live, who can access it, what sources it uses, what it costs, and whether it solves a narrow workflow better than existing tools.