Impromptu: Amplifying Our Humanity Through AI are tailored to the needs of entrepreneurs in emerging and underserved markets. AI can analyze data from these markets to identify gaps in the market and recom- mend new products and services that can be offered to fill those gaps. - Automate data analysis and reporting: LLMs can help automate the process of collecting and analyzing data from local entrepreneurial ecosystems. This can help Endeavor Global and its portfolio companies to quickly assess the health of a given market and identify trends that can be used to inform decisions and strategies. - Streamline operational processes: LLMs can be used to streamline operational processes, such as customer onboarding, customer service, and other administrative tasks. This can help Endeavor Global and its portfolio companies to reduce costs and improve efficiency. GPT-4’s suggestions seem to fall into two general categories. First, AI can gather market data and help generate ideas. This can provide humans with rapid suggestions to stimulate their creativity and help ideation be more comprehensive by pointing out possibilities that might otherwise be overlooked. Second, AI can help automate and streamline routine operations, freeing up humans to focus on more creative tasks. For Endeavor, the latter category will likely be the most import- ant in the near future. For example, Endeavor puts a lot of effort into supporting its companies. Endeavor staff could use AI to translate English-language startup content into its entre- preneurs’ native languages (while keeping a fluent human in the loop to sanity-check the results). Another form of support is connecting new startups with other companies in the Endeavor network. AI could instantly suggest 146