An innovative hardware for mission analysis focused on payload selection from use cases and measurements requirements is being developed. This tool is based on machine learning model, where a database of the commercial platform and instruments missions (past, operational, planned, development) are taken into account to best decision making. Additionally, a hyperspectral band selection optimization is being built in order to determine the minimal number of most informative bands to make an efficient data management in the space.