Software, namely, machine learning (ML), deep learning, scientific research, transformative ecosystem, and artificial intelligence (AI)-enabled computer, commercial and consumer software, apparatus, instruments, applications, systems, media, platforms, networks, Internet of Things (IoT), databases and data software algorithm systems necessary for sourcing, resourcing, calculating, transforming and assessing, and the access, dissemination and dispersing of nutritional relevancy, metabolization, functionality, applicability, analytics, insights and analyses of all human and all other lifeform consumables, food and beverage products, and the required networked interfaces necessary to access raw, processed and disparate data, and all data sources and data lakes necessary to access global multicultural and multilingual physical, cellular and virtual databases, data warehouses, data servers and cloud servers; wherein the aforementioned software technologies access, analyze and assess any and all general and unique health states, disease types, causes and states, and specific health impacts, both contributory and detrimental, from any and all caloric and energy-yielding contributions through applicable analytics and bio-availability metrics of all fresh, prepared, preserved, and raw meals, foods and beverages, sources and ingredients by any and all ages, cultures, lifestyles and life stages of all general and specific target populations globally; this deductive and inductive technology environment and applied reasoning includes all general, specific and relevant nutritional impacts, metabolizations, yields and contributions of macronutrients, micro-nutrients, organic and inorganic, real and artificial, and all phytonutrients across all classes of foods and nutrients, including but not limited to carbohydrates, lipids, proteins, water, vitamins, minerals, and for all ingredients, chemicals, additives, preservatives, natural and artificial, and all contents related to core raw, prepared and packaged foods and beverages, and foods and ingredients at their chemical cores, and for each and all resulting, corresponding, respective and prospective relative impacts; and further wherein said software enables comprehensive contributory analysis and nutritional analyses content, directly and indirectly, and through real physical, theoretical, downloadable and virtual applications accessing and associated with land-based systems and servers, and cloud servers and databases, and any platforms embedded with sensors, software, and other technologies for the purpose of connecting and exchanging data with other devices and systems over the internet, radio and cellular frequencies, for the purpose of providing impacts and results information and persistent software accessed assessments in the field of nutrients, nutrition and nutritional impacts, and for personalized and relevant health access through software, applications, servers, AI platforms, ML environments, and Internet of Things (IoT); providing bio-scientific and other nutritional information about existing, planned and prospective ingredients, additives, preservatives, nutrients, foods and beverages, dietary and nutritional guidance; and said software providing access through an on-line computer database featuring integrated and normalized nutrition data, information and impacts related to health and nutrition, associated with and resulting from illness, disease, allergies and other situational health variances.