The ongoing development of business and the most recent advances in artificial intelligence (AI) allow for the many business practices to be improved by the capacity to establish new forms of collaboration, which is a significant competitive advantage. This rapidly developing technology enables to offer brand services and even some new forms of business interactions with consumers and personnel. The digitalization of AI concurrently emphasized for businesses that they need concentrate on their present strategies while also routinely and early pursuing new chances in the market. Not only in business but also in different industry sectors, Al techniques are being used and revolutionized different industry sectors. This review focuses on the application of AI techniques in business and different industries.

The implementation of agronomic activities, based on the use of biostimulants, is an important element of agroecological practices. Therefore, a comprehensive field trial was carried out to evaluate the potential of biostimulants in growth promotion across four districts of Maharashtra (Jalna, Ahmednagar, Aurangabad and Nasik). The study aimed to evaluate the candidacy of selected biostimulants in improving onion (Allium cepa L.) extracted from proprietary technology involving adaptive molecular re-engineering for plant growth biostimulants category. Three biostimulants were preliminary analyzed for their nutritional content. Compositional analysis revealed the presence of several macro, micronutrients as well as humic, fulvic acid. The concentration of humic and fulvic acid in sediment extract were ranged from 34-38 and 10.5-10.8 g/100g respectively. The organic carbon, total nitrogen, phosphorus, and ash contents ranged between 54-57,0.4-0.6, 0.3-0.4, and 3.3-7.2% respectively. Ash and total nitrogen content were the same for the extract 0.2% and 7.8% respectively. Onion crops were treated in three different modes, seed treatment, root drenching and foliar spray. Biostimulants were applied in combination with three different levels of chemical fertilizer 50%, 75%, and 100% RDF and compared with Control (100%RDF without biostimulants). Several qualitative and quantitative parameters such as firmness, pungency, neck diameter, bulb diameter, and yield were analysed. It was observed that all three biostimulants (Asaava, Somrith, and Yuvaani) significantly(P<0.001) affected all the measured plant traits. In addition to this, overall, we found excess chemical fertilizer imposed adverse effect on plant growth parameters. Moreover, it was concluded that with seed treatment followed by root drenching and foliar spray and optimized dosage scheduling, yield can be further improved. The best effect in overall growth and yield potential of the plants were noticed in Asaava treated plants.

The study conducted on interactive time-series cluster analysis has shed light on the dynamic nature of the interaction that exists between metabolites and the activities that occur within living organisms. Integration of metabolomic data with pathways that had been disrupted was the method that was used to achieve this goal. We investigated the significance of metabolomics in biological systems, the fundamentals and applications of time-series cluster analysis, and the connection between metabolomic data and pathways that have been altered in the various sections of this research paper, such as the introduction, the literature review, the methodology, the results, the discussion, and the recommendations. These sections include: the introduction; the literature review; the methodology; the results; the discussion; and the recommendations. The introduction, the literature review, the methodology, the results, the discussion, and the suggestions are included in these parts.

This study looks at current issues with hydroponics, aeroponics, and aquaponics and explores if organic bioponics-based solutions are a viable alternative that is also sustainable. The study's findings emphasize the need of maintaining root health and nutrient delivery in aeroponic systems, monitoring water quality and striking a balance between the health of fish and plants in aquaponic systems, and maximizing resource utilization in both systems. The utilization of natural pest and disease management techniques and the sustainable use of resources are just two advantages of bioponics, according to comparative studies. The absence of organic food sources, inefficient insect control, and expensive upfront costs are cited as challenges. The development of various organic nutrient sources, optimisation of biological control agents, analysis of commercial feasibility and scalability, automation of processes, integration of technology, and environmental impact analysis are some future research objectives. This study demonstrates how bioponics may help progress environmentally friendly farming methods. By pursuing the suggested future research lines, scientists can further support organic farming methods, improve the effectiveness of food production, and lessen the influence of agriculture on the environment. By identifying low-cost organic material for Agri input development like that done in the year long trials done by VIRENXIA with IIT-Delhi, appropriate solutions for accelerating sustainable crop growth can be achieved. It also aims to create a virtuous cycle between society and an inclusive academic system, by providing knowledge and practices for emerging farmers and upgrading the capabilities of agriculture sectors, in responding to the development needs of rural India.

The present research was undertaken to explore the applicability of Oman's agricultural soil to rice cultivation. The response of the Basmati rice yield and the uptake of soil nutrients to various fertilization regimes was studied. Small-scale pot-based experiments were conducted using Oman's agricultural soil with a randomized block design with biostimulant seed treatment followed by different combinations of green manures such as alfalfa, broad beans and sesbania aculeate and control treatment without fertilizers. Rice yield decreased only in control pots, although favourable yield levels in all other treatments were retained. All organically treated plots demonstrated a greater absorption of added phosphorus control. The findings revealed that the effect of alfalfa on several parameters such as an improvement in grain yield, nutrient content, increased microbial biomass and soil enzymatic activity was more pronounced than that of broad beans and sesbania aculeate. This result can be due to higher organic matter growth and more generous supply and uptake of nutrient cations through the introduction of alfalfa. The research results suggest that green manure with low carbon to nitrogen ratio can improve nutrient availability, soil microbial biomass and therefore can be able to produce good yields in rice cultivation systems.