## 7 Conclusions and Future Work  
An efficient, rapid, and user-friendly software was successfully developed for the precise estimation of grape quality and the implementation of a differentiated payment system. This software, shaped by the collective knowledge and expertise of industry stakeholders, not only streamlines the process of evaluating grape quality but also facilitates  
Figure 16: Representation of the color-coded scale indicating the average value of payment per hectare across the depicted parcels. a fair and transparent compensation process. Its accessibility and customizable features empower winery cooperatives to tailor quality standards and differentiated payments to their specific needs, optimizing overall management efficiency in grape-related processes. Following the determination of grape quality, an important finding is that alcohol content significantly affects grape quality, confirming the insights from our expert stakeholders. The software enables the calculation of differentiated payment based on the quality of the grapes, granting cooperatives the flexibility to selectively reward grape varieties, and introducing adaptability in the compensation process. Factors for differentiation may include environmentally friendly cultivation processes or adjustments in valuations based on the dynamic supply and demand for specific varieties. This factor is left to the cooperatives' experience, introducing a multiplicative value called the varietal coefficient, which adds an extra layer of sophistication to the differentiated payment calculation process. Differences in quality calculations lead to notable variations in payment outcomes, which are particularly evident when applying varietal coefficients, as reflected in the results of tickets R2 and W1. The system demonstrates an effective mechanism wherein coefficients greater than one lead to significant rewards for tickets exhibiting superior quality. Conversely, a ticket with a coefficient lower than one, despite demonstrating superior quality, still yields favorable returns. This payment system proves adept at incentivizing sought-after grape varieties for a particular season, penalizing overexploited ones and potentially offering rewards for ecological varieties. Additionally, the software empowers cooperatives to impose penalties for non-compliance with regulations, ensuring adherence to both state law and cooperative standards. This functionality promotes sustainable and responsible grape cultivation practices within the cooperative framework. The overall system promotes the ongoing enhancement of grape quality, fosters sustainable agricultural practices, and ensures fairness and transparency in the distribution of financial benefits. Due to the substantial volume of information, synthesis has been achieved through the creation of a Web Map displaying pertinent information about grape quality, as well as the profitability and financial status of the plots. Through the mapping of grapevine plots, zones with homogeneous characteristics impacting grape quality can be identified. This simplifies the implementation of differential payment systems, where farmers receive compensation based on the specific quality of their plots. This spatial localization of plots facilitates strategic harvest planning. Being able to anticipate grape ripeness in different areas helps optimize the timing of the harvest to ensure the quality of the final product. It is crucial to consider that in real-world applications, campaigns often involve thousands of associated tickets. As the volume of data increases, the visualization of the data becomes more intricate. The implementation of an interactive map-based visualization system presents the data in an effective and user-friendly manner, aiding the cooperative and its members in tracking the quality and corresponding reward for their efforts, campaign by campaign.