Google’s parent company Alphabet is winding down operations at AI-fueled ag intelligence startup Mineral, just over a year after it emerged from stealth, and switching to a licensing model.Incubated in Alphabet’s moonshot technology lab X, Mineral officially debuted in January 2023, promising to deliver “foundational technologies to help other companies go faster” by combining data from unmanned rovers laden with cameras moving through farmland with “large, multimodal, unstructured sets of the world’s agricultural data sourced from satellite images, farm equipment, and public databases.” Initial partners included berry giant Driscoll’s, crop input giant Syngenta, and global food security group CGIAR.In an interview with AgFunderNews at the time, CEO Elliott Grant said the firm had developed machine-learning models to help agribusinesses “predict crop yields, increase production, target pests and weeds, reduce waste, minimize chemical and water use, and reduce the impact of agriculture on the planet.”In a statement on the Mineral website posted today about its new business model, first reported by Bloomberg, Grant said Mineral would now be licensing tech to partners such as berry producer Driscoll’s.“We’ve noted before that we’ve been looking for new and innovative partnerships that can transcend traditional approaches. As a result, earlier this year, we decided to rethink Mineral’s structure and our approach to achieving a positive impact for the greatest number of farmers. Mineral will no longer be an Alphabet company, and our technology will live on inside of leading agribusinesses where they can have maximum impact.”He added: “We worked with partners from day one. We built robots that could inspect every plant in a field… We applied the most recent breakthroughs in AI and generative AI to help our partners tackle the urgent challenges of reducing food waste, improving forecasting, and collecting higher quality data.”According to Grant: “Mineral had partnered closely with Driscoll’s to develop AI tools to improve crop phenotyping, better forecast yields, optimize quality inspections, and reduce food waste in the supply chain. Some of the technologies we developed have now been transferred to Driscoll’s and will be integrated into their systems to help achieve their sustainability ambitions.”According to Bloomberg, Mineral employees had spent months “trying to find a way to continue their work” as it “became clear that Mineral didn’t have a future within Alphabet.” While the company had forged partnerships with some leading players in food & ag, said the publication quoting an unnamed source, it had “struggled to translate such deals into durable revenue streams.”

Sign up for daily news updates from CleanTechnica on email. Or follow us on Google NewsThe US solar industry is riding a wave of support from farmers, who are deploying new agrivoltaic technology to harvest solar energy while continuing to work their fields. The agrivoltaic movement is an important development in the renewable energy field because it pulls the rug out from under critics, who argue that solar arrays are an inappropriate use of farmland. The only thing missing now is an aesthetic improvement, and the European research firm AgroSolar Europe has the solution.Agrivoltaic Arrays & The Appropriate Use Of FarmlandThough solar opponents continue to argue against rural solar development, the agrivoltaic movement is making it more difficult to make a case against situating solar panels on farmland.For those of you new to the topic, agrivoltaics is a developing discipline that leverages solar infrastructure for agriculture. Agrivoltaic arrays are matched with crops that do well in partial shade. In addition to improving yields and protecting sensitive crops from overheating, the shady micro-climate can also conserve water, prevent erosion, and improve soil health.Agrivoltaic technology is a significant step up from the early days of large-scale solar development, when the preference was to cut costs by situating the solar panels close to the ground, on gravel beds or short turf grass