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The Three Ingredients of Impact AI: Research from India Offers Guidance for AI for Social Good in Emerging Markets
The conversation around “AI for social good” has moved beyond hype and potential and into a high-stakes implementation phase, as a growing number of real-world use cases have emerged. Kalpa Impact conducted analysis of 97 startups and 13 non-profits deploying AI for social good at population-scale in India, seeking to understand who is building these tools, where they are being deployed and whether there is evidence of impact. Sushant Kumar and Ananya Mukherjee at Kalpa Impact share insights from this analysis, highlighting three key ingredients that can enable the successful deployment of impact AI in India and other emerging markets.
- Categories
- Technology
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Viewpoint: Please Stop Designing Humanitarian Solutions for Donor Funding
DEEP, the Data Entry and Exploration Platform, is one of the 11 case studies documented in NetHope’s new Harnessing AI for Humanitarian Impact report.
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- Technology
- Region
- Global
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The Blind Spot in the EU’s New Deforestation Regulations: Laws and Satellites Don’t Save Forests — People Do
The European Union Deforestation Regulation (EUDR) represents an ambitious legislative effort to protect our planet’s remaining forests. But Priscillia Moulin at MosaiX highlights a potential flaw in the regulations: To meet the EUDR's data requirements and prove that their supply chains are deforestation-free, major commodity buyers are turning to remote sensing and satellite AI — and if these technologies detect any tree-cover loss, the path of least resistance is often to permanently exclude that supplier. She argues that this creates the illusion of compliance while pushing vulnerable small farmers into the grey market, as satellite algorithms can identify changes in forest cover but cannot determine intent or causality, or assess other complex realities on the ground. She proposes three ways companies can comply with the EUDR without freezing smallholders out of the EU's premium, regulated markets.
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- Agriculture, Environment
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Analysis: Building AI on African Terms
AI promises new opportunities for African businesses, but it also risks deepening technological dependency.
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- Technology
- Region
- Sub-Saharan Africa
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The AI-Powered World Cup Runs on Thousands of Data Workers
Human annotators in Brazil, Cambodia, and the Philippines are tracking every movement in the football tournament for teams, broadcasters, and the betting industry.
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- Technology
- Region
- Global
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Analysis: ‘Who Is Going to Pay Us When We’re Replaced by Robots?’ The Indian Factory Workers Told to Film Themselves for AI
First-person recordings of human movements and interactions are called egocentric data and are vital for training robots that might one day replace humans on the production line.
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- Technology
- Region
- Sub-Saharan Africa
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WhatsApp Gets New Chief as Meta Taps India’s CRED Founder Kunal Shah and Invests $900 Million in Startup
India has emerged as a key battleground for Meta’s ambitions in business messaging and digital payments, areas seen as critical to WhatsApp’s next phase of growth.
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- Finance, Technology
- Region
- Sub-Saharan Africa
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Analysis: Pushing Back from Big Tech: Africa’s Hard Road to AI Sovereignty
The continent’s biggest tech economies want to own their AI future. The infrastructure they need still belongs to Big Tech.
- Categories
- Technology
- Region
- Sub-Saharan Africa
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