{"query_echo":{"q":"","filters":{"climate_tags":["demand side management"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'demand side management' for facet 'climate_tags' is not in the controlled vocabulary."}]},"total":{"value":1,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=demand+side+management","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"sei-001582","url":"https://climateinsightsdirectory.org/document/sei-001582","title":"A Guidebook on Super-Efficient Equipment Program (SEEP)","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://cdn.leap.sei.org/documents/SEEP.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"This guidebook, published by the Stockholm Environment Institute and authored by Prayas Energy Group, provides a framework for policymakers to design and implement Super-Efficient Equipment Programs (SEEP). Using the experience of India's program for ceiling fans, it outlines a strategy to accelerate market transformation by providing financial incentives to manufacturers to produce appliances significantly more efficient than current local market offerings at comparable prices.","ai_generated":true,"unit":"sei-001582#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The Super-Efficient Equipment Program (SEEP) aims to overcome market barriers to energy-efficient appliances by providing financial incentives to manufacturers, allowing them to sell super-efficient equipment (SEE) at prices comparable to average appliances.","ai_generated":true,"unit":"sei-001582#insight-1","date_modified":"2026-08-17"},{"text":"In India, the Bureau of Energy Efficiency (BEE) initiated SEEP for ceiling fans, targeting a reduction in power consumption from a market average of 70W to 35W, while maintaining an air delivery of 210 cubic meters per minute (cmm).","ai_generated":true,"unit":"sei-001582#insight-2","date_modified":"2026-08-17"},{"text":"The first phase of India's SEEP for ceiling fans is funded by the World Bank's Clean Technology Fund (CTF) with US$50 million, aiming to incentivize 5 million fans over three years to save approximately 390 million units of electricity annually and avoid 95 MW of peak capacity.","ai_generated":true,"unit":"sei-001582#insight-3","date_modified":"2026-08-17"},{"text":"The guidebook proposes a four-component background analysis for selecting appliances: appliance consumption analysis to identify high-energy users, saving potential analysis for super-efficient variants, cost-benefit analysis for incentives, and priority analysis considering market nature and political acceptability.","ai_generated":true,"unit":"sei-001582#insight-4","date_modified":"2026-08-17"},{"text":"SEEP is distinguished from utility-scale Demand Side Management (DSM) by its national scope and upstream intervention point (manufacturer rather than customer), which reduces transaction costs and regulatory burdens on state utilities.","ai_generated":true,"unit":"sei-001582#insight-5","date_modified":"2026-08-17"},{"text":"The guidebook recommends a reverse bidding mechanism to determine incentives, allowing multiple winners to prevent reliance on a single manufacturer and to maximize energy savings through broader market participation.","ai_generated":true,"unit":"sei-001582#insight-6","date_modified":"2026-08-17"},{"text":"To ensure accountability and quality, the framework suggests a strict Monitoring and Verification (M&V) process using existing tax systems (such as Central Sales Tax in India) to verify production quantities and a two-tier testing approach consisting of initial type testing and random check testing.","ai_generated":true,"unit":"sei-001582#insight-7","date_modified":"2026-08-17"},{"text":"The proposed institutional framework for SEEP involves three entities: a central government agency for design and oversight, an external agency for fund management and M&V, and an advisory committee for periodic review and evaluation.","ai_generated":true,"unit":"sei-001582#insight-8","date_modified":"2026-08-17"},{"text":"Transparency is emphasized through the creation of a dedicated website for public data access, documented decision-making rationales, and open public comment periods for program design documents.","ai_generated":true,"unit":"sei-001582#insight-9","date_modified":"2026-08-17"}],"climate_tags":["energy efficiency","market transformation","appliances","demand side management","financial incentives"],"geography_discussed":["People's Republic of China","European Union"],"frame_perspective":[],"analysis_type":["framework","guide","case study"]}]}