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  "study_title": "New-build solar providers in AI answers for English housebuilders",
  "study_date": "2026-09-30",
  "market": "England",
  "query_location": "GB",
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  "article_url": "https://schmitdy.com/en-gb/blog/new-build-solar-ai-recommendations-england-2026",
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      "question": "What are the main options for putting solar on a new housing development in England?",
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      "question": "Which solar and battery providers work specifically with housebuilders?",
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      "question": "How is the on-site renewable-electricity target worked out for a block of flats?",
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      "question": "Are funded solar arrangements available for schemes of fewer than ten homes?",
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      "question": "Which solar and battery partners can design a system for every plot on a new-build site?",
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      "question": "Can a funded solar provider cover terraces and less favourable roof orientations, or only the easiest plots?",
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    {
      "question": "How do you choose between individual rooftop systems and a shared energy scheme for new homes?",
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      "question": "Can flats and houses on the same development use the same solar funding model?",
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    {
      "question": "When should a developer bring a solar partner into the design and build programme?",
      "area": "Plot design and build delivery"
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    {
      "question": "How can panels and batteries be delivered and installed across a phased housing development?",
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    {
      "question": "How should solar and battery plans be coordinated with a development’s grid connection?",
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      "question": "Can our appointed installer work with a third-party solar funder?",
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      "question": "Who handles commissioning and defects if a funder supplies the equipment and our contractor installs it?",
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      "question": "Who is responsible for solar repairs after the developer hands over the home?",
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      "question": "How do funded solar agreements work for build-to-rent or affordable housing?",
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      "question": "What should a conveyancer check about solar buyout prices and transfer terms?",
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      "question": "How should a developer test whether a solar subscription saves residents money after the monthly fee?",
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  "methods": {
    "naming": "An organisation is counted once in each answer that names it; repeated mentions do not increase its answer count. Several organisations can occur in the same answer. Counts do not establish endorsement.",
    "source_counts": "A domain is counted once per answer retrieving it; multiple domains can occur in the same answer. Retrieval does not establish recommendation or approval of a source.",
    "sampling": "45 questions selected for an English housebuilder journey across five equally sized decision areas; three answer systems, with up to three captured answers per question and system. The 396 observed answers are below the theoretical 405.",
    "comparison": "The ten tracked organisations were selected by business-model research. This is a bounded cohort, not an exhaustive market census. Provider-funded hardware, estate networks, developer-paid installers, tariffs, consumer finance and software have different buying models.",
    "snapshot": "Answer and brand cells reconciled to the same 396-answer population. Source reports use the same question IDs and date but were fetched sequentially while results were arriving. Source pagination is not an atomic snapshot."
  },
  "limitations": [
    "One date and a purposive question set cannot establish demand, revenue, market share or a durable rank.",
    "Small differences between organisations should not be read as statistically significant.",
    "The public table includes all seven non-zero organisations from the ten tracked names; three zero-result names are omitted.",
    "Some retrieved sources address other jurisdictions or consumer use cases. Their legal and product claims were not treated as English new-build facts.",
    "URL pagination returned 2379 rows and one identical duplicate, yielding 2378 unique URLs; without a provider totalCount, completion by short page does not prove no row was missed.",
    "The public source counts are domain-level records rather than totals summed from URL pages."
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    "https://www.housingtoday.co.uk/future-homes-standard/13966.tag",
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