{
  "use_case_id": "solar-panel-cleaning-utility",
  "use_case": "Utility-scale solar panel cleaning",
  "quantity": null,
  "unit": "panel per cycle",
  "country": "DE",
  "currency": "INR",
  "estimate": {
    "low": 0.45,
    "high": 0.7,
    "currency": "INR",
    "based_on": 2
  },
  "method": "published unit price × quantity (exact unit conversions only); filtered to the best region match; older prices only if nothing newer",
  "notes": [
    "No benchmark specific to DE; the range uses benchmarks from other regions. Local prices can differ a lot.",
    "No quantity given: costs are per 1 panel per cycle.",
    "Arithmetic on published prices, not a quote: scope, access, permits, minimums and travel change real prices. Ask suppliers via submit_rfq."
  ],
  "basis": [
    {
      "kind": "benchmark",
      "provider_id": null,
      "description": "Robotic cleaning-as-a-service, India utility-scale",
      "unit_price": {
        "low": 0.45,
        "high": 0.7,
        "currency": "INR",
        "unit": "per panel per cycle"
      },
      "region": "IN",
      "region_match": "other_or_global",
      "source_url": "https://taypro.in/solar-cleaning-capex-vs-opex",
      "as_of": "2026-10",
      "older_price": false,
      "unit_conversion": null,
      "cost": {
        "low": 0.45,
        "high": 0.7,
        "currency": "INR"
      },
      "used_in_range": true
    },
    {
      "kind": "provider_published",
      "provider_id": "taypro",
      "description": "Robotic solar cleaning service (OPEX model)",
      "unit_price": {
        "low": 0.45,
        "high": 0.7,
        "currency": "INR",
        "unit": "per panel per cycle"
      },
      "region": null,
      "region_match": "unknown",
      "source_url": "https://taypro.in/solar-cleaning-capex-vs-opex",
      "as_of": "2026-10",
      "older_price": false,
      "unit_conversion": null,
      "cost": {
        "low": 0.45,
        "high": 0.7,
        "currency": "INR"
      },
      "used_in_range": true
    }
  ],
  "available_units": [
    "panel per cycle",
    "panel"
  ],
  "fx_date": "2026-10-23"
}