sure/app/models/provider/llm_concept.rb

module Provider::LlmConcept
  extend ActiveSupport::Concern

  AutoCategorization = Data.define(:transaction_id, :category_name)

  def auto_categorize(transactions)
    raise NotImplementedError, "Subclasses must implement #auto_categorize"
  end

  AutoDetectedMerchant = Data.define(:transaction_id, :business_name, :business_url)

  def auto_detect_merchants(transactions)
    raise NotImplementedError, "Subclasses must implement #auto_detect_merchants"
  end

  EnhancedMerchant = Data.define(:merchant_id, :business_url)

  def enhance_provider_merchants(merchants)
    raise NotImplementedError, "Subclasses must implement #enhance_provider_merchants"
  end

  PdfProcessingResult = Data.define(:summary, :document_type, :extracted_data)

  def supports_pdf_processing?
    false
  end

  def process_pdf(pdf_content:, family: nil)
    raise NotImplementedError, "Provider does not support PDF processing"
  end

  ChatMessage = Data.define(:id, :output_text)
  ChatStreamChunk = Data.define(:type, :data, :usage)
  ChatResponse = Data.define(:id, :model, :messages, :function_requests)
  ChatFunctionRequest = Data.define(:id, :call_id, :function_name, :function_args)

  def chat_response(
    prompt,
    model:,
    instructions: nil,
    functions: [],
    function_results: [],
    streamer: nil,
    previous_response_id: nil,
    session_id: nil,
    user_identifier: nil
  )
    raise NotImplementedError, "Subclasses must implement #chat_response"
  end
end