{
  "model": "claude-haiku-5-5",
  "date": "2026-11-03",
  "temperature": null,
  "system": "You help a marketing team find the questions buyers type into AI assistants such as ChatGPT, Claude, Gemini and Copilot. Reply with one JSON object and nothing else.",
  "prompt": "A company sells accounts payable automation software. Its product page is between the <page> tags.\n\n<page>\nLarkspur Ledger is accounts payable automation software for finance teams at mid-sized companies. It reads supplier invoices from email and PDF, pulls out the supplier, amount, date and line items, and matches each invoice to its purchase order and goods receipt. Invoices that do not match are held and sent to the person who raised the purchase order. Approvers get a daily digest and can approve from their phone. Larkspur Ledger flags a possible duplicate invoice before it is paid. Approved invoices are posted to the general ledger and scheduled in the next payment run. Every approval is kept in an audit trail with the name of the approver and the time. The software connects to common accounting systems through a published API, and a finance team can set its own approval limits by department.\n</page>\n\nWrite exactly 10 questions that a buyer who has never heard of this product would type into an AI assistant while looking for accounts payable automation software. Rules:\n- Never use the product name, the company name or a web address in a question. Buyers who know the name are not the ones we are looking for.\n- Each question is a full sentence that ends with a question mark.\n- Give each question a stage: \"category\" (who or what is out there), \"comparison\" (which option or approach is better) or \"implementation\" (how do I do this).\n- Give each question evidence: a short phrase of 5 to 20 words copied exactly, character for character, from the page, showing which capability the question is about.\n\nReply as JSON: {\"questions\": [{\"question\": \"...\", \"stage\": \"...\", \"evidence\": \"...\"}]}",
  "raw_answer": "{\"questions\": [{\"question\": \"What software can read supplier invoices from email and PDF and match them to purchase orders?\", \"stage\": \"category\", \"evidence\": \"reads supplier invoices from email and PDF\"}, {\"question\": \"Which accounts payable automation tools catch duplicate supplier invoices before they get paid?\", \"stage\": \"category\", \"evidence\": \"flags a possible duplicate invoice before it is paid\"}, {\"question\": \"What are the best accounts payable automation platforms for mid-sized companies?\", \"stage\": \"category\", \"evidence\": \"accounts payable automation software for finance teams at mid-sized companies\"}, {\"question\": \"Is it better to use three-way matching software or manual checks to approve supplier invoices?\", \"stage\": \"comparison\", \"evidence\": \"matches each invoice to its purchase order and goods receipt\"}, {\"question\": \"Which accounts payable tool lets approvers sign off invoices from their phone?\", \"stage\": \"category\", \"evidence\": \"Approvers get a daily digest and can approve from their phone\"}, {\"question\": \"Should I choose an accounts payable tool with a full audit trail of approvals or a cheaper basic one?\", \"stage\": \"comparison\", \"evidence\": \"Every approval is kept in an audit trail with the name of the approver and the time\"}, {\"question\": \"How do I set department-specific approval limits for supplier invoices?\", \"stage\": \"implementation\", \"evidence\": \"a finance team can set its own approval limits by department\"}, {\"question\": \"How do I connect invoice approval software to my accounting system through an API?\", \"stage\": \"implementation\", \"evidence\": \"connects to common accounting systems through a published API\"}, {\"question\": \"How do approved invoices get posted to the general ledger and scheduled for payment?\", \"stage\": \"implementation\", \"evidence\": \"Approved invoices are posted to the general ledger and scheduled in the next payment run\"}, {\"question\": \"What happens to supplier invoices that don't match their purchase order and goods receipt?\", \"stage\": \"implementation\", \"evidence\": \"Invoices that do not match are held and sent to the person who raised the purchase order\"}]}",
  "input_tokens": 587,
  "output_tokens": 1889,
  "python": "3.12.15",
  "anthropic": "0.125.0",
  "page_sha256": "9953619f7898331dd2d7fafa69222bf887e3e6b5efd4062ec6cb17e03bee1f78"
}