{
  "slug": "before-you-change-a-price-check-the-inputs",
  "title": "Before You Change a Price, Check the Inputs",
  "date": "2026-11-05",
  "featuredClaim": "A restaurant owner cut annual pricing analysis from five days to two hours with ChatGPT — after validating the outputs first.",
  "description": "A restaurant owner's AI experiment shows how ChatGPT cut annual pricing analysis from five days to hours, but only after supplying business knowledge and verifying outputs. The article offers a practical exercise comparing supplier invoices, recipes, and delivery fees to catch outdated costs hiding in menu spreadsheets.",
  "keyPoints": [
    "Ted Taylor cut annual pricing analysis from five days to one or two hours using ChatGPT, but first validated its work against his own manual analysis",
    "A spreadsheet can calculate correctly while using outdated supplier prices or wrong delivery fees, so comparing records before calculating is essential",
    "Human review caught missing scheduling rules, showing AI outputs still need manager verification",
    "Setup costs and error rates aren't disclosed, and reported timings aren't independently audited"
  ],
  "topics": [
    {
      "id": "business",
      "slug": "ai-business-applications",
      "label": "Business Applications",
      "description": "Real-world business use cases and applications"
    },
    {
      "id": "implementation",
      "slug": "ai-implementation",
      "label": "Implementation",
      "description": "Hands-on implementation techniques and frameworks"
    },
    {
      "id": "tools",
      "slug": "ai-tools",
      "label": "AI Tools",
      "description": "Practical tools and platforms for AI implementation"
    }
  ],
  "claims": [
    "Ted Taylor reports cutting annual pricing analysis from five days to one or two hours using ChatGPT.",
    "Taylor first validated ChatGPT's pricing work by comparing it against his own manual analysis.",
    "A restaurant manager caught missing scheduling rules about adding staff during busy periods.",
    "Setup costs and error rates are not disclosed, and reported timings are not independently audited.",
    "Business owners should compare supplier invoices, recipes, and fee agreements before calculating any prices with AI."
  ],
  "claimTitles": [
    "Reported Time Savings",
    "Manual Cross-Validation",
    "Manager Caught Errors",
    "Undisclosed Limitations",
    "Check Inputs First"
  ],
  "originalUrl": "https://aiadopters.club/p/before-you-change-a-price-check-the",
  "claimProvenance": [
    "source-summary",
    "source-summary",
    "source-summary",
    "source-summary",
    "author-interpretation"
  ],
  "primarySources": [
    {
      "title": "earlier profile",
      "url": "https://academy.openai.com/public/blogs/ted-tami-taylor-chatgpt-new-mexico-restaurants",
      "publisher": "academy.openai.com",
      "claimIndices": [
        1,
        2,
        3
      ]
    }
  ],
  "quote": "A spreadsheet can calculate every row correctly while using an old supplier price or the wrong delivery fee.",
  "keyStatistics": [
    {
      "stat": "5 days to 1-2 hours",
      "context": "Reported reduction in annual pricing analysis time across Ted Taylor's restaurants using ChatGPT, per OpenAI's account"
    },
    {
      "stat": "3 restaurants",
      "context": "Ted and Tami Taylor run three co-branded Schlotzsky's and Cinnabon locations in New Mexico"
    },
    {
      "stat": "2 planted mistakes",
      "context": "The member exercise includes fictional source records containing two deliberate errors and a checked answer"
    },
    {
      "stat": "15 pages",
      "context": "Length of the case study, including practice source records and a printable worksheet"
    }
  ],
  "supportingContext": "The article centers on a real practitioner case from OpenAI's published account of Ted Taylor, who operates three co-branded Schlotzsky's and Cinnabon restaurants in New Mexico and reportedly compressed annual pricing analysis from five days to one or two hours with ChatGPT. Kamil Banc emphasizes that the reported timings are unaudited and that setup costs and error rates are undisclosed, framing the case as a prompt for careful adoption rather than a headline claim. The practical methodology he proposes is record comparison before calculation: gather supplier invoices, recipes, and delivery-fee agreements, then ask the assistant to identify which costs are current and where records disagree. A planted-error exercise with a fictional menu item lets readers practice spotting what the assistant should flag versus what requires human verification. The member case study spans 15 pages and includes source records and a printable worksheet.",
  "canonicalUrl": "https://kbanc.com/claims-library/before-you-change-a-price-check-the-inputs",
  "markdownUrl": "https://kbanc.com/md/claims-library/before-you-change-a-price-check-the-inputs.md",
  "jsonUrl": "https://kbanc.com/api/claims/before-you-change-a-price-check-the-inputs.json",
  "source": {
    "publisher": "AI Adopters Club",
    "title": "Before You Change a Price, Check the Inputs",
    "url": "https://aiadopters.club/p/before-you-change-a-price-check-the"
  }
}