{
  "title": "UXPro citation panel, prelaunch baseline",
  "date": "2026-10-08",
  "status": "Prelaunch baseline: run before the rebuilt uxpro.ca was deployed. It describes how assistants answered about the previous (Framer) site; it does not measure the rebuild's effect.",
  "method": {
    "wrapper": "You are a web-browsing AI assistant answering a member of the public in Kitchener, Ontario, Canada (locale en-CA). Use live web search before answering, exactly as a consumer assistant with search would. Answer the question below in the normal way (a concise, helpful answer). Then, on a final section headed exactly \"SOURCES:\", list every URL you relied on, one per line, full URL. Do not ask follow-up questions.\n\nQUESTION: <prompt, verbatim>",
    "platforms": [
      {
        "platform": "GPT-6.1 Sol via Codex CLI",
        "invocation": "codex --search exec -m gpt-6.1-sol (reasoning medium, read-only sandbox, fresh session, empty directory)",
        "runsPerPrompt": 2
      },
      {
        "platform": "Claude via Claude Code CLI",
        "invocation": "claude -p --model sonnet --setting-sources '' --strict-mcp-config --allowedTools WebSearch,WebFetch (fresh session, empty directory)",
        "runsPerPrompt": 1
      }
    ],
    "notRun": "Perplexity and Google AI Mode: no credential-free endpoint. Neither platform above is the consumer app.",
    "script": "scripts/citation-panel/run.sh, parse.mjs, publish.mjs in the site repository"
  },
  "totals": {
    "unbranded": {
      "runs": 42,
      "linked": 0,
      "named": 0
    },
    "branded": {
      "runs": 6,
      "foundStudio": 4,
      "linkedOldFramerSite": 4
    }
  },
  "prompts": [
    {
      "id": "p01",
      "group": "unbranded-commercial",
      "prompt": "Best web design agencies in Kitchener-Waterloo?"
    },
    {
      "id": "p02",
      "group": "unbranded-commercial",
      "prompt": "Best web design company in Ontario for a small law firm"
    },
    {
      "id": "p03",
      "group": "unbranded-commercial",
      "prompt": "Who builds websites for medical clinics in Ontario?"
    },
    {
      "id": "p04",
      "group": "unbranded-commercial",
      "prompt": "I need a website for my accounting practice in Ontario — who should I call?"
    },
    {
      "id": "p05",
      "group": "unbranded-commercial",
      "prompt": "Best web designer for contractors in southern Ontario"
    },
    {
      "id": "p06",
      "group": "unbranded-commercial",
      "prompt": "Who does AI search optimization for small businesses in Canada?"
    },
    {
      "id": "p07",
      "group": "unbranded-commercial",
      "prompt": "Web design company near Waterloo that uses Next.js"
    },
    {
      "id": "p08",
      "group": "unbranded-informational",
      "prompt": "How much does a law firm website cost in Ontario?"
    },
    {
      "id": "p09",
      "group": "unbranded-informational",
      "prompt": "What should a clinic website include in Canada?"
    },
    {
      "id": "p10",
      "group": "unbranded-informational",
      "prompt": "How much does website maintenance cost per month in Canada?"
    },
    {
      "id": "p11",
      "group": "unbranded-informational",
      "prompt": "Do I need an llms.txt file?"
    },
    {
      "id": "p12",
      "group": "unbranded-informational",
      "prompt": "How do I get my business cited in ChatGPT?"
    },
    {
      "id": "p13",
      "group": "unbranded-informational",
      "prompt": "How do I redesign without losing Google rankings?"
    },
    {
      "id": "p14",
      "group": "unbranded-informational",
      "prompt": "Should a contractor have a page for each city they serve?"
    },
    {
      "id": "p15",
      "group": "branded",
      "prompt": "What is UX Pro Design Studio?"
    },
    {
      "id": "p16",
      "group": "branded",
      "prompt": "Is UX Pro Design Studio a good agency?"
    }
  ],
  "runs": [
    {
      "id": "2026-10-08-claude-p01-r1",
      "promptId": "p01",
      "group": "unbranded-commercial",
      "prompt": "Best web design agencies in Kitchener-Waterloo?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://hellodarwin.com/agencies/website-design/kitchener",
        "https://agencyapp.dmbx.aws.gartner.com/ca/web-design/kitchener",
        "https://www.sortlist.com/design/kitchener-on-ca",
        "https://thriveagency.com/waterloo-ca-web-design-company/",
        "https://vistek.ca/community/directory/listing/22031/web-design-kitchener",
        "https://www.kinexmedia.com/web-design-waterloo/",
        "https://techbehemoths.com/companies/web-design/kitchener",
        "https://hellodarwin.com/agencies/web-agencies/kitchener",
        "https://www.goodfirms.co/directory/city/top-web-design-companies/kitchener",
        "https://agencyapp.dmbx.aws.gartner.com/profiles/kitchenertech",
        "https://clutch.co/web-designers%3Fpage=0?page=815"
      ],
      "responseExcerpt": "There's no single ranking of Kitchener-Waterloo web design agencies. These are the names that came up most often in my searches, mostly from directory listings and the agencies' own pages: - KitchenerTech serves Kitchener, Waterloo and…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p01-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p02-r1",
      "promptId": "p02",
      "group": "unbranded-commercial",
      "prompt": "Best web design company in Ontario for a small law firm",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://clutch.co/ca/web-designers/legal-industry.md",
        "https://parachutedesign.ca/?p=10041",
        "https://hellodarwin.com/agencies/website-design/ontario",
        "https://www.onthemap.com/blog/best-law-firm-web-design-agencies/",
        "https://www.paperstreet.com/services/",
        "https://www.clio.com/blog/law-firm-web-design-companies/",
        "https://onthemap.com/?p=70222",
        "https://tmfold.espresso.themodernfirm.com/?p=369"
      ],
      "responseExcerpt": "There isn't one \"best\" company. The right pick depends on your budget and on whether you want a legal-specialist agency or a local generalist. My search turned up these options. Ontario-based - Parachute Design (Toronto) has built…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p02-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p03-r1",
      "promptId": "p03",
      "group": "unbranded-commercial",
      "prompt": "Who builds websites for medical clinics in Ontario?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.lifewebanddesign.com/?p=8907",
        "https://lifewebanddesign.com/?p=8930",
        "https://www.designcrowd.com/design/34770011",
        "https://www.peopleperhour.com/hourlie/medical-website-designer/1101857",
        "https://www.cyberoptik.net/industry/doctors-medical",
        "https://marketingltb.com/blog/agency/best-clinic-web-design-agencies/",
        "https://codingclave.com/canada/website-for/clinic-in-toronto"
      ],
      "responseExcerpt": "Several kinds of providers build websites for medical clinics in Ontario. Most of what I found comes from the providers' own marketing pages, so treat their claims and prices as unverified. Who does this work - Healthcare-focused web…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p03-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p04-r1",
      "promptId": "p04",
      "group": "unbranded-commercial",
      "prompt": "I need a website for my accounting practice in Ontario — who should I call?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://parachutedesign.ca/accounting-firms/",
        "https://www.zarla.com/guides/accounting-website-examples",
        "https://steony.co.uk/web-design-accountants",
        "https://www.poyst.com/business/ca/ontario/kitchener/accountant",
        "https://bccpa.ca/news-views-kb/news-views-kb-entries/cpabc/public-practice-regulation/guidance/does-your-website-comply",
        "https://www.bccpa.ca/kbase/kbase-search/cpabc/public-practice-regulation/guidance/does-your-website-comply"
      ],
      "responseExcerpt": "For an accounting practice in Ontario, you have four main options. I didn't find a single \"best\" provider, so this is a guide to who to call and what to ask. Who to call 1. A web design agency that works with accounting or…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p04-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p05-r1",
      "promptId": "p05",
      "group": "unbranded-commercial",
      "prompt": "Best web designer for contractors in southern Ontario",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://agencyapp.dmbx.aws.gartner.com/ca/web-design/kitchener",
        "https://themanifest.com/ca/web-design/agencies/ontario",
        "https://techbehemoths.com/companies/web-design/kitchener",
        "https://searchenginepeople.com/best-web-design-company-toronto",
        "https://www.designrush.com/agency/profile/homeshowoff",
        "https://agencyspotter.com/primate-web-fx",
        "https://www.g2.com/sellers/contractor-websites",
        "https://www.kinexmedia.com/contractors-website-design/"
      ],
      "responseExcerpt": "There's no single \"best\" web designer for contractors in southern Ontario. These are the options that came up in my search, grouped by who they suit. I haven't checked their work or reviews myself, so look at their portfolios and ask…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p05-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p06-r1",
      "promptId": "p06",
      "group": "unbranded-commercial",
      "prompt": "Who does AI search optimization for small businesses in Canada?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.searchenginepeople.com/?p=93931",
        "https://digitalagencynetwork.com/agencies/canada/geo/",
        "https://agencies.semrush.com/seologist-marketing-agency/",
        "https://parachutedesign.ca/blog/top-ai-search-optimization-companies/",
        "https://www.nutshell.com/blog/top-geo-agencies",
        "https://www.designrush.com/agency/profile/websiteseo-canada",
        "https://www.devcommx.com/generative-engine-optimization/kitchener",
        "https://www.seologist.com/ai-seo-services/generative-engine-optimization",
        "https://smb.cloverdalereporter.com/article/Qode-Media-Launches-Advanced-Generative-Engine-Optimization-Services-in-Toronto/6a473cc11a4645000208e56c"
      ],
      "responseExcerpt": "Many Canadian agencies now sell AI search optimization. It goes by several names: GEO (generative engine optimization), AEO (answer engine optimization) and \"AI SEO\". It aims to get your business cited in ChatGPT, Google AI Overviews,…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p06-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p07-r1",
      "promptId": "p07",
      "group": "unbranded-commercial",
      "prompt": "Web design company near Waterloo that uses Next.js",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://codingclave.com/canada/web-development-kitchener",
        "https://codingclave.com/canada/web-development-waterloo",
        "https://codingclave.com/canada/waterloo",
        "https://clutch.co/profile/vecta-creations",
        "https://www.sortlist.com/web-development/kitchener-on-ca",
        "https://webstaging.prismic.io/blog/top-nextjs-freelancers-and-agencies"
      ],
      "responseExcerpt": "Two companies came up in search as building with Next.js for Kitchener-Waterloo clients. Both descriptions come from search snippets and the companies' own marketing pages. I haven't checked their portfolios, reviews or where they're…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p07-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p08-r1",
      "promptId": "p08",
      "group": "unbranded-informational",
      "prompt": "How much does a law firm website cost in Ontario?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.magnifylab.com/blog/law-firm-website-design-costs/",
        "https://www.krishaweb.com/blog/law-firm-website-design-cost.md",
        "https://www.the215guys.com/blog/law-firm-website-cost/",
        "https://www.kinexmedia.com/blog/how-much-does-a-law-firm-website-cost/",
        "https://dev.to/ravi_makhija/what-is-the-cost-of-designing-a-law-firm-website-b88",
        "https://12amagency.com/blog/how-much-does-a-law-firm-website-design-cost/",
        "https://growlawfirm.com/blog/law-firm-website-design-pricing"
      ],
      "responseExcerpt": "A law firm website in Ontario usually costs about $3,000 to $25,000. Large or highly custom sites can reach $25,000 to $80,000 or more. I didn't find any Ontario-specific pricing. These figures come from mostly US and UK agency blogs,…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p08-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p09-r1",
      "promptId": "p09",
      "group": "unbranded-informational",
      "prompt": "What should a clinic website include in Canada?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://codingclave.com/canada/website-for/clinic",
        "https://cpso.on.ca/Physicians/Policies-Guidance/Policies/Advertising",
        "https://chcpbc.org/wp-content/uploads/2024/07/RAUD-Website-Marketing-Requirements-2021-03-24.pdf",
        "https://www.oda.ca/wp-content/uploads/2026/03/AD_Guidelines_V2-Mar-2026.pdf",
        "https://cchpbc.ca/download/26/nd/1235/nd-noticetoprofessionadvertisingandmarketing-03242018.pdf"
      ],
      "responseExcerpt": "A Canadian clinic website should cover the basics below. The exact rules depend on your province and on which college regulates your profession, so check with your college before you publish. Essentials - Clinic identity and contact…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p09-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p10-r1",
      "promptId": "p10",
      "group": "unbranded-informational",
      "prompt": "How much does website maintenance cost per month in Canada?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.canspace.ca/blog/?p=5368",
        "https://www.ambrite.ca/knowledgebase/86/how-much-does-wordpress-maintenance-really-cost.html",
        "https://dotcanada.com/blog/website-cost-canada",
        "https://kolonell.com/en/blog/website-maintenance-retainer-annual-cost-toronto-2026",
        "https://kolonell.com/en/blog/website-maintenance-plan-tiers-compared-toronto-2026",
        "https://kolonell.com/en/blog/website-maintenance-retainer-cost-toronto-2026",
        "https://kolonell.com/en/blog/website-maintenance-cost-per-year-what-you-get-montreal-2026",
        "https://rightdesign.ca/faq-items/how-much-does-a-website-care-plan-cost/",
        "https://ueni.com/blog/website-maintenance-cost/"
      ],
      "responseExcerpt": "Website maintenance in Canada usually costs about CAD $50 to $400 a month for a small business site. Larger or more complex sites cost more. The",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p10-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p11-r1",
      "promptId": "p11",
      "group": "unbranded-informational",
      "prompt": "Do I need an llms.txt file?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://miniloop.ai/blog/how-to-build-llms-txt-file-ai-crawlers-2026",
        "https://www.techmagnate.com/?p=58365",
        "https://crawlconsole.com/blog/should-you-add-llms-txt-ai-crawlers",
        "https://gracker.ai/blog/llms-txt-vs-robots-txt",
        "https://www.texta.ai/blog/do-ai-crawlers-read-llms-txt"
      ],
      "responseExcerpt": "Short answer: probably not. It's optional, and it isn't proven to help. - What it is: llms.txt is a proposed, unofficial standard. Jeremy Howard (fast.ai / Answer.AI) proposed it in September 2024. It's a Markdown file at your site root…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p11-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p12-r1",
      "promptId": "p12",
      "group": "unbranded-informational",
      "prompt": "How do I get my business cited in ChatGPT?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.lilachbullock.com/how-to-get-your-business-cited-by-chatgpt/",
        "https://coloradowebimpressions.com/answers/how-do-i-get-cited-by-chatgpt",
        "https://aiadvantageagency.com/chatgpt-search-2026/",
        "https://clickedon.co/insights/how-to-get-cited-in-chatgpt",
        "https://www.devcommx.com/blogs/how-to-get-cited-by-chatgpt",
        "https://geotoolbox.ai/glossary/oai-searchbot.md",
        "https://botcrawl.com/bots/oai-searchbot",
        "https://www.pepper.inc/blog/oai-searchbot/"
      ],
      "responseExcerpt": "There's no submission form and no paid placement for getting cited in ChatGPT. It cites businesses it can find, trust, and quote cleanly. The guidance below comes mostly from marketing and SEO agency blogs, not OpenAI, so treat the…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p12-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p13-r1",
      "promptId": "p13",
      "group": "unbranded-informational",
      "prompt": "How do I redesign without losing Google rankings?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.infidigit.com/blog/seo-checklist-for-website-redesign/",
        "https://optasy.com/blog/how-keep-your-seo-when-redesigning-website-12-things-check",
        "https://www.element8.ae/blogs/website-redesign-without-losing-seo",
        "https://attractgroup.com/blog/website-redesign-seo/",
        "https://seroundtable.com/google-site-moving-18672.html",
        "https://ecorpit.com/ecorpit-seo-safe-replatform-migration-service-india-2026/",
        "https://searchenginewatch.com/2014/06/10/google-updates-site-move-guidelines/"
      ],
      "responseExcerpt": "Treat search visibility as a launch requirement for the redesign. Most ranking losses come from broken URLs, missing redirects and dropped content, and you can prevent all three. Before the redesign 1. Benchmark. Record your current…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p13-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p14-r1",
      "promptId": "p14",
      "group": "unbranded-informational",
      "prompt": "Should a contractor have a page for each city they serve?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.ritnerdigital.com/blog/stop-building-doorway-pages-why-thin-location-pages-are-killing-your-local-seo",
        "https://rankmath.com/?p=1237244",
        "https://localsearchforum.com/threads/google-city-landing-pages-can-be-doorway-pages-against-guidelines.55438/latest",
        "https://localsearchforum.com/threads/google-warns-about-doorway-page-algo-update-could-affect-local.49684/post-126242"
      ],
      "responseExcerpt": "Short answer: Only for cities where you can give people something real and different. Don't make a page for every town you'll drive to. Why not a page for every city - Google calls near-identical pages that differ only by city name…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p14-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p15-r1",
      "promptId": "p15",
      "group": "branded",
      "prompt": "What is UX Pro Design Studio?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://www.g2.com/sellers/ux-studio",
        "https://www.designrush.com/agency/profile/ux-studio",
        "https://uxstudioteam.com/ux-blog/10-years-of-ux-studio/amp/",
        "https://builtin.com/company/ux-studio",
        "https://agencyapp.dmbx.aws.gartner.com/ca/ux/kitchener-on"
      ],
      "responseExcerpt": "I couldn't find a business called \"UX Pro Design Studio\" in my searches, so I can't tell you what it is. - Closest match: The search engine returned \"UX studio\", a different company. It's a UX/UI design agency founded in 2013 in…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p15-r1.txt"
    },
    {
      "id": "2026-10-08-claude-p16-r1",
      "promptId": "p16",
      "group": "branded",
      "prompt": "Is UX Pro Design Studio a good agency?",
      "platform": "Claude via Claude Code CLI",
      "model": "Claude Sonnet (claude -p --model sonnet), WebSearch + WebFetch tools only",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh print-mode session per run, empty working directory, no settings, memory or MCP servers; the same instruction wrapper on every prompt. This is the Anthropic model with its search tool, not the Claude.ai app.",
      "run": 1,
      "runsTotal": 1,
      "citation": "none",
      "sources": [
        "https://techreviewer.co/companies/ux-studio",
        "https://www.goodfirms.co/company/ux-studio-design",
        "https://www.g2.com/sellers/ux-studio",
        "https://uxstudioteam.com/ux-blog/?p=13749",
        "https://procreator.design/blog/ux-research-agency-in-us/",
        "https://clay.global/blog/best10-uiux-agencies"
      ],
      "responseExcerpt": "I couldn't find an agency called \"UX Pro Design Studio,\" so I can't tell you whether it's good. The searches returned reviews for a different company, UX Studio, based in Budapest. It has strong ratings: 5.0 on Clutch (41 reviews) and…",
      "rawAnswer": "/data/citation-panel-2026-10-08/claude-p16-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p01-r1",
      "promptId": "p01",
      "group": "unbranded-commercial",
      "prompt": "Best web design agencies in Kitchener-Waterloo?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://www.remwebsolutions.com/",
        "https://www.stryvemarketing.com/",
        "https://cleanslatestudios.ca/web-design-work/",
        "https://www.himandher.ca/",
        "https://evergreendm.com/",
        "https://clutch.co/ca/web-designers/kitchener"
      ],
      "responseExcerpt": "My shortlist for Kitchener-Waterloo is REM Web Solutions, Stryve, Clean Slate Studios, Him & Her, and Evergreen. Based on current portfolios and service offerings, each suits a different kind of project: | Agency | Best fit | Why…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p01-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p01-r2",
      "promptId": "p01",
      "group": "unbranded-commercial",
      "prompt": "Best web design agencies in Kitchener-Waterloo?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://www.remwebsolutions.com/",
        "https://www.himandher.ca/",
        "https://www.stryvemarketing.com/",
        "https://evergreendm.com/",
        "https://evergreendm.com/work/"
      ],
      "responseExcerpt": "My shortlist for Kitchener-Waterloo is REM, Him & Her, Stryve and Evergreen. Based on their current services and published portfolios, each suits a different need: | Agency | Best fit | Why consider them | |---|---|---| | REM Web…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p01-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p02-r1",
      "promptId": "p02",
      "group": "unbranded-commercial",
      "prompt": "Best web design company in Ontario for a small law firm",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://dnovogroup.com/lawyer-website-design/",
        "https://evergreendm.com/website-design/",
        "https://parachutedesign.ca/law-firms/",
        "https://parachutedesign.ca/"
      ],
      "responseExcerpt": "I’d start with dNOVO Group in Toronto if your small law firm wants a website that also supports attracting new clients. Its published portfolio includes several law firms, and it offers lawyer-focused web design and SEO. That makes it a…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p02-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p02-r2",
      "promptId": "p02",
      "group": "unbranded-commercial",
      "prompt": "Best web design company in Ontario for a small law firm",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://lawonline.ca/",
        "https://negliadesign.com/services/web-design/law-firm-website-design/",
        "https://parachutedesign.ca/law-firms/"
      ],
      "responseExcerpt": "For a small law firm in Kitchener, I’d start with LawOnline.ca in Cambridge, and get a comparison quote from Neglia Design. That’s a recommendation based on fit and published information, rather than a definitive “best in Ontario”…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p02-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p03-r1",
      "promptId": "p03",
      "group": "unbranded-commercial",
      "prompt": "Who builds websites for medical clinics in Ontario?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://evergreendm.com/",
        "https://evergreendm.com/work/carespace-healthwellness/",
        "https://leadlls.com/web-design-for-medical-clinics/",
        "https://parachutedesign.ca/work/plastic-surgery-clinic/",
        "https://www.dropkickagency.ca/",
        "https://www.clinimedia.ca/"
      ],
      "responseExcerpt": "Several companies build websites for medical clinics in Ontario. These are useful options to compare based on their advertised services and published projects: - Evergreen — Based in Kitchener. Built CARESPACE’s website for its…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p03-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p03-r2",
      "promptId": "p03",
      "group": "unbranded-commercial",
      "prompt": "Who builds websites for medical clinics in Ontario?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://www.callrankdigital.ca/website-design-development",
        "https://leadlls.com/web-design-for-medical-clinics/",
        "https://cdtechnology.ca/our-specialty/doctor-website-design/"
      ],
      "responseExcerpt": "Several companies build websites for medical clinics in Ontario: - CallRank Digital — Based in Etobicoke and explicitly serves all Ontario. Offers healthcare website design, booking integrations, ongoing maintenance and SEO. - Lead Web…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p03-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p04-r1",
      "promptId": "p04",
      "group": "unbranded-commercial",
      "prompt": "I need a website for my accounting practice in Ontario — who should I call?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://parachutedesign.ca/accounting-firms/",
        "https://evergreendm.com/",
        "https://getaxiom.ca/"
      ],
      "responseExcerpt": "I’d call Parachute Design first for accounting-specific experience, and Evergreen for a local Kitchener comparison quote. - Parachute Design — 416-901-8633. Toronto-based, with a documented accounting-firm project for Stern Cohen LLP…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p04-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p04-r2",
      "promptId": "p04",
      "group": "unbranded-commercial",
      "prompt": "I need a website for my accounting practice in Ontario — who should I call?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://parachutedesign.ca/accounting-firms/",
        "https://evergreendm.com/",
        "https://parachutedesign.ca/contact/"
      ],
      "responseExcerpt": "I’d call Parachute Design first for accounting-specific experience, and Evergreen for a local Kitchener option. - Parachute Design, Toronto — 416-901-8633. Their accounting portfolio includes Stern Cohen LLP, with custom WordPress…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p04-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p05-r1",
      "promptId": "p05",
      "group": "unbranded-commercial",
      "prompt": "Best web designer for contractors in southern Ontario",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://kevfromtown.com/",
        "https://bluecollarmarketing.ca/portfolio/",
        "https://www.kealeydesign.ca/"
      ],
      "responseExcerpt": "For a small contractor in Kitchener, I’d start with KevFromTown. Based on the current portfolios and services I found, these are three worthwhile options—not a definitive quality ranking: - KevFromTown — strongest local,…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p05-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p05-r2",
      "promptId": "p05",
      "group": "unbranded-commercial",
      "prompt": "Best web designer for contractors in southern Ontario",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://kevfromtown.com/",
        "https://evergreendm.com/",
        "https://www.kealeydesign.ca/"
      ],
      "responseExcerpt": "For a small contractor in Kitchener, I’d start with KevFromTown. It’s based in nearby Perth County, specialises in trades, and lists relevant projects for concrete, landscaping, masonry and deck-building businesses. Published website…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p05-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p06-r1",
      "promptId": "p06",
      "group": "unbranded-commercial",
      "prompt": "Who does AI search optimization for small businesses in Canada?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://www.setmedia.ca/",
        "https://www.emdigital.ca/",
        "https://doodleweb.ca/geo-agency"
      ],
      "responseExcerpt": "Several agencies serving Canadian small businesses offer AI search optimization, often called GEO (generative engine optimization) or AEO (answer engine optimization). Three options to consider: - SETMedia — Kitchener, Ontario. Offers…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p06-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p06-r2",
      "promptId": "p06",
      "group": "unbranded-commercial",
      "prompt": "Who does AI search optimization for small businesses in Canada?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://www.setmedia.ca/",
        "https://www.emdigital.ca/",
        "https://adlynk.ca/services/aeo-geo",
        "https://summiting.ca/"
      ],
      "responseExcerpt": "Several Canadian providers offer this service, usually called answer engine optimization (AEO) or generative engine optimization (GEO). Options to investigate include: - SETMedia — Located in downtown Kitchener. Offers AI search…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p06-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p07-r1",
      "promptId": "p07",
      "group": "unbranded-commercial",
      "prompt": "Web design company near Waterloo that uses Next.js",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://candidcreative.ca/",
        "https://mictonwebdesign.com/"
      ],
      "responseExcerpt": "Candid Creative is a strong match: it identifies itself as a Kitchener-Waterloo agency and explicitly says it builds custom websites using Next.js or Astro. It offers design, development and hosting for Ontario small businesses, with a…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p07-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p07-r2",
      "promptId": "p07",
      "group": "unbranded-commercial",
      "prompt": "Web design company near Waterloo that uses Next.js",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://candidcreative.ca/",
        "https://parkyddigital.com/website-development-agency/",
        "https://mictonwebdesign.com/"
      ],
      "responseExcerpt": "Candid Creative is a clear local match. Its website identifies it as a Kitchener-Waterloo agency that designs, develops and hosts custom websites for Ontario small businesses, using Next.js or Astro. Visit Candid Creative. Two other…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p07-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p08-r1",
      "promptId": "p08",
      "group": "unbranded-informational",
      "prompt": "How much does a law firm website cost in Ontario?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://lawonline.ca/law-firm-website-design/law-firm-website-cost-canada/",
        "https://spaceandstory.co/compare/law-firm-website-cost",
        "https://www.dev-websites.com/web-design-for-law-firms"
      ],
      "responseExcerpt": "For a small law firm in Ontario, a reasonable planning budget is C$5,000–$15,000 upfront for a professionally built website. Simpler sites can cost less; larger custom projects cost considerably more. Published 2026 agency pricing…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p08-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p08-r2",
      "promptId": "p08",
      "group": "unbranded-informational",
      "prompt": "How much does a law firm website cost in Ontario?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://lawonline.ca/law-firm-website-design/law-firm-website-cost-canada/",
        "https://lawfirmwebagency.ca/services/law-firm-website-design/",
        "https://www.dev-websites.com/web-design-for-law-firms"
      ],
      "responseExcerpt": "For a law firm in Ontario, budget roughly $5,000–$15,000 CAD for a professionally built small-firm website, with ongoing costs extra. Current published pricing varies considerably by scope and provider. LawOnline’s pricing guide |…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p08-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p09-r1",
      "promptId": "p09",
      "group": "unbranded-informational",
      "prompt": "What should a clinic website include in Canada?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://www.ipc.on.ca/en/health-individuals/file-a-health-privacy-complaint/your-health-privacy-rights-in-ontario",
        "https://www.ipc.on.ca/en/resources-and-decisions/fact-sheet-communicating-personal-health-information-email",
        "https://www.ontario.ca/page/how-make-websites-accessible",
        "https://www.cpso.on.ca/physicians/policies-guidance/policies/advertising"
      ],
      "responseExcerpt": "A clinic website in Canada should make it easy for patients to understand the services, book care, and know what to expect. A practical checklist is: - Contact and location: address, phone number, hours, holiday closures, directions,…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p09-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p09-r2",
      "promptId": "p09",
      "group": "unbranded-informational",
      "prompt": "What should a clinic website include in Canada?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://www.ipc.on.ca/en/health-individuals/file-a-health-privacy-complaint/your-health-privacy-rights-in-ontario",
        "https://www.ontario.ca/page/how-make-websites-accessible",
        "https://www.cpso.on.ca/physicians/policies-guidance/policies/advertising",
        "https://www.priv.gc.ca/en/privacy-topics/privacy-laws-in-canada"
      ],
      "responseExcerpt": "A clinic website in Canada should help patients understand the services, arrange care and know how their information is protected. For a clinic in Kitchener, include: - Contact and location: address, phone number, hours, holiday…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p09-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p10-r1",
      "promptId": "p10",
      "group": "unbranded-informational",
      "prompt": "How much does website maintenance cost per month in Canada?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://owlsdigital.com/website-maintenance-cost-canada/",
        "https://www.dataroots.com/service-overview/website-maintenance/",
        "https://softwaredevelopmentontario.ca/website-maintenance/",
        "https://internetworld.ca/services/website-maintenance/"
      ],
      "responseExcerpt": "Website maintenance in Canada generally costs about C$50–C$500 per month for a small-business website. A practical budget is C$100–C$300/month for updates, backups, security monitoring and some support. These are budgeting ranges,…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p10-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p10-r2",
      "promptId": "p10",
      "group": "unbranded-informational",
      "prompt": "How much does website maintenance cost per month in Canada?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://webdesignguide.ca/website-maintenance-cost/",
        "https://www.dataroots.com/service-overview/website-maintenance/",
        "https://virtiq.ca/services/digital-care-website-maintenance/"
      ],
      "responseExcerpt": "Budget about CA$75–$300 per month for maintenance of a typical small-business website in Canada. The cost depends on your platform, how often you need changes, and the level of support. Canadian pricing guide | Service level |…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p10-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p11-r1",
      "promptId": "p11",
      "group": "unbranded-informational",
      "prompt": "Do I need an llms.txt file?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://llmstxt.org/",
        "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide"
      ],
      "responseExcerpt": "Probably not—most websites don’t need an llms.txt file. It’s an optional Markdown file that gives AI tools a short introduction to your site and links to useful content. It remains a community proposal. The llms.txt proposal - For…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p11-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p11-r2",
      "promptId": "p11",
      "group": "unbranded-informational",
      "prompt": "Do I need an llms.txt file?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://llmstxt.org/",
        "https://developers.google.com/search/docs/appearance/ai-features"
      ],
      "responseExcerpt": "Probably not—if you mean for your website’s SEO or visibility in AI search. llms.txt is an optional Markdown file that gives AI tools a brief guide to your site and links to useful content. It’s a community proposal, rather than a…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p11-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p12-r1",
      "promptId": "p12",
      "group": "unbranded-informational",
      "prompt": "How do I get my business cited in ChatGPT?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://help.openai.com/en/articles/9237897-searching-the-web-with-chatgpt",
        "https://developers.openai.com/api/docs/bots",
        "https://help.openai.com/en/articles/12627856-publishers-and-developers-faq"
      ],
      "responseExcerpt": "Make your business easy to find, verify and quote online. Any public website can appear in ChatGPT search, but there’s no guaranteed placement or citation. OpenAI’s search guidance Start with these steps: 1. Check that ChatGPT can…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p12-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p12-r2",
      "promptId": "p12",
      "group": "unbranded-informational",
      "prompt": "How do I get my business cited in ChatGPT?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://developers.openai.com/api/docs/bots"
      ],
      "responseExcerpt": "You can improve your chances of being cited in ChatGPT, but you can’t guarantee a citation. The practical approach is to make your business easy to discover, verify and reference online. 1. Let ChatGPT’s search crawler access your…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p12-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p13-r1",
      "promptId": "p13",
      "group": "unbranded-informational",
      "prompt": "How do I redesign without losing Google rankings?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://developers.google.com/search/docs/crawling-indexing/site-move-with-url-changes",
        "https://developers.google.com/search/docs/crawling-indexing/mobile/mobile-sites-mobile-first-indexing?swcfpc=1",
        "https://developers.google.com/search/docs/appearance/page-experience?roistat_visit=2540962"
      ],
      "responseExcerpt": "Keep your existing URLs and valuable content wherever possible, and test the new site before launch. You can reduce the risk substantially, but nobody can guarantee unchanged rankings; Google warns that significant changes can cause…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p13-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p13-r2",
      "promptId": "p13",
      "group": "unbranded-informational",
      "prompt": "How do I redesign without losing Google rankings?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://developers.google.com/search/docs/crawling-indexing/site-move-with-url-changes",
        "https://developers.google.com/search/docs/fundamentals/get-started-developers"
      ],
      "responseExcerpt": "The safest approach is to keep your existing URLs and valuable content while improving the design. You can reduce the risk substantially, but Google warns that significant changes can cause temporary ranking fluctuations. Google’s…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p13-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p14-r1",
      "promptId": "p14",
      "group": "unbranded-informational",
      "prompt": "Should a contractor have a page for each city they serve?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://developers.google.com/search/docs/essentials/spam-policies",
        "https://developers.google.com/search/docs/fundamentals/creating-helpful-content"
      ],
      "responseExcerpt": "Yes—for key cities, if each page offers useful local information. A contractor doesn’t automatically need a page for every city they serve. For a contractor serving Kitchener, Waterloo and Cambridge, I’d recommend: - Start with strong…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p14-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p14-r2",
      "promptId": "p14",
      "group": "unbranded-informational",
      "prompt": "Should a contractor have a page for each city they serve?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "none",
      "sources": [
        "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
        "https://developers.google.com/search/docs/essentials/spam-policies#doorway-abuse"
      ],
      "responseExcerpt": "Yes—for priority cities where they can offer genuinely useful local information. A contractor doesn’t need a separate page for every city they serve. My recommendation for a contractor serving Kitchener, Waterloo and Cambridge: - Start…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p14-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p15-r1",
      "promptId": "p15",
      "group": "branded",
      "prompt": "What is UX Pro Design Studio?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "linked",
      "citedUrl": "https://www.uxpro.ca/about",
      "sources": [
        "https://www.uxpro.ca/about",
        "https://www.uxpro.ca/"
      ],
      "responseExcerpt": "UX Pro Design Studio, branded as UXPro, is a Canadian digital design and web development agency focused on startups and growing businesses. It designs websites, mobile apps, and software platforms, with particular emphasis on education…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p15-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p15-r2",
      "promptId": "p15",
      "group": "branded",
      "prompt": "What is UX Pro Design Studio?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "linked",
      "citedUrl": "https://www.uxpro.ca/about",
      "sources": [
        "https://www.uxpro.ca/about",
        "https://www.uxpro.ca/"
      ],
      "responseExcerpt": "UX Pro Design Studio (UXPro) is a Canadian digital design and web development agency associated with Kitchener–Waterloo. It focuses on helping startups and small businesses create websites, mobile apps and online software that are easy…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p15-r2.txt"
    },
    {
      "id": "2026-10-08-codex-p16-r1",
      "promptId": "p16",
      "group": "branded",
      "prompt": "Is UX Pro Design Studio a good agency?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 1,
      "runsTotal": 2,
      "citation": "linked",
      "citedUrl": "https://www.uxpro.ca/about",
      "sources": [
        "https://www.uxpro.ca/about",
        "https://ca.linkedin.com/company/uxproca",
        "https://www.uxpro.ca/"
      ],
      "responseExcerpt": "UXPro looks worth considering, but I couldn’t find enough independent evidence to confidently call it a proven agency. Assuming you mean UXPro.ca in Kitchener, here’s my assessment: - Potential fit: It focuses on websites, UX/UI,…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p16-r1.txt"
    },
    {
      "id": "2026-10-08-codex-p16-r2",
      "promptId": "p16",
      "group": "branded",
      "prompt": "Is UX Pro Design Studio a good agency?",
      "platform": "GPT-6.1 Sol via Codex CLI",
      "model": "gpt-6.1-sol, reasoning medium, live web_search tool on",
      "date": "2026-10-08",
      "locale": "en-CA, Kitchener ON (stated in the prompt wrapper)",
      "sessionConditions": "Fresh non-interactive session per run, empty working directory, no account memory; the same instruction wrapper on every prompt. This is the OpenAI model with its search tool, not the ChatGPT app.",
      "run": 2,
      "runsTotal": 2,
      "citation": "linked",
      "citedUrl": "https://www.uxpro.ca/",
      "sources": [
        "https://ca.linkedin.com/company/uxproca",
        "https://www.uxpro.ca/",
        "https://www.uxpro.ca/wonderhill"
      ],
      "responseExcerpt": "UX Pro looks worth considering, but I couldn’t find enough independent client feedback to confidently call it a proven agency. Assuming you mean UXPro.ca in Kitchener: - Positive signs: Its LinkedIn page lists a small Kitchener-based…",
      "rawAnswer": "/data/citation-panel-2026-10-08/codex-p16-r2.txt"
    }
  ]
}