{
  "title": "BotView AI Answer Check: five questions, two runs each",
  "startedAt": "2026-09-08T21:27:25.875Z",
  "finishedAt": "2026-09-08T21:28:45.281Z",
  "subject": {
    "name": "BotView",
    "domain": "botview.app",
    "aliases": [],
    "offering": "AEO/GEO website evaluations and selected AI answer reviews",
    "market": "UK small businesses and independent website owners",
    "language": "English",
    "country": "GB",
    "city": ""
  },
  "method": {
    "environment": "staging",
    "provider": "OpenAI Responses API",
    "model": "gpt-4.1-mini-2025-04-14",
    "configVersion": "openai-web-v1",
    "webSearch": "required, low search context",
    "maxToolCalls": 1,
    "maxOutputTokens": 800,
    "country": "GB",
    "language": "English",
    "instructions": "Answer concisely using web search in the requested language: English. Cite sources. If evidence is insufficient, say so. Do not invent capabilities or pricing.",
    "selection": "Five questions written before dispatch: three discovery, two branded. Each repeated once using the product rerun flow. No results omitted. Business profile is not injected into discovery prompts.",
    "scope": "Self-assessment of BotView, not customer evidence or consumer ChatGPT. This is a small same-session sample, not an accuracy benchmark or before/after experiment."
  },
  "reviewedAt": "2026-09-08",
  "reviewedBy": "BotView editorial review, assisted by an AI coding agent; no independent human sign-off claimed",
  "runs": [
    {
      "questionNumber": 1,
      "round": 1,
      "question": {
        "kind": "discovery",
        "text": "Which affordable AEO or GEO tools should a UK small business consider for reviewing its website and checking AI answers? Compare entry prices, included checks and limitations."
      },
      "createdAt": "2026-09-08T21:27:26.224Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "For a UK small business seeking affordable Answer Engine Optimization (AEO) or Generative Engine Optimization (GEO) tools to review its website and assess AI-generated responses, several options are available. Here's a comparison of notable tools, including their entry prices, included checks, and limitations:\n\n\n[Analyzing Brand Visibility on AI Search Platforms: Otterly.AI - WediaCorp](https://wediacorp.com/analyzing-brand-visibility-on-ai-search-platforms-otterly-ai/?utm_source=openai)\n**Otterly.ai**  \nStarting at $29/month for the Lite plan, Otterly.ai offers 15 search prompts across platforms like ChatGPT, Perplexity, and Bing AI, along with one workspace and 1,000 GEO audits per month. The Standard plan at $189/month includes 100 prompts, unlimited workspaces, and 5,000 GEO audits. A key feature is the GEO Audit with SWOT analysis, which examines on-page factors affecting AI crawlers, such as content depth and schema markup. ([ecommerceparadise.com](https://ecommerceparadise.com/best-aeo-tools/?utm_source=openai))\n\n\n\n[Livescore Casino App: Download & Play In Minutes](https://livescorecasino.uk/application?utm_source=openai)\n**AEOscore UK**  \nOffering a monthly monitoring service at £99, AEOscore UK provides daily scans across multiple AI engines, including ChatGPT, Perplexity, Gemini, Claude, Google AI Overviews, and Bing Copilot. The Monitor + Strategist plan at £1,495/month includes implementation services, such as on-site changes and content posting. A one-off £395 AI Visibility Audit is also available. ([aeoscore.co.uk](https://aeoscore.co.uk/pricing?utm_source=openai))\n\n\n\n[Arex - NCT Events](https://nct-events.com/exhibitors/arex?utm_source=openai)\n**AEO-REX**  \nProvides a free AI Visibility Snapshot, offering a quick assessment of your website's AI visibility. The AI Visibility Audit, starting at £1,800/month, delivers a comprehensive review with per-engine visibility scores across six AI platforms and a clear improvement plan. Implementation services are available starting at £2,400. ([aeo-rex.com](https://aeo-rex.com/pricing?utm_source=openai))\n\n\n\n[Elmo vs Goodie | AI Visibility Tool Comparison · Elmo](https://www.elmohq.com/ai-visibility-tools/elmo-vs-goodie?utm_source=openai)\n**Goodie**  \nA lightweight AEO monitoring tool focused on tracking visibility over time. It offers a simple user experience with clean trend visualizations. However, it provides measurement only, without an action plan or recommendations, and lacks coverage for certain AI engines like Claude or Gemini. ([monitoraeo.com](https://www.monitoraeo.com/aeo-tools?utm_source=openai))\n\n\n\n[AEO marketing agency: Unlock Big Answers 2025](https://bullseyeinternet.com/aeo-marketing-agency-complete-guide/?utm_source=openai)\n**Question.Marketing**  \nOffers three service levels: Visibility at £1,250/month, Recommendation at £1,995/month, and Dominate at £3,495/month. An AI Visibility Audit is available for £495, credited against the first month. These services include comprehensive AEO strategies and implementation support. ([question.marketing](https://question.marketing/aeo/pricing?utm_source=openai))\n\n\nWhen selecting an AEO or GEO tool, consider factors such as the specific AI platforms you aim to target, the depth of analysis required, and your budget constraints. Many of these tools offer free trials or audits, allowing you to assess their suitability for your business needs. ",
        "mention": "not_mentioned",
        "cited": false,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 492,
            "url": "https://wediacorp.com/analyzing-brand-visibility-on-ai-search-platforms-otterly-ai/?utm_source=openai",
            "start": 314,
            "title": "Analyzing Brand Visibility on AI Search Platforms: Otterly.AI - WediaCorp"
          },
          {
            "end": 1034,
            "url": "https://ecommerceparadise.com/best-aeo-tools/?utm_source=openai",
            "start": 944,
            "title": "Best AEO Tools for Ecommerce in 2026 (Honest Comparison) - Ecommerce Paradise – Build & Scale High-Ticket Ecommerce Businesses"
          },
          {
            "end": 1146,
            "url": "https://livescorecasino.uk/application?utm_source=openai",
            "start": 1038,
            "title": "Livescore Casino App: Download & Play In Minutes"
          },
          {
            "end": 1605,
            "url": "https://aeoscore.co.uk/pricing?utm_source=openai",
            "start": 1537,
            "title": "Pricing: £99/month, expert from £1,495 | AEOscore UK"
          },
          {
            "end": 1686,
            "url": "https://nct-events.com/exhibitors/arex?utm_source=openai",
            "start": 1609,
            "title": "Arex - NCT Events"
          },
          {
            "end": 2093,
            "url": "https://aeo-rex.com/pricing?utm_source=openai",
            "start": 2031,
            "title": "How AEO-REX Works · Answer Engine Optimisation for UK SMEs | AEO-REX"
          },
          {
            "end": 2229,
            "url": "https://www.elmohq.com/ai-visibility-tools/elmo-vs-goodie?utm_source=openai",
            "start": 2097,
            "title": "Elmo vs Goodie | AI Visibility Tool Comparison · Elmo"
          },
          {
            "end": 2608,
            "url": "https://www.monitoraeo.com/aeo-tools?utm_source=openai",
            "start": 2534,
            "title": "AEO tools comparison (2026): honest pros and cons | monitoraeo"
          },
          {
            "end": 2744,
            "url": "https://bullseyeinternet.com/aeo-marketing-agency-complete-guide/?utm_source=openai",
            "start": 2612,
            "title": "AEO marketing agency: Unlock Big Answers 2025"
          },
          {
            "end": 3129,
            "url": "https://question.marketing/aeo/pricing?utm_source=openai",
            "start": 3049,
            "title": "AEO Pricing, Published Rates, No Discovery Call Required | Question.Marketing"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The answer mixes subscription tools with costly services. Citation titles include a casino app and an unrelated event exhibitor; those titles do not substantiate the adjacent AEO recommendations. BotView is absent. We did not validate every competitor claim."
    },
    {
      "questionNumber": 1,
      "round": 2,
      "question": {
        "kind": "discovery",
        "text": "Which affordable AEO or GEO tools should a UK small business consider for reviewing its website and checking AI answers? Compare entry prices, included checks and limitations."
      },
      "createdAt": "2026-09-08T21:28:04.666Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "For a UK small business seeking affordable Answer Engine Optimization (AEO) or Generative Engine Optimization (GEO) tools to review its website and assess AI-generated responses, several options are available. Here's a comparison of some notable tools:\n\n\n[Analyzing Brand Visibility on AI Search Platforms: Otterly.AI - WediaCorp](https://wediacorp.com/analyzing-brand-visibility-on-ai-search-platforms-otterly-ai/?utm_source=openai)\n**Otterly.ai**  \nStarting at $29 per month, Otterly.ai offers a Lite plan with 15 search prompts across platforms like ChatGPT, Perplexity, and Bing AI. It includes one workspace and 1,000 GEO audits monthly. The Standard plan at $189 per month provides 100 prompts, unlimited workspaces, and 5,000 GEO audits. A 7-day trial is available. ([rockcheck.blog](https://rockcheck.blog/?utm_source=openai))\n\n\n\n[Livescore Casino App: Download & Play In Minutes](https://livescorecasino.uk/application?utm_source=openai)\n**AEOscore UK**  \nAEOscore UK offers a monthly monitoring service at £99, covering all AI engines. For £1,495 per month, the 'Monitor + Strategist' plan includes monitoring plus implementation services, such as site changes and content posting. A one-off £395 audit is also available. ([aeoscore.co.uk](https://aeoscore.co.uk/pricing?utm_source=openai))\n\n\n\n[Arex - NCT Events](https://nct-events.com/exhibitors/arex?utm_source=openai)\n**AEO-REX**  \nAEO-REX provides a free AI Visibility Snapshot, offering a quick assessment of your site's AI visibility. Their AI Visibility Audit starts at £1,800 per month, covering six AI platforms, with a six-month minimum term. Implementation services are available starting at £2,400. ([aeo-rex.com](https://aeo-rex.com/pricing?utm_source=openai))\n\n\n\n[Learnosity Acquires Questionmark to Accelerate Expansion Into Fast-Growing Learning and Development Market](https://www.businesswire.com/news/home/20210616005112/en/Learnosity-Acquires-Questionmark-to-Accelerate-Expansion-Into-Fast-Growing-Learning-and-Development-Market?utm_source=openai)\n**Question.Marketing**  \nQuestion.Marketing offers three tiers:\n- Visibility at £1,250 per month\n- Recommendation at £1,995 per month\n- Dominate at £3,495 per month\nAn AI Visibility Audit is available for £495, credited against the first month's fee. ([question.marketing](https://question.marketing/aeo/pricing?utm_source=openai))\n\n\n\n[15 Best Goodie Alternatives & Competitors in 2026](https://www.techjockey.com/alternatives/goodie?utm_source=openai)\n**Goodie**  \nGoodie provides a lightweight AEO monitoring tool focused on tracking visibility over time. It offers a simple user experience with clean trend visualizations. However, it is measurement-only without an action plan or recommendations. Pricing details are not specified. ([monitoraeo.com](https://www.monitoraeo.com/aeo-tools?utm_source=openai))\n\n\nWhen selecting an AEO or GEO tool, consider the following factors:\n\n- **Coverage**: Ensure the tool monitors the AI platforms most relevant to your business, such as ChatGPT, Perplexity, and Google AI Overviews.\n\n- **Features**: Look for tools that offer actionable insights, including visibility scores, competitor analysis, and recommendations for improvement.\n\n- **Pricing**: Evaluate the cost relative to the features provided, considering your budget constraints.\n\n- ** ",
        "mention": "not_mentioned",
        "cited": false,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 433,
            "url": "https://wediacorp.com/analyzing-brand-visibility-on-ai-search-platforms-otterly-ai/?utm_source=openai",
            "start": 255,
            "title": "Analyzing Brand Visibility on AI Search Platforms: Otterly.AI - WediaCorp"
          },
          {
            "end": 834,
            "url": "https://rockcheck.blog/?utm_source=openai",
            "start": 773,
            "title": "RockCheck — Tested GEO & AEO Tools for Small Agencies"
          },
          {
            "end": 946,
            "url": "https://livescorecasino.uk/application?utm_source=openai",
            "start": 838,
            "title": "Livescore Casino App: Download & Play In Minutes"
          },
          {
            "end": 1300,
            "url": "https://aeoscore.co.uk/pricing?utm_source=openai",
            "start": 1232,
            "title": "Pricing: £99/month, expert from £1,495 | AEOscore UK"
          },
          {
            "end": 1381,
            "url": "https://nct-events.com/exhibitors/arex?utm_source=openai",
            "start": 1304,
            "title": "Arex - NCT Events"
          },
          {
            "end": 1734,
            "url": "https://aeo-rex.com/pricing?utm_source=openai",
            "start": 1672,
            "title": "How AEO-REX Works · Answer Engine Optimisation for UK SMEs | AEO-REX"
          },
          {
            "end": 2029,
            "url": "https://www.businesswire.com/news/home/20210616005112/en/Learnosity-Acquires-Questionmark-to-Accelerate-Expansion-Into-Fast-Growing-Learning-and-Development-Market?utm_source=openai",
            "start": 1738,
            "title": "Learnosity Acquires Questionmark to Accelerate Expansion Into Fast-Growing Learning and Development Market"
          },
          {
            "end": 2361,
            "url": "https://question.marketing/aeo/pricing?utm_source=openai",
            "start": 2281,
            "title": "AEO Pricing, Published Rates, No Discovery Call Required | Question.Marketing"
          },
          {
            "end": 2482,
            "url": "https://www.techjockey.com/alternatives/goodie?utm_source=openai",
            "start": 2365,
            "title": "15 Best Goodie Alternatives & Competitors in 2026"
          },
          {
            "end": 2840,
            "url": "https://www.monitoraeo.com/aeo-tools?utm_source=openai",
            "start": 2766,
            "title": "AEO tools comparison (2026): honest pros and cons | monitoraeo"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The same unrelated casino and event citations recur. The answer also ends with an unfinished bullet; the product returned it as complete. BotView is absent. Do not treat the tool list as verified advice."
    },
    {
      "questionNumber": 2,
      "round": 1,
      "question": {
        "kind": "discovery",
        "text": "What are good AI visibility tools under $50 per month for a small business? Distinguish a one-off answer review from recurring multi-engine analytics."
      },
      "createdAt": "2026-09-08T21:27:26.224Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "For small businesses seeking AI visibility tools under $50 per month, several options offer valuable insights into brand presence across AI-driven search platforms. It's important to distinguish between one-time review tools and recurring multi-engine analytics to choose the best fit for your needs.\n\n**One-Time Review Tools:**\n\nThese tools provide a snapshot of your brand's visibility at a specific moment, useful for initial assessments or occasional checks.\n\n- **AIMention:** Offers a comprehensive diagnosis with a one-time purchase of $30, providing a complete analysis without ongoing costs. ([aimention.co](https://aimention.co/compare/best-ai-visibility-tools-under-50?utm_source=openai))\n\n- **Waikay.io:** Provides a free tier for initial AI visibility checks, allowing businesses to evaluate their brand's presence across multiple AI platforms without immediate investment. ([searchinfluence.com](https://www.searchinfluence.com/blog/best-ai-seo-tracking-tools-under-50/?utm_source=openai))\n\n**Recurring Multi-Engine Analytics:**\n\nThese platforms offer continuous monitoring and analysis across various AI search engines, delivering ongoing insights into your brand's performance.\n\n- **Otterly AI:** Priced at $29 per month for the Lite plan, it tracks 15 prompts across seven AI platforms, offering broad coverage for small businesses. ([radar.texin.ai](https://radar.texin.ai/comparisons/ai-visibility-tools-small-business?utm_source=openai))\n\n- **RankScale:** Starting at $20 per month for the Essentials plan, it covers multiple AI engines, providing extensive monitoring capabilities. ([directree.io](https://www.directree.io/blog/best-ai-visibility-tools-2026?utm_source=openai))\n\n- **Robot Visible Monitor:** Available at $39 per month, it offers multi-engine analytics with a focus on AI search visibility. ([robotvisible.com](https://www.robotvisible.com/resources/ai-visibility-tools?utm_source=openai))\n\nWhen selecting an AI visibility tool, consider whether you need a one-time assessment or ongoing monitoring. For continuous insights and proactive adjustments, recurring multi-engine analytics are more suitable. However, for occasional checks or initial evaluations, one-time review tools can be sufficient. ",
        "mention": "not_mentioned",
        "cited": false,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 698,
            "url": "https://aimention.co/compare/best-ai-visibility-tools-under-50?utm_source=openai",
            "start": 600,
            "title": "Best AI Visibility Tools Under $50 (2026)"
          },
          {
            "end": 1002,
            "url": "https://www.searchinfluence.com/blog/best-ai-seo-tracking-tools-under-50/?utm_source=openai",
            "start": 886,
            "title": "Best AI SEO Tracking Tools Under $50/Month (2026)"
          },
          {
            "end": 1456,
            "url": "https://radar.texin.ai/comparisons/ai-visibility-tools-small-business?utm_source=openai",
            "start": 1349,
            "title": "Best AI Visibility Tools for Small Businesses and Startups | AI Radar"
          },
          {
            "end": 1697,
            "url": "https://www.directree.io/blog/best-ai-visibility-tools-2026?utm_source=openai",
            "start": 1602,
            "title": "The 10 Best AI Visibility Tools in 2026 (Compared, With Prices) – directree Blog"
          },
          {
            "end": 1925,
            "url": "https://www.robotvisible.com/resources/ai-visibility-tools?utm_source=openai",
            "start": 1827,
            "title": "How to choose an AI visibility tool · Robot Visible"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The claim that OtterlyAI Lite includes seven engines conflicts with its pricing page: four are included and other engines are add-ons. BotView is absent. Other vendor prices in this raw answer have not been independently verified here."
    },
    {
      "questionNumber": 2,
      "round": 2,
      "question": {
        "kind": "discovery",
        "text": "What are good AI visibility tools under $50 per month for a small business? Distinguish a one-off answer review from recurring multi-engine analytics."
      },
      "createdAt": "2026-09-08T21:28:04.666Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "For small businesses seeking AI visibility tools under $50 per month, several options offer valuable insights into brand presence across AI platforms. It's important to distinguish between one-time assessments and ongoing, multi-engine analytics.\n\n**One-Time Assessment Tools:**\n\nThese tools provide a snapshot of your brand's visibility across various AI platforms without ongoing monitoring.\n\n- **AIMention:** Offers a one-time purchase for $30, delivering a comprehensive diagnosis of your brand's AI visibility. ([aimention.co](https://aimention.co/compare/best-ai-visibility-tools-under-50?utm_source=openai))\n\n- **Waikay.io:** Provides a free tier that allows users to run AI visibility checks across multiple engines, serving as an introductory tool for those new to AI visibility tracking. ([searchinfluence.com](https://www.searchinfluence.com/blog/best-ai-seo-tracking-tools-under-50/?utm_source=openai))\n\n**Recurring Multi-Engine Analytics Tools:**\n\nThese platforms offer continuous monitoring and analysis of your brand's presence across multiple AI search engines.\n\n- **Otterly AI:** Priced at $29 per month for the Lite plan, it tracks 15 prompts across seven AI platforms, including ChatGPT, Gemini, and Perplexity. ([radar.texin.ai](https://radar.texin.ai/comparisons/ai-visibility-tools-small-business?utm_source=openai))\n\n- **RankScale:** Starting at $20 per month for the Essentials plan, it covers multiple AI engines and offers 120 credits, allowing for extensive monitoring. ([aimention.co](https://aimention.co/compare/best-ai-visibility-tools-under-50?utm_source=openai))\n\n- **Robot Visible Monitor:** Available at $39 per month, it provides monitoring across various AI platforms, offering insights into brand visibility. ([robotvisible.com](https://www.robotvisible.com/resources/ai-visibility-tools?utm_source=openai))\n\nWhen selecting an AI visibility tool, consider whether you need a one-time assessment or ongoing monitoring. Ongoing analytics are crucial due to the dynamic nature of AI search results, where answers can vary across runs, prompts, and time. As highlighted in a recent study, \"the inherent probabilistic nature of AI search changes this paradigm,\" emphasizing the need for repeated measurements to accurately assess a brand's performance. ([arxiv.org](https://arxiv.org/abs/2604.07585?utm_source=openai))\n\nBy choosing the appropriate tool based on your business needs, you can effectively monitor and enhance your brand's visibility in the evolving AI landscape. ",
        "mention": "not_mentioned",
        "cited": false,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 614,
            "url": "https://aimention.co/compare/best-ai-visibility-tools-under-50?utm_source=openai",
            "start": 516,
            "title": "Best AI Visibility Tools Under $50 (2026)"
          },
          {
            "end": 914,
            "url": "https://www.searchinfluence.com/blog/best-ai-seo-tracking-tools-under-50/?utm_source=openai",
            "start": 798,
            "title": "Best AI SEO Tracking Tools Under $50/Month (2026)"
          },
          {
            "end": 1338,
            "url": "https://radar.texin.ai/comparisons/ai-visibility-tools-small-business?utm_source=openai",
            "start": 1231,
            "title": "Best AI Visibility Tools for Small Businesses and Startups | AI Radar"
          },
          {
            "end": 1595,
            "url": "https://aimention.co/compare/best-ai-visibility-tools-under-50?utm_source=openai",
            "start": 1497,
            "title": "Best AI Visibility Tools Under $50 (2026)"
          },
          {
            "end": 1845,
            "url": "https://www.robotvisible.com/resources/ai-visibility-tools?utm_source=openai",
            "start": 1747,
            "title": "How to choose an AI visibility tool · Robot Visible"
          },
          {
            "end": 2351,
            "url": "https://arxiv.org/abs/2604.07585?utm_source=openai",
            "start": 2286,
            "title": "Don't Measure Once: Measuring Visibility in AI Search (GEO)"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The seven-engine Lite claim repeats. OtterlyAI’s current pricing page lists four included engines. BotView is absent. The added research citation does not verify the tool prices."
    },
    {
      "questionNumber": 3,
      "round": 1,
      "question": {
        "kind": "discovery",
        "text": "Which free tools can evaluate whether AI crawlers can access and read my website, and what paid options add company mentions and citation analysis?"
      },
      "createdAt": "2026-09-08T21:27:26.224Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "To assess whether AI crawlers can access and read your website, consider the following free tools:\n\n- **Siftly's AI Crawler Accessibility Audit**: This tool checks if AI bots like GPTBot, ClaudeBot, and Googlebot can read your site. It evaluates factors such as HTTPS status, robots.txt settings, HTTP headers, meta tags, sitemaps, server-side rendering, and structured data. ([siftly.ai](https://siftly.ai/free-tools/crawler-audit?utm_source=openai))\n\n- **AccessScan**: This service scans your website against WCAG 2.2 and the European Accessibility Act, providing a clear action list for improvements. ([accessscan.app](https://accessscan.app/?utm_source=openai))\n\n- **Website Accessibility Checker**: This tool offers free, actionable web accessibility testing, evaluating color contrast, missing alt text, keyboard navigation, and legal ADA risks. ([checkwebaccessibility.com](https://checkwebaccessibility.com/?utm_source=openai))\n\nFor paid options that provide company mentions and citation analysis, consider:\n\n- **MentionPop**: An AI visibility tracker that monitors when AI answers mention your brand, which sources they cite, and which competitors appear instead. It provides evidence-based insights and recommends actions to improve your AI visibility. ([mentionpop.com](https://mentionpop.com/?utm_source=openai))\n\n- **Outreachify**: This platform tracks how AI search engines like ChatGPT, Perplexity, and Gemini discuss your brand, showing mentions, positions, and sentiment. It also offers citation analytics to monitor which sources AI engines cite when mentioning your brand. ([outreachify.co](https://outreachify.co/?utm_source=openai))\n\n- **Clearscope**: An AI-driven SEO content optimization platform that offers features like latent semantic indexing (LSI) keyword suggestions, topic exploration, and AI Tracked Topics to monitor brand visibility in AI-generated content spaces. ([techradar.com](https://www.techradar.com/pro/clearscope-review?utm_source=openai))\n\n- **MarketMuse**: A robust AI-powered SEO optimization platform that provides tools for topic modeling, personalized content evaluations, and keyword planning, helping businesses enhance content quality and improve search engine rankings. ([techradar.com](https://www.techradar.com/pro/marketmuse-review?utm_source=openai))\n\nThese tools can help you understand how AI crawlers interact with your website and provide insights into your brand's presence and visibility in AI-generated content. ",
        "mention": "not_mentioned",
        "cited": false,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 451,
            "url": "https://siftly.ai/free-tools/crawler-audit?utm_source=openai",
            "start": 376,
            "title": "Free AI Crawler Audit Tool — Check if AI Bots Can Read Your Site | Siftly"
          },
          {
            "end": 665,
            "url": "https://accessscan.app/?utm_source=openai",
            "start": 604,
            "title": "AccessScan — Free Website Accessibility Checker (WCAG & EAA)"
          },
          {
            "end": 935,
            "url": "https://checkwebaccessibility.com/?utm_source=openai",
            "start": 852,
            "title": "Website Accessibility Checker — Free Online WCAG & ADA Scanner"
          },
          {
            "end": 1325,
            "url": "https://mentionpop.com/?utm_source=openai",
            "start": 1264,
            "title": "MentionPop — AEO & GEO Analytics Platform"
          },
          {
            "end": 1654,
            "url": "https://outreachify.co/?utm_source=openai",
            "start": 1593,
            "title": "Outreachify — Get Your Brand Mentioned by AI"
          },
          {
            "end": 1984,
            "url": "https://www.techradar.com/pro/clearscope-review?utm_source=openai",
            "start": 1900,
            "title": "Clearscope review: A well-rounded SEO optimization tool for business use"
          },
          {
            "end": 2309,
            "url": "https://www.techradar.com/pro/marketmuse-review?utm_source=openai",
            "start": 2225,
            "title": "MarketMuse review: Businesses of all sizes should consider this SEO optimization tool"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "This answer mixes AI crawler checks with human accessibility tools (WCAG/ADA). These are different tests. BotView is absent. We have not tested or endorsed the listed tools."
    },
    {
      "questionNumber": 3,
      "round": 2,
      "question": {
        "kind": "discovery",
        "text": "Which free tools can evaluate whether AI crawlers can access and read my website, and what paid options add company mentions and citation analysis?"
      },
      "createdAt": "2026-09-08T21:28:04.666Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "To assess whether AI crawlers can access and read your website, several free tools are available:\n\n- **CrawlCheck**: This service simulates how various AI crawlers, including ChatGPT, Claude, Perplexity, Googlebot, and Bingbot, interact with your site. It provides a comprehensive report with a grade and a list of recommended fixes. ([crawlcheck.io](https://crawlcheck.io/?utm_source=openai))\n\n- **Citant.ai's AI Crawler Access Report**: This tool tests whether 15 named AI crawlers can reach and read your website, offering a score and a command to verify each finding. ([citant.ai](https://citant.ai/tools/ai-crawler-access-report/?utm_source=openai))\n\n- **Siftly's Free AI Crawler Accessibility Audit**: This audit checks if AI crawlers, search bots, and LLM agents can read your website, evaluating aspects like HTTPS, robots.txt, HTTP headers, meta tags, sitemap, server-side rendering, and structured data. ([siftly.ai](https://siftly.ai/free-tools/crawler-audit?utm_source=openai))\n\n- **IndexDoctor.io**: This platform offers free SEO and AI visibility diagnostics, including checks for sitemaps, robots.txt, noindex tags, canonicals, redirects, OG previews, HTTP headers, AI crawler access, and GEO readiness for ChatGPT, Claude, and Perplexity. ([indexdoctor.io](https://www.indexdoctor.io/?utm_source=openai))\n\n- **CheckMy.site**: This service performs a deep analysis across 12 categories, including AI bot access, robots.txt configuration, structured data validation, security headers, performance metrics, SEO, and more, to understand how AI crawlers see your site. ([checkmy.site](https://checkmy.site/?utm_source=openai))\n\n- **AI Crawlability Checker**: This tool checks whether AI bots can reach and read your public site, evaluating per-bot access, robots.txt rules, opt-out signals, rendering and speed, and llms.txt & sitemap. ([aicrawlability.com](https://aicrawlability.com/?utm_source=openai))\n\nRegarding paid options that provide company mentions and citation analysis, **SpyFu** is a notable tool:\n\n- **SpyFu**: This platform offers SEO and PPC competitor analysis, including features like accurate keyword research and tracking, backlink and domain comparison, and AI enhancements like ChatGPT integration and AI Brand Monitoring. ([techradar.com](https://www.techradar.com/reviews/spyfu?utm_source=openai))\n\nThese tools can help you evaluate your website's accessibility to AI crawlers and analyze company mentions and citations. ",
        "mention": "not_mentioned",
        "cited": false,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 393,
            "url": "https://crawlcheck.io/?utm_source=openai",
            "start": 334,
            "title": "CrawlCheck — AI visibility audit: what AI crawlers actually receive"
          },
          {
            "end": 654,
            "url": "https://citant.ai/tools/ai-crawler-access-report/?utm_source=openai",
            "start": 572,
            "title": "AI Crawler Access Report: Free AI Access Check | Citant.ai"
          },
          {
            "end": 989,
            "url": "https://siftly.ai/free-tools/crawler-audit?utm_source=openai",
            "start": 914,
            "title": "Free AI Crawler Audit Tool — Check if AI Bots Can Read Your Site | Siftly"
          },
          {
            "end": 1320,
            "url": "https://www.indexdoctor.io/?utm_source=openai",
            "start": 1255,
            "title": "IndexDoctor.io, Free SEO and AI Visibility Diagnostics"
          },
          {
            "end": 1637,
            "url": "https://checkmy.site/?utm_source=openai",
            "start": 1580,
            "title": "CheckMy.site — Free AI Website Scanner | 158 Real Checks"
          },
          {
            "end": 1916,
            "url": "https://aicrawlability.com/?utm_source=openai",
            "start": 1847,
            "title": "AI Crawlability Checker — Test If AI Bots Read Your Site"
          },
          {
            "end": 2333,
            "url": "https://www.techradar.com/reviews/spyfu?utm_source=openai",
            "start": 2257,
            "title": "SpyFu SEO tools review"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The selected tools differ from the first run, but BotView is still absent. Source presence does not verify the claimed features. We have not independently tested this list."
    },
    {
      "questionNumber": 4,
      "round": 1,
      "question": {
        "kind": "branded",
        "text": "What does BotView at botview.app offer for AEO and GEO reviews? Verify its current free, Pro and Agency prices, AI answer allowances and analytics limitations."
      },
      "createdAt": "2026-09-08T21:27:26.224Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "BotView offers tools to assess how AI crawlers, such as ChatGPT and Google AI, interact with your website, focusing on Answer Engine Optimization (AEO) and Generalized Entity Optimization (GEO). These tools help ensure your content is accessible and accurately represented by AI systems.\n\n**AEO and GEO Reviews:**\n\n- **AEO (Answer Engine Optimization):** BotView assists in structuring your content so that AI answer engines can extract and quote it directly, enhancing your visibility in AI-generated responses. ([botview.app](https://botview.app/what-is-aeo?utm_source=openai))\n\n- **GEO (Generalized Entity Optimization):** BotView provides insights into how AI crawlers perceive and reference entities on your site, aiding in optimizing your content for better AI recognition.\n\n**Pricing Plans:**\n\n- **Free Plan:** Offers 3 scans per month, each analyzing up to 3 pages, including crawler and content analysis, AI crawler detection, and screenshot comparison. No credit card is required. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n- **Pro Plan ($9/month):** Includes 20 AI answer checks per month, 50 scans (up to 50 pages each), scheduled scans (daily or weekly), crawler and content analysis, AI crawler detection, screenshot comparison, and PDF export. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n- **Agency Plan ($39/month):** Provides 100 AI answer checks per month, unlimited scans (up to 100 pages each), unlimited scheduled scans, crawler and content analysis, AI crawler detection, screenshot comparison, white-label PDF export, and priority support. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n**AI Answer Allowances:**\n\n- **Free Plan:** 3 AI answer checks per month.\n\n- **Pro Plan:** 20 AI answer checks per month.\n\n- **Agency Plan:** 100 AI answer checks per month.\n\nAn AI answer check involves running a selected question through the OpenAI API with web search. Each assessment consists of multiple checks, and rerunning a question uses one check. Unused checks do not roll over to the next month. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n**Analytics Limitations:**\n\nBotView's analytics include crawler and content analysis, AI crawler detection, and screenshot comparison. The Pro and Agency plans offer scheduled scans and PDF exports. However, AI answer checks are viewed online and are not included in PDFs. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\nFor more detailed information, you can visit BotView's official website. ([botview.app](https://botview.app/?utm_source=openai)) ",
        "mention": "mentioned",
        "cited": true,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 579,
            "url": "https://botview.app/what-is-aeo?utm_source=openai",
            "start": 513,
            "title": "What is AEO? Answer Engine Optimization Explained | BotView"
          },
          {
            "end": 1072,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 991,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 1380,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 1299,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 1723,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 1642,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 2213,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 2132,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 2569,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 2488,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 2699,
            "url": "https://botview.app/?utm_source=openai",
            "start": 2644,
            "title": "BotView - See What Google & AI Crawlers Actually See"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The paid prices and answer allowances match BotView pricing. Two claims are wrong: GEO means Generative Engine Optimization, and the Free plan includes zero AI answer checks (three crawler scans). A diagnostic cannot ensure indexing or representation in AI answers."
    },
    {
      "questionNumber": 4,
      "round": 2,
      "question": {
        "kind": "branded",
        "text": "What does BotView at botview.app offer for AEO and GEO reviews? Verify its current free, Pro and Agency prices, AI answer allowances and analytics limitations."
      },
      "createdAt": "2026-09-08T21:28:04.666Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "BotView offers tools to assess how AI crawlers, such as ChatGPT and Googlebot, interact with your website, focusing on Answer Engine Optimization (AEO) and Generalized Entity Optimization (GEO) reviews. These tools help ensure your content is accessible and properly indexed by AI systems.\n\n**Pricing Plans:**\n\n- **Free Plan:** Provides 3 scans per month, each analyzing up to 3 pages, including crawler and content analysis, AI crawler detection, and screenshot comparison. No credit card is required. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n- **Pro Plan:** At $9 per month, it includes 20 AI answer checks, 50 scans per month (up to 50 pages each), scheduled scans (daily or weekly), crawler and content analysis, AI crawler detection, screenshot comparison, and PDF export. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n- **Agency Plan:** For $39 per month, this plan offers 100 AI answer checks, unlimited scans (up to 100 pages each), unlimited scheduled scans, crawler and content analysis, AI crawler detection, screenshot comparison, white-label PDF export, and priority support. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n**AI Answer Allowances:**\n\n- **Free Plan:** 3 AI answer checks per month.\n\n- **Pro Plan:** 20 AI answer checks per month.\n\n- **Agency Plan:** 100 AI answer checks per month.\n\nAn AI answer check involves running a selected question through the OpenAI API with web search. Each assessment consists of multiple checks, and rerunning a question uses one check. Unused checks do not roll over to the next month. ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n**Analytics Limitations:**\n\nBotView's analytics include crawler and content analysis, AI crawler detection, and screenshot comparison. The Pro and Agency plans offer scheduled scans and PDF export features. Specific limitations on analytics are not detailed; for comprehensive information, refer to the [BotView Pricing Page](https://botview.app/pricing?feature=ai-answers).\n\nFor a detailed comparison of BotView with other AI visibility tools, you can refer to the [BotView vs Profound Comparison](https://botview.app/vs/profound). ",
        "mention": "mentioned",
        "cited": true,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 584,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 503,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 901,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 820,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 1249,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 1168,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 1739,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 1658,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The same GEO expansion and free-answer allowance errors recur despite citations to BotView pricing. Free includes zero AI answer checks. The indexing assurance is unsupported; the actual product observes access and selected answers."
    },
    {
      "questionNumber": 5,
      "round": 1,
      "question": {
        "kind": "branded",
        "text": "Compare BotView at botview.app with OtterlyAI for a UK small business choosing an affordable AI visibility tool. Explain price, answer allowance, cadence, engine coverage and which use case fits each."
      },
      "createdAt": "2026-09-08T21:27:26.224Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "When evaluating AI visibility tools for a UK small business, **BotView** and **OtterlyAI** offer distinct features and pricing structures. Here's a comparative overview:\n\n**Pricing and Answer Allowance:**\n\n- **BotView:**\n  - **Free Plan:** Offers 3 scans per month, each analyzing up to 3 pages, with no AI answer checks included.\n  - **Pro Plan:** Priced at $9/month, includes 20 AI answer checks and 50 scans per month, each up to 50 pages.\n  - **Agency Plan:** At $39/month, provides 100 AI answer checks and unlimited scans, each up to 100 pages.\n\n- **OtterlyAI:**\n  - **Lite Plan:** Available at $29/month, includes 15 search prompts across 4 base engines.\n  - **Standard Plan:** At $189/month, offers 100 search prompts, API access, and the Looker Studio connector.\n  - **Premium Plan:** Priced at $489/month, includes 400 search prompts, priority support, and additional features.\n\n**Cadence:**\n\n- **BotView:** Allows scheduling of scans on a daily or weekly basis, with the Pro and Agency plans offering this feature.\n- **OtterlyAI:** Provides daily updates for prompt monitoring, with the Lite plan supporting 15 prompts.\n\n**Engine Coverage:**\n\n- **BotView:** Focuses on analyzing how AI answers reference your business, including mentions, citations, and original answers.\n- **OtterlyAI:** Monitors brand mentions and website citations across AI search engines like ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot. Add-ons for Google AI Mode, Gemini, and Claude are available at additional costs.\n\n**Use Case Fit:**\n\n- **BotView:** Ideal for businesses seeking to understand and improve how AI systems perceive and reference their content, focusing on AI answer checks and content analysis.\n- **OtterlyAI:** Suited for businesses aiming to monitor and enhance their brand's visibility across various AI search platforms, with a focus on prompt monitoring and citation analytics.\n\nFor a UK small business, **BotView's** Pro Plan at $9/month offers a cost-effective solution for analyzing AI-generated answers related to your business. If your goal is to monitor brand mentions across multiple AI search engines, **OtterlyAI's** Lite Plan at $29/month provides a broader scope, though additional costs may apply for certain engine coverage. ",
        "mention": "uncertain",
        "cited": false,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [],
        "searchCount": 1
      },
      "reviewNote": "The answer names BotView but supplies no citation annotations. The product therefore marks the business match uncertain. Its cadence paragraph describes crawler scans; paid AI answers are run manually. This is not independently sourced proof of recommendation quality."
    },
    {
      "questionNumber": 5,
      "round": 2,
      "question": {
        "kind": "branded",
        "text": "Compare BotView at botview.app with OtterlyAI for a UK small business choosing an affordable AI visibility tool. Explain price, answer allowance, cadence, engine coverage and which use case fits each."
      },
      "createdAt": "2026-09-08T21:28:04.666Z",
      "model": "gpt-4.1-mini-2025-04-14",
      "configVersion": "openai-web-v1",
      "status": "complete",
      "answer": {
        "text": "When evaluating AI visibility tools for a UK small business, two notable options are BotView and OtterlyAI. Here's a comparative overview:\n\n**BotView**\n\n- **Pricing**:\n  - **Free**: 3 scans per month, up to 3 pages per scan.\n  - **Pro**: $9/month (approximately £7.50), includes 20 AI answer checks and 50 scans.\n  - **Agency**: $39/month (approximately £32), offers 100 AI answer checks and unlimited scans.\n  ([botview.app](https://botview.app/pricing?feature=ai-answers&utm_source=openai))\n\n- **Answer Allowance**: The Pro plan provides 20 AI answer checks per month.\n\n- **Cadence**: Scans can be scheduled daily or weekly.\n\n- **Engine Coverage**: BotView monitors AI answers from various engines, including ChatGPT, Perplexity, and others.\n\n- **Use Case Fit**: Ideal for businesses seeking to understand how AI perceives their content and to identify areas for improvement.\n\n**OtterlyAI**\n\n- **Pricing**:\n  - **Lite**: $29/month (approximately £24), includes 15 search prompts.\n  - **Standard**: $189/month (approximately £157), includes 100 search prompts.\n  - **Premium**: $489/month (approximately £406), includes 400 search prompts.\n  ([otterly.ai](https://otterly.ai/pricing/?utm_source=openai))\n\n- **Answer Allowance**: Varies by plan; the Lite plan offers 15 search prompts per month.\n\n- **Cadence**: Daily tracking of AI search results.\n\n- **Engine Coverage**: Tracks AI answers from ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot. Additional engines like Google AI Mode and Gemini are available as paid add-ons.\n\n- **Use Case Fit**: Suitable for businesses aiming to monitor their brand's presence across multiple AI search engines and optimize their content accordingly.\n\n**Conclusion**\n\nFor a UK small business seeking an affordable AI visibility tool:\n\n- **BotView** is cost-effective, especially with its Pro plan at $9/month, and is well-suited for understanding AI's perception of your content.\n\n- **OtterlyAI** offers more comprehensive engine coverage and daily tracking but at a higher price point, with the Lite plan starting at $29/month.\n\nIf budget constraints are a primary concern, BotView's Pro plan may be more appropriate. However, if extensive engine coverage and daily monitoring are essential, OtterlyAI could provide greater value. ",
        "mention": "mentioned",
        "cited": true,
        "model": "gpt-4.1-mini-2025-04-14",
        "citations": [
          {
            "end": 492,
            "url": "https://botview.app/pricing?feature=ai-answers&utm_source=openai",
            "start": 411,
            "title": "Pricing - BotView | AI Answer Reports & Crawler Checks"
          },
          {
            "end": 1204,
            "url": "https://otterly.ai/pricing/?utm_source=openai",
            "start": 1143,
            "title": "OtterlyAI Pricing - Transparent & Simple"
          }
        ],
        "searchCount": 1
      },
      "reviewNote": "The answer cites BotView and OtterlyAI, but wrongly claims BotView monitors answers from multiple engines. BotView runs OpenAI API answers only; its multi-crawler checks are a separate feature. GBP conversions were generated by the model and are not our prices."
    }
  ]
}