{"id":726,"date":"2026-10-06T03:15:43","date_gmt":"2026-10-06T01:15:43","guid":{"rendered":"https:\/\/www.meit.ch\/?page_id=726"},"modified":"2026-10-06T03:15:44","modified_gmt":"2026-10-06T01:15:44","slug":"ai-check","status":"publish","type":"page","link":"https:\/\/www.meit.ch\/en\/ai-check\/","title":{"rendered":"AI Check: What do ChatGPT, Perplexity and Gemini say about your company?"},"content":{"rendered":"<!-- meit KI-Check (EN) -->\n<div class=\"mqc\" data-lang=\"en\" data-check=\"https:\/\/www.meit.ch\/en\/wp-json\/meit-ki-check\/v1\/check\" data-lead=\"https:\/\/www.meit.ch\/en\/wp-json\/meit-ki-check\/v1\/lead\" data-sitekey=\"\" data-stats=\"\">\n  <section class=\"hero\">\n    <div class=\"eyebrow\">Free AI check<\/div>\n    <h1>What do ChatGPT, Perplexity and Gemini say when your customers <mark>research<\/mark>?<\/h1>\n    <p class=\"lead\">Enter your website. In about 30 seconds you will see whether your company appears in 15 AI answers to typical customer questions, who is recommended instead and which sources the systems cite. Verbatim, no sign-up.<\/p>\n    <form class=\"check\" novalidate>\n      <div class=\"row\"><div class=\"grow\"><label for=\"mqc-url-en\">Your website<\/label><input id=\"mqc-url-en\" name=\"url\" type=\"text\" inputmode=\"url\" autocomplete=\"url\" placeholder=\"yourcompany.com\" required><\/div>\n        <div style=\"align-self:flex-end\"><button type=\"submit\" data-cta=\"start\">Start check<\/button><\/div><\/div>\n      <details class=\"more\"><summary>+ Add region and service<\/summary>\n        <div class=\"row\"><div class=\"grow\"><label for=\"mqc-region-en\">Region <small>optional<\/small><\/label><input id=\"mqc-region-en\" name=\"region\" type=\"text\" placeholder=\"e.g. Eastern Switzerland\" maxlength=\"60\"><\/div>\n        <div class=\"grow\"><label for=\"mqc-service-en\">Main service <small>optional<\/small><\/label><input id=\"mqc-service-en\" name=\"service\" type=\"text\" placeholder=\"e.g. CNC turned parts\" maxlength=\"80\"><\/div><\/div>\n      <\/details>\n      <div class=\"hp\" aria-hidden=\"true\"><label>Firma<input name=\"hp\" tabindex=\"-1\" autocomplete=\"off\"><\/label><\/div>\n      <div class=\"cf-turnstile\"><\/div>\n      <p class=\"fine\">We read your public homepage and up to nine subpages. Questions derived from them are sent to OpenAI, Perplexity and Google, which may process data in the USA. The check does not ask for personal data. We cache the result for 24 hours. Details in our <a href=\"\/en\/privacy\/\">privacy policy<\/a>.<\/p>\n      <p class=\"demo-note\">Demo mode: sample data of a fictitious company is shown.<\/p>\n    <\/form>\n    <div class=\"progress\"><div class=\"pg-steps\" aria-live=\"polite\"><div class=\"mono fine\"><span class=\"sec\">0<\/span> seconds<\/div><ol><li><i><\/i><span>Reading the website<\/span><\/li><li><i><\/i><span>Deriving questions<\/span><\/li><li><i><\/i><span>Querying 15 answers: ChatGPT, Perplexity, Gemini<\/span><\/li><li><i><\/i><span>Evaluating answers<\/span><\/li><\/ol><\/div><aside class=\"pg-card\" aria-hidden=\"true\"><div class=\"pg-k\"><\/div><p class=\"pg-x\"><\/p><p class=\"pg-s\"><\/p><div class=\"pg-dots\"><\/div><\/aside><\/div>\n    <div class=\"err\" role=\"alert\"><\/div>\n  <\/section>\n\n  <section class=\"report\" aria-live=\"polite\">\n    <div class=\"report-body\"><\/div>\n    <section class=\"section offer\" id=\"mqc-offer-en\">\n      <div class=\"offer-main\">\n        <div class=\"eyebrow\">Free video audit \u00b7 within 48 hours<\/div>\n        <h2 class=\"offer-h\">You can now see where you stand. The audit shows what more visibility is worth.<\/h2>\n        <p class=\"lead\">I personally review your website, your competitors and the AI answers and explain the result in a short video.<\/p>\n        <ul class=\"gets\"><li><svg viewBox=\"0 0 22 22\" fill=\"none\" stroke=\"#FFE066\" stroke-width=\"2.2\" aria-hidden=\"true\"><path d=\"M5 11.5l3.8 3.8L17 7\"\/><\/svg><span><b>60 instead of 15 answers:<\/b> 15 fixed questions in ChatGPT, Claude, Perplexity and Gemini, all verbatim.<\/span><\/li><li><svg viewBox=\"0 0 22 22\" fill=\"none\" stroke=\"#FFE066\" stroke-width=\"2.2\" aria-hidden=\"true\"><path d=\"M5 11.5l3.8 3.8L17 7\"\/><\/svg><span><b>Your potential in Swiss francs:<\/b> an estimate of how many enquiries you are missing and what they are worth.<\/span><\/li><li><svg viewBox=\"0 0 22 22\" fill=\"none\" stroke=\"#FFE066\" stroke-width=\"2.2\" aria-hidden=\"true\"><path d=\"M5 11.5l3.8 3.8L17 7\"\/><\/svg><span><b>Why the others get named:<\/b> which sources the AI uses for your competitors and where you are missing.<\/span><\/li><li><svg viewBox=\"0 0 22 22\" fill=\"none\" stroke=\"#FFE066\" stroke-width=\"2.2\" aria-hidden=\"true\"><path d=\"M5 11.5l3.8 3.8L17 7\"\/><\/svg><span><b>Three measures with the biggest impact,<\/b> which you can also implement without us.<\/span><\/li><\/ul>\n        <form class=\"lead\" novalidate>\n          <div class=\"row\"><div class=\"grow\"><label for=\"mqc-name-en\">Name<\/label><input id=\"mqc-name-en\" name=\"name\" type=\"text\" autocomplete=\"name\"><\/div>\n            <div class=\"grow\"><label for=\"mqc-email-en\">Business email<\/label><input id=\"mqc-email-en\" name=\"email\" type=\"email\" autocomplete=\"email\" required><\/div><\/div>\n          <div class=\"row\"><div class=\"grow\"><label for=\"mqc-company-en\">Company<\/label><input id=\"mqc-company-en\" name=\"company\" type=\"text\" autocomplete=\"organization\"><\/div>\n            <div class=\"grow\"><label for=\"mqc-src-en\">How did you find meit? <small>optional<\/small><\/label><select id=\"mqc-src-en\" name=\"source\"><option value=\"\">Please choose<\/option><option value=\"ai_search\">AI answer (ChatGPT, Perplexity, Gemini, Claude)<\/option><option value=\"google_search\">Google or Bing<\/option><option value=\"social_media\">LinkedIn or other social media<\/option><option value=\"referral\">Recommendation<\/option><option value=\"content\">Article, podcast or video<\/option><option value=\"other\">Other<\/option><\/select><\/div><\/div>\n          <div class=\"hp\" aria-hidden=\"true\"><label>Website<input name=\"website_hp\" tabindex=\"-1\" autocomplete=\"off\"><\/label><\/div>\n          <label class=\"check-line\"><input type=\"checkbox\" name=\"consentContact\" id=\"mqc-c1-en\" required> <span>I agree that meit may use my details to prepare the video audit and contact me about it. Withdraw at any time by emailing merag@meit.ch. <a href=\"\/en\/privacy\/\">Privacy policy<\/a><\/span><\/label>\n          <label class=\"check-line\"><input type=\"checkbox\" name=\"consentUpdates\" id=\"mqc-c2-en\"> <span>I would like occasional insights on AI visibility (optional).<\/span><\/label>\n          <div><button type=\"submit\" data-cta=\"lead\">Request free video audit<\/button><\/div>\n          <div class=\"ok-msg\" role=\"status\">Thank you. Your video audit will arrive by email within 48 hours. A confirmation is on its way.<\/div><div class=\"err lead-err\" role=\"alert\"><\/div>\n        <\/form>\n        <div class=\"facts\"><span>Free<\/span><span>No sales call needed<\/span><span>The result is yours<\/span><\/div>\n        <p class=\"fine\" style=\"margin:14px 0 0\"><a href=\"\/en\/ai-visibility-check\/\">What the audit covers<\/a> \u00b7 <a href=\"\/en\/sprint\/\" data-cta=\"sprint\">Or go straight to the 30-day sprint<\/a> \u00b7 <a href=\"https:\/\/calendar.app.google\/JaEbENrpq55QowxL6\" target=\"_blank\" rel=\"noopener\" data-cta=\"call\">30 minutes with Merag<\/a><\/p>\n      <\/div>\n      <div class=\"offer-side\">\n        <div class=\"video\" role=\"img\" aria-label=\"Preview of the video audit\">\n          <img decoding=\"async\" src=\"https:\/\/www.meit.ch\/wp-content\/uploads\/2026\/07\/Contact-Merag-Shahzad-845x1024.jpg\" alt=\"\" loading=\"lazy\">\n          <div class=\"scr\" aria-hidden=\"true\"><div class=\"r\"><i class=\"b\"><\/i><i><\/i><i><\/i><i><\/i><\/div><div class=\"r\"><i><\/i><i class=\"b\"><\/i><i><\/i><i class=\"y\"><\/i><\/div><div class=\"r\"><i><\/i><i><\/i><i><\/i><i><\/i><\/div><div class=\"r\"><i class=\"b\"><\/i><i class=\"b\"><\/i><i><\/i><i><\/i><\/div><div class=\"chf\">CHF \u25cf\u25cf\u25cf'\u25cf\u25cf\u25cf<\/div><\/div>\n          <div class=\"play\" aria-hidden=\"true\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\"><path d=\"M8 5l11 7-11 7z\" fill=\"#0A1633\"\/><\/svg><\/div>\n          <div class=\"dur\">Your video audit<\/div>\n        <\/div>\n        <div class=\"who\"><b>Merag Shahzad<\/b>Founder of meit, prepares every audit himself<\/div>\n      <\/div>\n    <\/section>\n    <div class=\"report-more\"><\/div>\n  <\/section>\n\n  <section class=\"section\"><h2>How the check works<\/h2><div class=\"grid3\"><div class=\"card\"><div class=\"step-n\">01<\/div><h3>Read the website<\/h3><p style=\"color:var(--ink2);font-size:15px;margin:0\">Homepage and up to nine subpages, plus robots.txt and structured data.<\/p><\/div><div class=\"card\"><div class=\"step-n\">02<\/div><h3>Derive questions<\/h3><p style=\"color:var(--ink2);font-size:15px;margin:0\">Five questions the way buyers ask them. Your company name does not appear in them.<\/p><\/div><div class=\"card\"><div class=\"step-n\">03<\/div><h3>Evaluate 15 answers<\/h3><p style=\"color:var(--ink2);font-size:15px;margin:0\">Each question goes to ChatGPT, Perplexity and Gemini with web search, location Switzerland.<\/p><\/div><\/div><\/section>\n  <section class=\"section\"><h2>What the check shows and what it does not<\/h2><ul class=\"plain\"><li>A snapshot: AI answers vary from one query to the next.<\/li><li>We show what the systems said, with sources. We do not condense anything into a score.<\/li><li>We do not promise rankings. The raw data of your video audit belongs to you.<\/li><\/ul><\/section>\n\n  <script type=\"application\/json\" data-interlude>{\"cards\": [{\"t\": \"stat\", \"k\": \"Switzerland\", \"x\": \"76% of adults in Switzerland use AI chatbots. In 2024 it was half.\", \"s\": \"Comparis\/Innofact, March 2026, 1,035 respondents\"}, {\"t\": \"fact\", \"k\": \"Good to know\", \"x\": \"Merag Shahzad trained in PR. He writes stories that editors print. And what editors print, AI systems cite.\", \"s\": \"\"}, {\"t\": \"stat\", \"k\": \"Instead of Google\", \"x\": \"42% of people in Switzerland who know chatbots use them instead of Google or Bing to look things up.\", \"s\": \"Comparis\/Innofact, March 2026\"}, {\"t\": \"fact\", \"k\": \"Good to know\", \"x\": \"Merag is a member of the Forbes Agency Council and a LinkedIn Top Voice.\", \"s\": \"\"}, {\"t\": \"stat\", \"k\": \"Fewer clicks\", \"x\": \"When Google shows an AI summary, users click a result in only 8% of searches. Without a summary it is 15%.\", \"s\": \"Pew Research Center, USA, March 2025\"}, {\"t\": \"fact\", \"k\": \"Good to know\", \"x\": \"In marketing since 2006, from the first Google rankings to today's AI answers. Built an agency and sold it in 2023.\", \"s\": \"\"}, {\"t\": \"stat\", \"k\": \"The answer is enough\", \"x\": \"About 1% of users click a source inside an AI summary. For most, the search ends with the answer.\", \"s\": \"Pew Research Center, USA, March 2025\"}, {\"t\": \"fact\", \"k\": \"Good to know\", \"x\": \"meit works with one company per industry and region. Your direct competitor is not advised at the same time.\", \"s\": \"\"}, {\"t\": \"stat\", \"k\": \"Click rate\", \"x\": \"For searches with an AI Overview, the click rate on regular results fell by 61% within 15 months.\", \"s\": \"Seer Interactive, 3,119 search terms, June 2024 to September 2025\"}, {\"t\": \"fact\", \"k\": \"Good to know\", \"x\": \"We measure ourselves too. In our own benchmark of Zurich agencies, meit is at 4%. The number is on our website anyway.\", \"s\": \"\"}, {\"t\": \"stat\", \"k\": \"Being cited counts\", \"x\": \"Brands cited as a source in an AI Overview get 35% more clicks than brands that are not.\", \"s\": \"Seer Interactive, Q3 2025, correlation, not proof of cause\"}, {\"t\": \"fact\", \"k\": \"Good to know\", \"x\": \"The data is yours. Every answer word for word, even if you never work with us.\", \"s\": \"\"}], \"own\": {\"k\": \"From our checks\", \"x\": \"For {pct}% of the websites checked so far, the AI did not name the company in a single answer.\", \"s\": \"meit AI Check, {n} websites since {since}\"}}<\/script>\n  <script type=\"application\/json\" data-sample>{\"ok\": true, \"meta\": {\"domain\": \"beispiel-praezision.ch\", \"lang\": \"en\", \"region\": \"Eastern Switzerland\", \"service\": null, \"checkedAt\": \"2026-10-05T21:44:38.741Z\", \"location\": \"CH \/ Eastern Switzerland\", \"systems\": [{\"id\": \"chatgpt\", \"label\": \"ChatGPT\", \"model\": \"openai\/gpt-6-luna\"}, {\"id\": \"perplexity\", \"label\": \"Perplexity\", \"model\": \"perplexity\/sonar\"}, {\"id\": \"gemini\", \"label\": \"Gemini\", \"model\": \"google\/gemini-3.5-flash-lite\"}], \"durationMs\": 2520, \"siteMs\": 308, \"classify\": \"ok\", \"extract\": \"ok\"}, \"company\": {\"name\": \"Beispiel Pr\u00e4zision\", \"industry\": \"Contract manufacturing of precision parts\", \"services\": [\"CNC turned parts\", \"milled parts\", \"prototypes\"], \"region\": \"Altst\u00e4tten SG, Eastern Switzerland\", \"confidence\": \"high\"}, \"questions\": [{\"text\": \"Which companies make CNC turned parts in small batches for medical technology?\", \"type\": \"category\"}, {\"text\": \"Who can quickly produce titanium prototypes with tight tolerances?\", \"type\": \"problem\"}, {\"text\": \"How do I compare contract manufacturers for precision parts, and what matters?\", \"type\": \"comparison\"}, {\"text\": \"Which providers of precision turned parts are there in the Eastern Switzerland region?\", \"type\": \"region\"}, {\"text\": \"What should I look for when choosing a supplier for precision parts?\", \"type\": \"criteria\"}], \"verdict\": \"Beispiel Pr\u00e4zision appears in 3 of 13 AI answers, on average in position 1.7 among the providers named.\", \"dataNote\": \"Note: 2 of 15 queries failed; figures are based on 13 answers.\", \"stage\": \"01\", \"stageName\": \"Visibility\", \"steps\": [{\"key\": \"coverage\", \"title\": \"Become visible for more customer questions\", \"text\": \"Your company is missing from 3 of the questions checked. Each of them needs a page or section that answers it concretely.\", \"stage\": \"01\"}, {\"key\": \"sources\", \"title\": \"Be present on the sources AI cites\", \"text\": \"The most cited sources were muster-mechanik.ch, ostfraes.ch and swissmem.ch. Listings, articles or references there directly shape the answers.\", \"stage\": \"03\"}, {\"key\": \"faq\", \"title\": \"Answer customer questions directly\", \"text\": \"The pages checked have no FAQ or question-style headings. Short, evidenced answers to real customer questions are readily picked up by AI systems.\", \"stage\": \"01\"}], \"metrics\": {\"answersPlanned\": 15, \"answersOk\": 13, \"mentions\": 3, \"mentionRate\": 0.23076923076923078, \"cited\": 5, \"citedRate\": 0.38461538461538464, \"visible\": 8, \"visibleRate\": 0.6153846153846154, \"avgPosition\": 1.7, \"ownCitationShare\": 0.25, \"totalCitations\": 20, \"ownCitations\": 5, \"negative\": 0, \"bySystem\": {\"chatgpt\": {\"ok\": 5, \"mentions\": 1, \"cited\": 0, \"failed\": 0}, \"perplexity\": {\"ok\": 5, \"mentions\": 0, \"cited\": 5, \"failed\": 0}, \"gemini\": {\"ok\": 3, \"mentions\": 2, \"cited\": 0, \"failed\": 2}}, \"providerMentions\": 48, \"providerCount\": 11}, \"competitors\": [{\"name\": \"Muster Mechanik AG\", \"answers\": 10, \"systems\": [\"chatgpt\", \"perplexity\", \"gemini\"]}, {\"name\": \"Ostfr\u00e4s GmbH\", \"answers\": 9, \"systems\": [\"chatgpt\", \"perplexity\"]}, {\"name\": \"Alpen Drehteile AG\", \"answers\": 9, \"systems\": [\"perplexity\", \"gemini\", \"chatgpt\"]}, {\"name\": \"Rheintal Pr\u00e4zision AG\", \"answers\": 6, \"systems\": [\"chatgpt\", \"gemini\"]}, {\"name\": \"S\u00e4ntis CNC GmbH\", \"answers\": 4, \"systems\": [\"perplexity\"]}, {\"name\": \"Bodensee Fertigung AG\", \"answers\": 3, \"systems\": [\"chatgpt\", \"perplexity\"]}], \"sources\": [{\"host\": \"muster-mechanik.ch\", \"count\": 5, \"own\": false}, {\"host\": \"ostfraes.ch\", \"count\": 5, \"own\": false}, {\"host\": \"swissmem.ch\", \"count\": 5, \"own\": false}, {\"host\": \"beispiel-praezision.ch\", \"count\": 5, \"own\": true}], \"quotes\": [{\"system\": \"Gemini\", \"question\": \"Which companies make CNC turned parts in small batches for medical technology?\", \"quote\": \"Well-known providers include Alpen Drehteile AG and Beispiel Pr\u00e4zision AG in Altst\u00e4tten, which manufactures small batches for medtech customers.\", \"type\": \"brand\"}, {\"system\": \"ChatGPT\", \"question\": \"Which providers of precision turned parts are there in the Eastern Switzerland region?\", \"quote\": \"Beispiel Pr\u00e4zision AG in Altst\u00e4tten produces turned and milled parts with tolerances down to 2 \u00b5m and is certified to ISO 13485.\", \"type\": \"brand\"}, {\"system\": \"ChatGPT\", \"question\": \"Who can quickly produce titanium prototypes with tight tolerances?\", \"quote\": \"For titanium prototypes with tight tolerances, the main options are Muster Mechanik AG in Wil, Ostfr\u00e4s GmbH and Alpen Drehteile AG; all three also make one-offs.\", \"type\": \"other\"}], \"traffic\": {\"access\": {\"level\": \"yellow\", \"blockedSearch\": [], \"blockedTraining\": [\"GPTBot\"], \"noindex\": false, \"reachable\": true}, \"structure\": {\"level\": \"green\", \"passed\": 6, \"of\": 6, \"checks\": {\"title\": true, \"description\": true, \"oneH1\": true, \"orgSchema\": true, \"canonical\": true, \"langAttr\": true}}, \"citable\": {\"level\": \"yellow\", \"passed\": 4, \"of\": 6, \"checks\": {\"textWithoutJs\": false, \"faq\": false, \"contact\": true, \"noPlaceholder\": true, \"aboutPage\": true, \"languageConsistent\": true}}, \"info\": {\"llmsTxt\": false}}, \"answers\": [{\"id\": \"q1-chatgpt\", \"question\": \"Which companies make CNC turned parts in small batches for medical technology?\", \"system\": \"ChatGPT\", \"ok\": true, \"mentioned\": false, \"cited\": false, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Specialised contract manufacturers are a good fit for these requirements. Muster Mechanik AG in Wil focuses on small medtech batches. Ostfr\u00e4s GmbH in St. Gallen is also often mentioned.\", \"citations\": [\"https:\/\/muster-mechanik.ch\/medtech\"], \"others\": [\"Muster Mechanik AG\", \"Ostfr\u00e4s GmbH\", \"Alpen Drehteile AG\"]}, {\"id\": \"q1-perplexity\", \"question\": \"Which companies make CNC turned parts in small batches for medical technology?\", \"system\": \"Perplexity\", \"ok\": true, \"mentioned\": false, \"cited\": true, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Recommended providers include Ostfr\u00e4s GmbH, Alpen Drehteile AG and Muster Mechanik AG. Compare certifications such as ISO 13485 and experience with medtech customers.\", \"citations\": [\"https:\/\/www.ostfraes.ch\/\", \"https:\/\/www.swissmem.ch\/x\", \"https:\/\/www.beispiel-praezision.ch\/leistungen\"], \"others\": [\"Muster Mechanik AG\", \"Alpen Drehteile AG\", \"Rheintal Pr\u00e4zision AG\"]}, {\"id\": \"q1-gemini\", \"question\": \"Which companies make CNC turned parts in small batches for medical technology?\", \"system\": \"Gemini\", \"ok\": true, \"mentioned\": true, \"cited\": false, \"position\": 2, \"sentiment\": \"positive\", \"text\": \"Well-known providers include Alpen Drehteile AG and Beispiel Pr\u00e4zision AG in Altst\u00e4tten, which manufactures small batches for medtech customers. Check for ISO 13485 certification.\", \"citations\": [], \"others\": [\"Ostfr\u00e4s GmbH\", \"Muster Mechanik AG\", \"S\u00e4ntis CNC GmbH\"]}, {\"id\": \"q2-chatgpt\", \"question\": \"Who can quickly produce titanium prototypes with tight tolerances?\", \"system\": \"ChatGPT\", \"ok\": true, \"mentioned\": false, \"cited\": false, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Specialised contract manufacturers are a good fit for these requirements. Muster Mechanik AG in Wil focuses on small medtech batches. Ostfr\u00e4s GmbH in St. Gallen is also often mentioned.\", \"citations\": [\"https:\/\/muster-mechanik.ch\/medtech\"], \"others\": [\"Alpen Drehteile AG\", \"Ostfr\u00e4s GmbH\", \"Bodensee Fertigung AG\"]}, {\"id\": \"q2-perplexity\", \"question\": \"Who can quickly produce titanium prototypes with tight tolerances?\", \"system\": \"Perplexity\", \"ok\": true, \"mentioned\": false, \"cited\": true, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"For titanium prototypes with tight tolerances, Ostfr\u00e4s GmbH and Alpen Drehteile AG are options. Both offer small batches from a single part.\", \"citations\": [\"https:\/\/www.ostfraes.ch\/\", \"https:\/\/www.swissmem.ch\/x\", \"https:\/\/www.beispiel-praezision.ch\/leistungen\"], \"others\": [\"Muster Mechanik AG\", \"Ostfr\u00e4s GmbH\", \"Alpen Drehteile AG\"]}, {\"id\": \"q2-gemini\", \"question\": \"Who can quickly produce titanium prototypes with tight tolerances?\", \"system\": \"Gemini\", \"ok\": false, \"mentioned\": false, \"cited\": false, \"position\": null, \"sentiment\": null, \"text\": \"\", \"citations\": [], \"error\": \"openrouter_502\", \"others\": []}, {\"id\": \"q3-chatgpt\", \"question\": \"How do I compare contract manufacturers for precision parts, and what matters?\", \"system\": \"ChatGPT\", \"ok\": true, \"mentioned\": false, \"cited\": false, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Look at certifications such as ISO 9001 and ISO 13485, metrology, batch sizes and lead times. Well-known providers in Switzerland include Muster Mechanik AG and Alpen Drehteile AG. Ask for at least three quotes.\", \"citations\": [\"https:\/\/muster-mechanik.ch\/medtech\"], \"others\": [\"Ostfr\u00e4s GmbH\", \"Muster Mechanik AG\", \"S\u00e4ntis CNC GmbH\"]}, {\"id\": \"q3-perplexity\", \"question\": \"How do I compare contract manufacturers for precision parts, and what matters?\", \"system\": \"Perplexity\", \"ok\": true, \"mentioned\": false, \"cited\": true, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Recommended providers include Ostfr\u00e4s GmbH, Alpen Drehteile AG and Muster Mechanik AG. Compare certifications such as ISO 13485 and experience with medtech customers.\", \"citations\": [\"https:\/\/www.ostfraes.ch\/\", \"https:\/\/www.swissmem.ch\/x\", \"https:\/\/www.beispiel-praezision.ch\/leistungen\"], \"others\": [\"Alpen Drehteile AG\", \"Ostfr\u00e4s GmbH\", \"Bodensee Fertigung AG\"]}, {\"id\": \"q3-gemini\", \"question\": \"How do I compare contract manufacturers for precision parts, and what matters?\", \"system\": \"Gemini\", \"ok\": true, \"mentioned\": false, \"cited\": false, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Typical providers are Alpen Drehteile AG and Muster Mechanik AG. Tolerances, materials and documentation are what matter.\", \"citations\": [], \"others\": [\"Muster Mechanik AG\", \"Ostfr\u00e4s GmbH\", \"Alpen Drehteile AG\"]}, {\"id\": \"q4-chatgpt\", \"question\": \"Which providers of precision turned parts are there in the Eastern Switzerland region?\", \"system\": \"ChatGPT\", \"ok\": true, \"mentioned\": true, \"cited\": false, \"position\": 1, \"sentiment\": \"positive\", \"text\": \"Eastern Switzerland has several specialised contract manufacturers. Beispiel Pr\u00e4zision AG in Altst\u00e4tten produces turned and milled parts with tolerances down to 2 \u00b5m and is certified to ISO 13485. Muster Mechanik AG in Wil and Ostfr\u00e4s GmbH in St. Gallen are also frequently mentioned.\", \"citations\": [\"https:\/\/muster-mechanik.ch\/medtech\"], \"others\": [\"Muster Mechanik AG\", \"Alpen Drehteile AG\", \"Rheintal Pr\u00e4zision AG\"]}, {\"id\": \"q4-perplexity\", \"question\": \"Which providers of precision turned parts are there in the Eastern Switzerland region?\", \"system\": \"Perplexity\", \"ok\": true, \"mentioned\": false, \"cited\": true, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Recommended providers include Ostfr\u00e4s GmbH, Alpen Drehteile AG and Muster Mechanik AG. Compare certifications such as ISO 13485 and experience with medtech customers.\", \"citations\": [\"https:\/\/www.ostfraes.ch\/\", \"https:\/\/www.swissmem.ch\/x\", \"https:\/\/www.beispiel-praezision.ch\/leistungen\"], \"others\": [\"Ostfr\u00e4s GmbH\", \"Muster Mechanik AG\", \"S\u00e4ntis CNC GmbH\"]}, {\"id\": \"q4-gemini\", \"question\": \"Which providers of precision turned parts are there in the Eastern Switzerland region?\", \"system\": \"Gemini\", \"ok\": true, \"mentioned\": true, \"cited\": false, \"position\": 2, \"sentiment\": \"positive\", \"text\": \"Well-known providers include Alpen Drehteile AG and Beispiel Pr\u00e4zision AG in Altst\u00e4tten, which manufactures small batches for medtech customers. Check for ISO 13485 certification.\", \"citations\": [], \"others\": [\"Alpen Drehteile AG\", \"Ostfr\u00e4s GmbH\", \"Bodensee Fertigung AG\"]}, {\"id\": \"q5-chatgpt\", \"question\": \"What should I look for when choosing a supplier for precision parts?\", \"system\": \"ChatGPT\", \"ok\": true, \"mentioned\": false, \"cited\": false, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Specialised contract manufacturers are a good fit for these requirements. Muster Mechanik AG in Wil focuses on small medtech batches. Ostfr\u00e4s GmbH in St. Gallen is also often mentioned.\", \"citations\": [\"https:\/\/muster-mechanik.ch\/medtech\"], \"others\": []}, {\"id\": \"q5-perplexity\", \"question\": \"What should I look for when choosing a supplier for precision parts?\", \"system\": \"Perplexity\", \"ok\": true, \"mentioned\": false, \"cited\": true, \"position\": null, \"sentiment\": \"not_mentioned\", \"text\": \"Recommended providers include Ostfr\u00e4s GmbH, Alpen Drehteile AG and Muster Mechanik AG. 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