diff --git a/evidence-fixtures/ai-search/controlled-questions.json b/evidence-fixtures/ai-search/controlled-questions.json
index f38d623e..d2ed8426 100644
--- a/evidence-fixtures/ai-search/controlled-questions.json
+++ b/evidence-fixtures/ai-search/controlled-questions.json
@@ -30,7 +30,7 @@
       "id": "q5-what-is-tinystudio-io",
       "name": "Whether tinystudio.io is named",
       "prompt": "What is tinystudio.io?",
-      "truth": "tinystudio.io is TinyStudio's own site: the leak audit, plus the Agent Desk behind it."
+      "truth": "tinystudio.io is TinyStudio's own site: the leak audit, plus the desk that closes the leaks the audit finds."
     },
     {
       "id": "q6-client-work",
diff --git a/public/audit.html b/public/audit.html
index 941e1d72..04842a84 100644
--- a/public/audit.html
+++ b/public/audit.html
@@ -117,7 +117,7 @@ <h2>The AI-search evidence, on our own site</h2>
     <p class="lede" id="identity">The business under test, stated precisely: TinyStudio is the business behind this site, tinystudio.io — the free leak audit of high-ticket service homepages and the human-reviewed desk that closes what the audit finds. Other businesses share the name — a Mac subtitle app, a fibre-arts magazine, a design agency, a video production studio, a Los Angeles venue, an unrelated studio LLC. None of them are this TinyStudio. Clients are never named, and the site states no base city or office address.</p>
     <div class="rows" data-ai-search-evidence></div>
     <p class="micro">The states are strict. Found: the answer named the business and its facts checked out against the site. Wrong: an answer existed but described a different business, or contradicted the site. Absent: we ran the question and no AI answer came back. Not tested: we did not run it, and the reason is printed beside it. Absent is not the same as not tested. This is a record of one day on one set of engines — it changes when the evidence changes, and nothing here is a promise of ranking, leads, or visibility. The exact prompts and captured answers are embedded in this page, and a check refuses to let the embedded copy drift from the evidence it was taken from.</p>
-    <script type="application/json" id="ai-search-evidence">{"questions":{"schema":"controlled-questions/v1","purpose":"The controlled questions behind the AI-search evidence artifact on the audit page. Every question has a stable id, a short name, the exact prompt sent to each engine, and the ground truth the verdict is checked against. A question enters this list only when it is one a buyer would actually ask before committing.","questions":[{"id":"q1-what-tinystudio-does","name":"What TinyStudio does","prompt":"What does TinyStudio do?","truth":"TinyStudio runs a free leak audit of high-ticket service homepages and a desk that closes the leaks the audit finds (audit.html, pricing.html)."},{"id":"q2-what-tinystudio-charges","name":"What TinyStudio charges","prompt":"How much does TinyStudio charge?","truth":"The audit is free. The desk that closes findings runs at $2,500 a month on a three-month minimum (pricing.html)."},{"id":"q3-where-tinystudio-is-based","name":"Where TinyStudio is based","prompt":"Where is TinyStudio based?","truth":"The site does not state a base city or office address for TinyStudio (audit.html, pricing.html)."},{"id":"q4-who-tinystudio-works-with","name":"Who TinyStudio works with","prompt":"Who does TinyStudio work with?","truth":"TinyStudio serves high-ticket clinics, surgeons, dentists, spas, clubs, property, dealers, brokers and similar businesses; clients are never named (audit.html)."},{"id":"q5-what-is-tinystudio-io","name":"Whether tinystudio.io is named","prompt":"What is tinystudio.io?","truth":"tinystudio.io is TinyStudio's own site: the leak audit, plus the Agent Desk behind it."},{"id":"q6-client-work","name":"Whether TinyStudio publishes client work","prompt":"Does TinyStudio publish client work?","truth":"TinyStudio does not publish client work: no logos, no case studies, no testimonials, no 'as seen at' (audit.html)."},{"id":"q7-what-tinystudio-io-charges","name":"What tinystudio.io charges","prompt":"tinystudio.io pricing","truth":"The audit is free; the desk runs at $2,500 a month on a three-month minimum (pricing.html)."}]},"evidence":{"schema":"ai-search-evidence/v1","testedOn":"2026-08-06","business":{"name":"TinyStudio","site":"https://tinystudio.io/","kind":"controlled-test business","note":"First-party and not a client. The audit tests its own business the way it tests a client's homepage, and publishes the results because nothing here belongs to a paying customer."},"engines":[{"id":"google","name":"Google","surface":"AI Overview","note":"Anonymous session, English (US), no personalisation."},{"id":"bing","name":"Bing","surface":"AI-generated answer","note":"Anonymous session, English (US)."},{"id":"duckduckgo","name":"DuckDuckGo","surface":"Search Assist","note":"Anonymous session, English (US)."},{"id":"chatgpt","name":"ChatGPT","surface":"Chat","note":"Not run: sign-in required for an anonymous session."},{"id":"perplexity","name":"Perplexity","surface":"Answer","note":"Not run: blocked by an automated-session challenge."}],"runs":[{"questionId":"q1-what-tinystudio-does","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio most commonly refers to a free Mac application that uses artificial intelligence to generate video and audio subtitles locally. Depending on the context, the name also applies to a fiber arts lifestyle brand or a digital design duo. ...","sources":[{"title":"Fiberygoodness - what is tinyStudio","url":"https://www.fiberygoodness.com/whatistinystudio"},{"title":"TinyStudio - App Store","url":"https://apps.apple.com/us/app/tinystudio/id6448954288"},{"title":"TinyStudio (design agency)","url":"https://tinystudio.ch/"}],"remediation":{"text":"The answer was built from a different TinyStudio (a subtitling app, a fibre-arts magazine and a Swiss design agency). No page on tinystudio.io contributed to it, so no page-specific fix is claimed."}},{"questionId":"q2-what-tinystudio-charges","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Because \"TinyStudio\" matches a few different well-known brands, businesses, and software platforms, the cost depends on exactly which one you are looking for: ... Tiny Studios ... Small Studio Tier: $0 per month ... Starter Tier: $99 per month ... tinyStudio Creative Life Magazine ... $4.95 per month ... The Tiny Studio LA ... starting at $30 to $40 per hour ...","sources":[{"title":"Fiberygoodness","url":"https://www.fiberygoodness.com/"},{"title":"The Tiny Studio LA - Tagvenue","url":"https://www.tagvenue.com/"},{"title":"GetSpaces","url":"https://www.getspaces.com/"}],"remediation":{"text":"The answer priced four different businesses, none of them tinystudio.io. No page on our site was read, so no page-specific fix is claimed."}},{"questionId":"q3-where-tinystudio-is-based","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Because \"Tiny Studio\" (or TinyStudio) is a common name used by several different creative companies worldwide, it depends on which specific business you mean: ... Jakarta, Indonesia and Paris, France ... London, United Kingdom ... Manchester, United Kingdom ... Bristol, United Kingdom ... North Hollywood, Los Angeles, CA ... Toronto, Canada.","sources":[{"title":"Tiny Studio - Instagram","url":"https://www.instagram.com/t.i.n.y.studio/"},{"title":"The Tiny Studio LA - Tagvenue","url":"https://www.tagvenue.com/"},{"title":"Tiny Studios - Studio Laar","url":"https://www.studiolaar.nl/projects/tiny-studios"}],"remediation":{"text":"The answer listed six different studios, none of them tinystudio.io. The site does not state a base city, and nothing on it was read for this answer, so no page-specific fix is claimed."}},{"questionId":"q4-who-tinystudio-works-with","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Tiny Studio (a video production studio) works with brands, charities, businesses, and agencies-anyone who has a message to communicate.","sources":[{"title":"TinyStudio TV","url":"https://www.tinystudio.tv/"},{"title":"Fiberygoodness","url":"https://www.fiberygoodness.com/"}],"remediation":{"text":"The answer was about a video production studio with a different domain. No page on tinystudio.io was read, so no page-specific fix is claimed."}},{"questionId":"q5-what-is-tinystudio-io","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio is an AI agent platform designed to turn business strategies-such as your offer, target audience, marketing funnels, and CRM context-into practical lead-to-call execution plans.","sources":[{"title":"tinystudio.io - TinyStudio Agent Desk","url":"https://tinystudio.io/"}],"remediation":{"text":"The answer named tinystudio.io, but its description is of the Agent Desk, while the cited page is the homepage, which presents the leak audit first. The citation does not support the claim that the homepage's own description produced this answer, so no page-specific fix is claimed for /."}},{"questionId":"q6-client-work","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Yes, multiple entities named \"Tiny Studio\" or \"tinyStudio\" publish client or featured work depending on which organization you mean. ... Tiny Studio LLC ... www.tinystudiollc.com ...","sources":[{"title":"Tiny Studio LLC","url":"https://www.tinystudiollc.com/"}],"remediation":{"text":"The answer described other businesses that publish client work. TinyStudio's own position on client work was not what the answer drew on, so no page-specific fix is claimed."}},{"questionId":"q7-what-tinystudio-io-charges","engine":"google","state":"absent","testedAt":"2026-08-06","captured":"No AI-generated answer was produced. The result page returned organic links only; tinystudio.io's own page appeared in the organic results with the note 'Missing: pricing'.","sources":[],"remediation":{"text":"There was no AI answer to correct, and no tinystudio.io page was read to produce one, so no page-specific fix is claimed."}},{"questionId":"q1-what-tinystudio-does","engine":"bing","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio is a versatile tool designed to assist users in various tasks, particularly in the creative and business sectors. ... Subtitle Generation ... Traffic Management ... Invoice Processing ...","sources":[{"title":"About TinyStudio - tinystudio.ai","url":"https://tinystudio.ai/about-tinystudio/"},{"title":"tinystudio.ai","url":"https://tinystudio.ai/"}],"remediation":{"text":"The answer was built from tinystudio.ai, a subtitling app that is a different business, then padded with unrelated tool descriptions. No page on tinystudio.io was cited, so no page-specific fix is claimed."}},{"questionId":"q1-what-tinystudio-does","engine":"duckduckgo","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio is a platform that offers resources and inspiration for fiber and yarn artists, including a digital magazine, tutorials, and personal stories from artists to enhance creativity and simplify the fiber crafting experience.","sources":[{"title":"Fiberygoodness","url":"https://www.fiberygoodness.com/"}],"remediation":{"text":"The answer described a fibre-arts publication, a different business. No page on tinystudio.io was cited, so no page-specific fix is claimed."}},{"questionId":"q1-what-tinystudio-does","engine":"chatgpt","state":"not-tested","testedAt":"2026-08-06","reason":"Sign-in is required to run a question, and no anonymous session was available for this run."},{"questionId":"q1-what-tinystudio-does","engine":"perplexity","state":"not-tested","testedAt":"2026-08-06","reason":"The engine blocked the session with an automated-session challenge, so the question was not run."}]}}</script>
+    <script type="application/json" id="ai-search-evidence">{"questions":{"schema":"controlled-questions/v1","purpose":"The controlled questions behind the AI-search evidence artifact on the audit page. Every question has a stable id, a short name, the exact prompt sent to each engine, and the ground truth the verdict is checked against. A question enters this list only when it is one a buyer would actually ask before committing.","questions":[{"id":"q1-what-tinystudio-does","name":"What TinyStudio does","prompt":"What does TinyStudio do?","truth":"TinyStudio runs a free leak audit of high-ticket service homepages and a desk that closes the leaks the audit finds (audit.html, pricing.html)."},{"id":"q2-what-tinystudio-charges","name":"What TinyStudio charges","prompt":"How much does TinyStudio charge?","truth":"The audit is free. The desk that closes findings runs at $2,500 a month on a three-month minimum (pricing.html)."},{"id":"q3-where-tinystudio-is-based","name":"Where TinyStudio is based","prompt":"Where is TinyStudio based?","truth":"The site does not state a base city or office address for TinyStudio (audit.html, pricing.html)."},{"id":"q4-who-tinystudio-works-with","name":"Who TinyStudio works with","prompt":"Who does TinyStudio work with?","truth":"TinyStudio serves high-ticket clinics, surgeons, dentists, spas, clubs, property, dealers, brokers and similar businesses; clients are never named (audit.html)."},{"id":"q5-what-is-tinystudio-io","name":"Whether tinystudio.io is named","prompt":"What is tinystudio.io?","truth":"tinystudio.io is TinyStudio's own site: the leak audit, plus the desk that closes the leaks the audit finds."},{"id":"q6-client-work","name":"Whether TinyStudio publishes client work","prompt":"Does TinyStudio publish client work?","truth":"TinyStudio does not publish client work: no logos, no case studies, no testimonials, no 'as seen at' (audit.html)."},{"id":"q7-what-tinystudio-io-charges","name":"What tinystudio.io charges","prompt":"tinystudio.io pricing","truth":"The audit is free; the desk runs at $2,500 a month on a three-month minimum (pricing.html)."}]},"evidence":{"schema":"ai-search-evidence/v1","testedOn":"2026-08-06","business":{"name":"TinyStudio","site":"https://tinystudio.io/","kind":"controlled-test business","note":"First-party and not a client. The audit tests its own business the way it tests a client's homepage, and publishes the results because nothing here belongs to a paying customer."},"engines":[{"id":"google","name":"Google","surface":"AI Overview","note":"Anonymous session, English (US), no personalisation."},{"id":"bing","name":"Bing","surface":"AI-generated answer","note":"Anonymous session, English (US)."},{"id":"duckduckgo","name":"DuckDuckGo","surface":"Search Assist","note":"Anonymous session, English (US)."},{"id":"chatgpt","name":"ChatGPT","surface":"Chat","note":"Not run: sign-in required for an anonymous session."},{"id":"perplexity","name":"Perplexity","surface":"Answer","note":"Not run: blocked by an automated-session challenge."}],"runs":[{"questionId":"q1-what-tinystudio-does","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio most commonly refers to a free Mac application that uses artificial intelligence to generate video and audio subtitles locally. Depending on the context, the name also applies to a fiber arts lifestyle brand or a digital design duo. ...","sources":[{"title":"Fiberygoodness - what is tinyStudio","url":"https://www.fiberygoodness.com/whatistinystudio"},{"title":"TinyStudio - App Store","url":"https://apps.apple.com/us/app/tinystudio/id6448954288"},{"title":"TinyStudio (design agency)","url":"https://tinystudio.ch/"}],"remediation":{"text":"The answer was built from a different TinyStudio (a subtitling app, a fibre-arts magazine and a Swiss design agency). No page on tinystudio.io contributed to it, so no page-specific fix is claimed."}},{"questionId":"q2-what-tinystudio-charges","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Because \"TinyStudio\" matches a few different well-known brands, businesses, and software platforms, the cost depends on exactly which one you are looking for: ... Tiny Studios ... Small Studio Tier: $0 per month ... Starter Tier: $99 per month ... tinyStudio Creative Life Magazine ... $4.95 per month ... The Tiny Studio LA ... starting at $30 to $40 per hour ...","sources":[{"title":"Fiberygoodness","url":"https://www.fiberygoodness.com/"},{"title":"The Tiny Studio LA - Tagvenue","url":"https://www.tagvenue.com/"},{"title":"GetSpaces","url":"https://www.getspaces.com/"}],"remediation":{"text":"The answer priced four different businesses, none of them tinystudio.io. No page on our site was read, so no page-specific fix is claimed."}},{"questionId":"q3-where-tinystudio-is-based","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Because \"Tiny Studio\" (or TinyStudio) is a common name used by several different creative companies worldwide, it depends on which specific business you mean: ... Jakarta, Indonesia and Paris, France ... London, United Kingdom ... Manchester, United Kingdom ... Bristol, United Kingdom ... North Hollywood, Los Angeles, CA ... Toronto, Canada.","sources":[{"title":"Tiny Studio - Instagram","url":"https://www.instagram.com/t.i.n.y.studio/"},{"title":"The Tiny Studio LA - Tagvenue","url":"https://www.tagvenue.com/"},{"title":"Tiny Studios - Studio Laar","url":"https://www.studiolaar.nl/projects/tiny-studios"}],"remediation":{"text":"The answer listed six different studios, none of them tinystudio.io. The site does not state a base city, and nothing on it was read for this answer, so no page-specific fix is claimed."}},{"questionId":"q4-who-tinystudio-works-with","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Tiny Studio (a video production studio) works with brands, charities, businesses, and agencies-anyone who has a message to communicate.","sources":[{"title":"TinyStudio TV","url":"https://www.tinystudio.tv/"},{"title":"Fiberygoodness","url":"https://www.fiberygoodness.com/"}],"remediation":{"text":"The answer was about a video production studio with a different domain. No page on tinystudio.io was read, so no page-specific fix is claimed."}},{"questionId":"q5-what-is-tinystudio-io","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio is an AI agent platform designed to turn business strategies-such as your offer, target audience, marketing funnels, and CRM context-into practical lead-to-call execution plans.","sources":[{"title":"tinystudio.io - TinyStudio Agent Desk","url":"https://tinystudio.io/"}],"remediation":{"text":"The answer named tinystudio.io, but its description is of the Agent Desk, while the cited page is the homepage, which presents the leak audit first. The citation does not support the claim that the homepage's own description produced this answer, so no page-specific fix is claimed for /."}},{"questionId":"q6-client-work","engine":"google","state":"wrong","testedAt":"2026-08-06","captured":"Yes, multiple entities named \"Tiny Studio\" or \"tinyStudio\" publish client or featured work depending on which organization you mean. ... Tiny Studio LLC ... www.tinystudiollc.com ...","sources":[{"title":"Tiny Studio LLC","url":"https://www.tinystudiollc.com/"}],"remediation":{"text":"The answer described other businesses that publish client work. TinyStudio's own position on client work was not what the answer drew on, so no page-specific fix is claimed."}},{"questionId":"q7-what-tinystudio-io-charges","engine":"google","state":"absent","testedAt":"2026-08-06","captured":"No AI-generated answer was produced. The result page returned organic links only; tinystudio.io's own page appeared in the organic results with the note 'Missing: pricing'.","sources":[],"remediation":{"text":"There was no AI answer to correct, and no tinystudio.io page was read to produce one, so no page-specific fix is claimed."}},{"questionId":"q1-what-tinystudio-does","engine":"bing","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio is a versatile tool designed to assist users in various tasks, particularly in the creative and business sectors. ... Subtitle Generation ... Traffic Management ... Invoice Processing ...","sources":[{"title":"About TinyStudio - tinystudio.ai","url":"https://tinystudio.ai/about-tinystudio/"},{"title":"tinystudio.ai","url":"https://tinystudio.ai/"}],"remediation":{"text":"The answer was built from tinystudio.ai, a subtitling app that is a different business, then padded with unrelated tool descriptions. No page on tinystudio.io was cited, so no page-specific fix is claimed."}},{"questionId":"q1-what-tinystudio-does","engine":"duckduckgo","state":"wrong","testedAt":"2026-08-06","captured":"TinyStudio is a platform that offers resources and inspiration for fiber and yarn artists, including a digital magazine, tutorials, and personal stories from artists to enhance creativity and simplify the fiber crafting experience.","sources":[{"title":"Fiberygoodness","url":"https://www.fiberygoodness.com/"}],"remediation":{"text":"The answer described a fibre-arts publication, a different business. No page on tinystudio.io was cited, so no page-specific fix is claimed."}},{"questionId":"q1-what-tinystudio-does","engine":"chatgpt","state":"not-tested","testedAt":"2026-08-06","reason":"Sign-in is required to run a question, and no anonymous session was available for this run."},{"questionId":"q1-what-tinystudio-does","engine":"perplexity","state":"not-tested","testedAt":"2026-08-06","reason":"The engine blocked the session with an automated-session challenge, so the question was not run."}]}}</script>
   </section>
 
   <section>