{"schemaVersion":"1.0","edition":{"id":"2026-q4","name":"Dxtra SME Privacy Index — Singapore & Malaysia, Q4 2026","subtitle":"What business websites in Singapore and Malaysia show visitors about privacy, Q4 2026.","population":"The Index is meant to describe smaller businesses, but it does not measure size. Businesses were found through public map and search listings in seven sectors. Each was then screened on its own homepage, which is the source recorded for it, and kept only if it has a website on its own domain. Government-linked businesses, listed companies and subsidiaries of foreign multinationals were left out where this was stated or plain from the homepage. The Index does not check any business's size against the official definitions of Singapore or Malaysia, and does not describe any individual business as an SME.","status":"final","countries":["MY","SG"],"methodologyVersion":"v1.19","publishedOn":"2026-10-16","changeLog":[{"on":"2026-10-14","note":"final pack from run(s) idx-2026q4-full-v119, idx-2026q4-topup-589"},{"on":"2026-10-18","note":"Revision 1.0.1: every share and margin is now kept exact and rounded once, half-up, from its count, so some figures move by 0.1 point (none of the headline figures); series labels as agreed (No privacy notice found on the site; No privacy-officer contact on the website; No date found on the privacy notice, now an observation). The counts, sample and method do not change."},{"on":"2026-10-19","note":"Revision 1.0.2: the vendors' stated home countries are published, from a table Counsel checked against each vendor's own privacy notice or terms (14 of the 15 vendors named; Hotjar withheld). \"No date found on the privacy notice\" now uses the same reading as the age chart: a notice counts as undated where no date was read from it, by the scan or from its text, whatever its language. The counts of every other series do not change."}],"revision":"1.0.2","scanWindow":{"from":"2026-10-12","to":"2026-10-14","secondPassOn":"2026-10-14","secondPassSites":85}},"provenance":{"runIds":["idx-2026q4-full-v119","idx-2026q4-stability-v119","idx-2026q4-topup-589"],"scannerBuild":"562c60d16dee9e495a660551b28d8a17dfec203c","secondBuild":{"scannerBuild":"bdbc36b0aa7fb6a9d671c8693c6dae9f293bc900","sitesMeasured":85,"note":"Sites the first run left unmeasured for our own failure, measured on a second build that differs only in how the browser handles load"},"methodologySnapshotSha256":"8bc9466aa038ad0b3db342f263f29988ad7f4335bd94ca030b0566d832171fa3","regulatorReferenceVersion":"v2.0","registerManifestSha256":"fbb7bc07927f376f28635f4e721b0606f5169672e09bf99c74ac6d8ad6dd2d40","generatedAt":"2026-10-14T10:50:06.743Z","aggregatorVersion":"1.0.1","packSha256":"ef843a9e618b2afc9aa59191863216f25f76666480d3e28b53616deeefc5dc9b","revisionOf":"33adf4df92789e6e35915fce7a78ff505b08144c00152afb396f1bd94dc18f01"},"sample":{"scanned":1991,"byCountry":{"MY":991,"SG":1000},"replacements":[{"reason":"access-limited","count":196},{"reason":"offline","count":43},{"reason":"policy-blocked","count":7}],"exitMatchedRate":{"MY":1,"SG":1},"leadMismatch":{"count":21,"byLeadApplied":{"other":10,"my":6,"sg":5}},"noLeadEstablished":{"count":33,"byCountry":{"MY":17,"SG":16}},"capabilityParity":{"checked":889,"matched":887},"routeLimited":190,"exitMismatched":0,"exitUnobserved":{"count":193,"byCountry":{"MY":100,"SG":93}},"withheldForLanguage":0,"statedSizeShare":0.0475,"noticeLanguages":{"en":1784,"other":181,"ms":15,"zh":11},"stability":{"rescanned":25,"bandAgreement":0.96,"runId":"idx-2026q4-stability-v119"},"humanCoding":{"sites":1991,"checked":20,"read":19,"agreed":14,"random":{"read":10,"agreed":9},"unsureOnLine":{"read":9,"agreed":5},"recoded":{"byCheck":5,"byRule":77},"tieBreakRule":"One reading-agent pass. A person drew 20 websites (10 at random, 10 the agent was unsure about where the answer decides whether a contact counts) and read 19; one was not opened, for security reasons, and is counted under the rules. Where the person disagreed, the person's group is used. Where the agent was unsure whether the website offers a contact that counts, the website is counted as not offering one."}},"strata":[{"id":"all","dimension":"all","label":"All sites","n":1991},{"id":"country:my","dimension":"country","label":"Malaysia","n":991},{"id":"country:sg","dimension":"country","label":"Singapore","n":1000},{"id":"cs:my:clinics-wellness-fitness","dimension":"countrySector","label":"Malaysia — Clinics, wellness and fitness","n":142},{"id":"cs:my:ecommerce-retail","dimension":"countrySector","label":"Malaysia — E-commerce and retail","n":139},{"id":"cs:my:education-enrichment","dimension":"countrySector","label":"Malaysia — Education and enrichment","n":141},{"id":"cs:my:fnb","dimension":"countrySector","label":"Malaysia — Food and beverage","n":142},{"id":"cs:my:other","dimension":"countrySector","label":"Malaysia — Other","n":142},{"id":"cs:my:professional-services","dimension":"countrySector","label":"Malaysia — Professional services","n":143},{"id":"cs:my:property-home-services","dimension":"countrySector","label":"Malaysia — Property and home services","n":142},{"id":"cs:sg:clinics-wellness-fitness","dimension":"countrySector","label":"Singapore — Clinics, wellness and fitness","n":143},{"id":"cs:sg:ecommerce-retail","dimension":"countrySector","label":"Singapore — E-commerce and retail","n":143},{"id":"cs:sg:education-enrichment","dimension":"countrySector","label":"Singapore — Education and enrichment","n":144},{"id":"cs:sg:fnb","dimension":"countrySector","label":"Singapore — Food and beverage","n":143},{"id":"cs:sg:other","dimension":"countrySector","label":"Singapore — Other","n":142},{"id":"cs:sg:professional-services","dimension":"countrySector","label":"Singapore — Professional services","n":143},{"id":"cs:sg:property-home-services","dimension":"countrySector","label":"Singapore — Property and home services","n":142},{"id":"lang:en","dimension":"noticeLanguage","label":"English","n":1784},{"id":"lang:ms","dimension":"noticeLanguage","label":"Malay","n":15},{"id":"lang:other","dimension":"noticeLanguage","label":"Other","n":181},{"id":"lang:zh","dimension":"noticeLanguage","label":"Chinese","n":11},{"id":"lead:my","dimension":"leadApplied","label":"Malaysian law","n":972},{"id":"lead:other","dimension":"leadApplied","label":"Another regime","n":10},{"id":"lead:sg","dimension":"leadApplied","label":"Singapore law","n":976},{"id":"platform:bigcommerce","dimension":"platform","label":"BigCommerce","n":1},{"id":"platform:shopify","dimension":"platform","label":"Shopify","n":190},{"id":"platform:squarespace","dimension":"platform","label":"Squarespace","n":59},{"id":"platform:unknown","dimension":"platform","label":"Not detected","n":531},{"id":"platform:wix","dimension":"platform","label":"Wix","n":187},{"id":"platform:woocommerce","dimension":"platform","label":"WooCommerce","n":498},{"id":"platform:wordpress","dimension":"platform","label":"WordPress","n":525},{"id":"sector:clinics-wellness-fitness","dimension":"sector","label":"Clinics, wellness and fitness","n":285,"pooled":true},{"id":"sector:ecommerce-retail","dimension":"sector","label":"E-commerce and retail","n":282,"pooled":true},{"id":"sector:education-enrichment","dimension":"sector","label":"Education and enrichment","n":285,"pooled":true},{"id":"sector:fnb","dimension":"sector","label":"Food and beverage","n":285,"pooled":true},{"id":"sector:other","dimension":"sector","label":"Other","n":284,"pooled":true},{"id":"sector:professional-services","dimension":"sector","label":"Professional services","n":286,"pooled":true},{"id":"sector:property-home-services","dimension":"sector","label":"Property and home services","n":284,"pooled":true}],"metrics":[{"id":"band_distribution","theme":"band","series":"register-backed","label":"Overall band, by the law the site was scored under","findingIds":[],"disposition":"The served band from the scan record (servedBand), which under Methodology v1.12 rests only on findings the register grounds in a provision of the lead regime's law, one provision one count. Sites whose lead applied is neither SG nor MY are excluded from this metric and counted in sample.leadMismatch.","denominator":"Businesses in the sample graded under Singapore or Malaysian law","unit":"distribution","categories":["Low","Medium","High","No overall band"],"labelRule":"Register-backed; state the register state (MANIFEST) and the lead applied; show all four categories; never fold No overall band into Low.","headline":true},{"id":"grounded_provisions","theme":"band","series":"register-backed","label":"Number of grounded provisions per site","findingIds":[],"disposition":"Count of distinct register rows in bandRefs on the scan record; the quantity Appendix B counts since one provision one count (#438).","denominator":"Businesses in the sample graded under Singapore or Malaysian law","unit":"distribution","categories":["0","1","2","3","4 or more"],"labelRule":"Register-backed; state the register state and the lead applied.","headline":true},{"id":"no_privacy_officer_contact","theme":"privacy-officer","series":"agent-coded","label":"No privacy-officer contact on the website","findingIds":["F9","M14"],"disposition":"F9 and M14 are honest stubs and never scored. Each website's public pages are read once by a reading agent against a written checklist (WO-SPI-9: where to look, what counts, and eight route groups); a person checks a short sample (random rows and rows the agent was unsure about on the found line). A contact is found where the site publishes a named privacy officer, a privacy or data-protection role or mailbox, a privacy request form, or where the privacy notice itself prints a general mailbox, phone, address or form and offers it for privacy requests or rights (D. Arnold, 12 and 16 Oct 2026). A contact the notice offers only for questions, a notice that names no channel, or general contact details elsewhere on the site, is not found. A site the agent was unsure about, where the answer decides whether a contact counts, is not found (D. Arnold, 16 Oct 2026; Counsel R-452).","denominator":"Businesses in the sample, by country","unit":"share","labelRule":"Agent-coded, checked by a person on a sample; state how many sites a person checked and how many the person agreed with; Singapore and Malaysia coded separately.","headline":true},{"id":"privacy_contact_route","theme":"privacy-officer","series":"agent-coded","label":"How the website offers a privacy contact","findingIds":["F9","M14"],"disposition":"The route group behind the privacy-officer series (WO-SPI-9). Named privacy officer, privacy or data-protection role or mailbox, privacy request form, and general inbox offered for privacy matters count as a contact found; the others do not. A named officer is recorded as named; the name itself is never recorded.","denominator":"Businesses in the sample, by country, excluding sites the reading agent could not read","unit":"distribution","categories":["Named privacy officer","Privacy or data-protection role or mailbox","Privacy request form","General inbox offered for privacy matters","General inbox for questions about the notice only","General contact details only","Someone else's contact only","No contact found"],"labelRule":"Agent-coded, checked by a person on a sample; the first four groups count as a contact found.","headline":false},{"id":"consent_banner_shown","theme":"consent-theatre","series":"observation","label":"Consent banner shown","findingIds":["M2"],"disposition":"Presence of a consent banner as the Browser Agent observed it on the page it loaded. Its absence is checked by a person on a sample before the figure is used as a headline, because a banner the scan missed would be counted as none.","denominator":"Businesses in the sample, excluding sites where the browser pass did not run through a local residential address","unit":"share","labelRule":"Observation; it is also the base for the tracker-timing series, which is published for the two countries together where one country has fewer than 50 sites with a banner.","headline":false},{"id":"trackers_before_consent","theme":"consent-theatre","series":"observation","label":"Consent banner shown, tracker requests fired before consent","findingIds":["F3"],"disposition":"Presence-class from the Browser Agent; never suppressed by Tier A (F3 is in OBSERVED_IDS). Counted only on sites with a consent banner detected. Few sites in the sample show a banner at all (the consent_banner_shown series), so a country cell under 50 is suppressed and the Singapore and Malaysia figure is published together.","denominator":"Businesses in the sample with a consent banner, excluding sites where the browser pass did not run through a local residential address","unit":"share","labelRule":"Observation; name it as what the Browser Agent observed; the hosts counted are in the scan record, never in creative.","headline":true},{"id":"trackers_after_reject","theme":"consent-theatre","series":"observation","label":"Tracker requests persist after Reject All","findingIds":["F6"],"disposition":"Presence-class from the Browser Agent's Reject All pass; never suppressed by Tier A. Counted only on sites where a Reject All control was found and exercised.","denominator":"Businesses in the sample with a Reject All control, excluding sites where the browser pass did not run through a local residential address","unit":"share","labelRule":"Observation.","headline":true},{"id":"tags_before_consent","theme":"tags-before-consent","series":"observation","label":"Marketing tags, advertising pixels or non-cookie trackers before consent","findingIds":["F7","M23"],"disposition":"Presence-class; F7 is in OBSERVED_IDS and M23 joins it before the pilot (build item 3). The tracker league table is derived from the tracker inventory; the unclassified catch-all is reported separately and never counted here.","denominator":"Businesses in the sample, excluding sites where the browser pass did not run through a local residential address","unit":"share","labelRule":"Observation; where a lead regime does not score F7 or M23 the chart says not assessed under [country] law.","headline":true},{"id":"notice_missing","theme":"notice-quality","series":"register-backed","label":"No privacy notice found on the site","findingIds":["F1"],"disposition":"Scored on policyMissing after the browser notice probe (#474): absent only if every standard path answered 404 or 410 through the rendered page. Absence-class: headline only if the D5 precision gate passes. The #509 switch, if flipped before the pilot, is recorded in provenance.aiConfiguration.flags. Since 15 Oct 2026 a site whose only \"notice\" is another organization's page (a captcha badge's link to the provider's privacy policy, a regulator's guidance, an article) counts as having no notice; the count is in qa.json.","denominator":"Businesses in the sample","unit":"share","labelRule":"Register-backed where the lead regime grounds F1; otherwise observation. State which.","headline":false,"precisionGate":{"required":0.9,"measured":0.96,"passed":true}},{"id":"notice_link_gone","theme":"notice-quality","series":"observation","label":"Privacy notice link present but the notice did not load","findingIds":[],"disposition":"The recorded notice-link status noticeLinkGone (#509), published beside notice_missing as a second series until the switch is decided.","denominator":"Businesses in the sample","unit":"share","labelRule":"Observation; recorded, not a finding.","headline":false},{"id":"notice_undated","theme":"notice-quality","series":"observation","label":"No date found on the privacy notice","findingIds":["M32"],"disposition":"Absence-class; headline only if the D5 precision gate passes.","denominator":"Businesses in the sample whose privacy notice the scan could read","unit":"share","labelRule":"Observation (R-455 M1: M32 is not counted on Singapore or Malaysian law). The count follows the reading of the notice's text. v1.0.2: a notice counts as undated where no date was read from it, by the scan or from its archived text, the same reading as the age chart (Counsel R-476 #2, R-481).","headline":false,"precisionGate":{"required":0.9,"measured":1,"passed":true}},{"id":"processors_not_named","theme":"notice-quality","series":"register-backed","label":"Privacy notice does not mention third parties or service providers at all, on sites where third-party requests were seen","findingIds":["M3"],"disposition":"M3's scored branch: the notice read never mentions third parties, service providers, processors or the large platforms. Changed 14 Oct 2026: the base is now the sites where the branch can fire (notice read and third-party requests seen before any consent choice); the reading was checked and is not inverted. Whether the notice names the specific services seen is the separate vendors_not_named_in_notice series. Withheld where the notice could not be read in its language or was a shell. Headline only if the D5 precision gate passes.","denominator":"Businesses in the sample with a privacy notice read and third-party requests seen before any consent choice, excluding sites where the browser pass did not run through a local residential address","unit":"share","labelRule":"Register-backed where grounded; otherwise cited, not scored.","headline":false,"precisionGate":{"required":0.9,"measured":0.19,"passed":false}},{"id":"vendors_not_named_in_notice","theme":"notice-quality","series":"observation","label":"Privacy notice does not name, by name, the third-party services seen receiving requests","findingIds":["M3"],"disposition":"M3's host_not_named branch, which the detector marks inferred: a heuristic match of the hosts seen against the notice text, with common platforms excused. It never scores and never moves a band. Published only if the D5 precision gate passes on a person's check of a sample.","denominator":"Businesses in the sample with a privacy notice read and third-party requests seen before any consent choice, excluding sites where the browser pass did not run through a local residential address","unit":"share","labelRule":"Observation, heuristic; state the precision measured on the check.","headline":false,"precisionGate":{"required":0.9,"measured":1,"passed":true}},{"id":"cross_border_absent","theme":"notice-quality","series":"register-backed","label":"No cross-border transfer disclosure","findingIds":["M9"],"disposition":"Absence-class; as processors_not_named.","denominator":"Businesses in the sample with a privacy notice read","unit":"share","labelRule":"Register-backed where grounded; otherwise cited, not scored.","headline":false,"precisionGate":{"required":0.9,"measured":0.96,"passed":true}},{"id":"notice_age","theme":"notice-quality","series":"benchmark-priority","label":"Age of the privacy notice","findingIds":["F2","M32"],"disposition":"From the dated notice's stated date at scan time. The over-24-months share is Dxtra's benchmark priority (#440), stated as Dxtra's view and never as a legal duty; it never moves a band.","denominator":"Businesses in the sample with a privacy notice found","unit":"distribution","categories":["Undated","Under 6 months","6 to 12 months","12 to 24 months","Over 24 months"],"labelRule":"Dxtra benchmark priority; not a finding and not a legal duty.","headline":false},{"id":"no_dsar_mechanism_sg","theme":"rights-and-collection","series":"observation","label":"No visible access or correction route (Singapore)","findingIds":["F8"],"disposition":"Singapore F8 is informational at PDPA s.21 (#498, Option C): an observation series, never a band driver. A Singapore site with no visible route is Low on that alone.","denominator":"Businesses in the sample graded under Singapore law","unit":"share","labelRule":"Observation; creative must not describe it as a failing.","headline":false},{"id":"no_dsar_mechanism_my","theme":"rights-and-collection","series":"register-backed","label":"No visible access or correction route (Malaysia)","findingIds":["F8"],"disposition":"As the Malaysian register holds F8 at the pinned commit; the disposition is confirmed at pre-run gate 3 and recorded here by the aggregator.","denominator":"Businesses in the sample graded under Malaysian law","unit":"share","labelRule":"Register-backed where grounded; state the register state.","headline":false},{"id":"form_without_notice","theme":"rights-and-collection","series":"register-backed","label":"Form collects personal data with no notice at the point of collection, including sites with no privacy notice found at all","findingIds":["M30","F1"],"disposition":"M30, or F1 on a site with a form: a site with no notice has none at the form either. Changed 14 Oct 2026: Malaysia does not raise M30 beside a counted F1 (#578) and Singapore does, so M30 alone compared two different things. The split is in form_notice_status. Absence-class gate applies.","denominator":"Businesses in the sample with a form detected","unit":"share","labelRule":"Register-backed where grounded; otherwise cited, not scored.","headline":false,"precisionGate":{"required":0.9,"measured":0.92,"passed":true}},{"id":"form_notice_status","theme":"rights-and-collection","series":"observation","label":"Where the notice is, for sites with a form","findingIds":["F1","M30"],"disposition":"Three groups: no privacy notice on the site (F1); a notice on the site but none at or linked from the form (M30); a notice at or linked from the form (neither raised). The precision check runs on form_without_notice, which is the first two groups together.","denominator":"Businesses in the sample with a form detected","unit":"distribution","categories":["No privacy notice found on the site","A privacy notice on the site, but none found at the form","A privacy notice at the form or linked from it"],"labelRule":"Observation; the first two groups together are the form_without_notice share.","headline":false},{"id":"chat_without_notice","theme":"rights-and-collection","series":"register-backed","label":"Live-chat widget with no notice","findingIds":["M31"],"disposition":"As form_without_notice.","denominator":"Businesses in the sample with a live-chat widget detected","unit":"share","labelRule":"Register-backed where grounded; otherwise cited, not scored.","headline":false,"precisionGate":{"required":0.9,"measured":0,"passed":false}},{"id":"notice_updated_6m","theme":"what-is-working","series":"commendable","label":"Privacy notice updated within six months","findingIds":["C7"],"disposition":"Commendable practice; informational.","denominator":"Businesses in the sample with a privacy notice found","unit":"share","labelRule":"Commendable series; informational.","headline":false},{"id":"transparency_hub","theme":"what-is-working","series":"commendable","label":"Transparency hub or center published","findingIds":["C8"],"disposition":"Commendable practice; informational.","denominator":"Businesses in the sample","unit":"share","labelRule":"Commendable series; informational.","headline":false},{"id":"capability_maturity","theme":"capability-maturity","series":"maturity","label":"Capability maturity indicator (0 to 100), mean","findingIds":[],"disposition":"The scanner's 0 to 100 capability-maturity indicator; secondary, never the headline.","denominator":"Businesses in the sample","unit":"score","labelRule":"Secondary indicator; never the headline.","headline":false},{"id":"tracker_count","theme":"third-parties","series":"observation","label":"Third-party tracker vendors contacted before consent, per site","findingIds":["F7","M23","F3"],"disposition":"Count of distinct catalog vendors (the organization field of the tracker catalog) with at least one request in trackersPreConsent on the rendered homepage; essential and consent-management hosts excluded; unclassified hosts counted separately.","denominator":"Businesses in the sample, excluding sites where the browser pass did not run through a local residential address","unit":"distribution","categories":["None","1 to 2","3 to 5","6 to 10","More than 10"],"labelRule":"Observation; the Browser Agent saw the requests; it says nothing about what each vendor does with them.","headline":true},{"id":"tracker_category_share","theme":"third-parties","series":"observation","label":"Share of sites contacting at least one vendor in each tracker category before consent","findingIds":["F7","M23"],"disposition":"Catalog category of each pre-consent host (AdGuard companiesdb, CC-BY-SA-4.0); a site counts once per category.","denominator":"Businesses in the sample, excluding sites where the browser pass did not run through a local residential address","unit":"league","categories":["Advertising","Analytics","Social","Email/marketing","Customer interaction","Telemetry","Unclassified"],"labelRule":"Observation; the category is the catalog maintainer's classification, cited as such.","headline":true},{"id":"tracker_league","theme":"third-parties","series":"observation","label":"Most common third-party vendors contacted before consent","findingIds":["F7","M23"],"disposition":"Top vendors by share of sites with at least one pre-consent request to a host the catalog attributes to that organization. Published to the top 15; the long tail is summed as Other. Vendor names are the catalog's organization names. The aggregator sets categories to the entity names it publishes.","denominator":"Businesses in the sample, excluding sites where the browser pass did not run through a local residential address","unit":"league","labelRule":"Observation; a vendor's presence is a fact about the page, not a finding against the vendor; naming a vendor is not naming a site.","headline":true,"categories":["Google Marketing","Google","Google Analytics","Facebook","Google AdServices","TikTok Analytics","Hotjar","Klaviyo","LinkedIn Analytics","LinkedIn Ads","HubSpot","Google Syndication","Bing Ads","Amplitude","Outbrain","Other"]},{"id":"vendor_home_country","theme":"third-parties","series":"observation","label":"Vendors contacted before consent: the vendor's stated home country","findingIds":["M9"],"disposition":"For the top 15 vendors, the legal entity and the home country the vendor states in its own published notice or imprint, from the vendor table reference/index/vendors.json, checked by Dxtra against each vendor's own notice or terms (built from the Reader's transcripts, Work Order 82). The Index observes only the host a page contacts. It does not observe where a site's data is sent or stored, and the vendor's stated home country is not that. The aggregator sets categories to the entity names it publishes.","denominator":"Businesses in the sample with at least one request to the vendor before consent","unit":"league","labelRule":"Observation; published only with the checked vendor table; never described as where data goes or is stored, and never as a cross-border transfer finding against a site.","headline":false,"categories":["Google Marketing","Google","Google Analytics","Facebook","Google AdServices","TikTok Analytics","Hotjar","Klaviyo","LinkedIn Analytics","LinkedIn Ads","HubSpot","Google Syndication","Bing Ads","Amplitude","Outbrain","Other"],"vendorTable":[{"category":"Google Marketing","company":"Google LLC","country":"United States"},{"category":"Google","company":"Google LLC","country":"United States"},{"category":"Google Analytics","company":"Google LLC","country":"United States"},{"category":"Facebook","company":"Meta Platforms, Inc.","country":"United States"},{"category":"Google AdServices","company":"Google LLC","country":"United States"},{"category":"TikTok Analytics","company":"TikTok Pte. Ltd.","country":"Singapore"},{"category":"Hotjar","withheld":"the notice names a group of companies, not one company"},{"category":"Klaviyo","company":"Klaviyo, Inc.","country":"United States"},{"category":"LinkedIn Analytics","company":"LinkedIn Corporation","country":"United States"},{"category":"LinkedIn Ads","company":"LinkedIn Corporation","country":"United States"},{"category":"HubSpot","company":"HubSpot, Inc.","country":"United States"},{"category":"Google Syndication","company":"Google LLC","country":"United States"},{"category":"Bing Ads","company":"Microsoft Corporation","country":"United States"},{"category":"Amplitude","company":"Amplitude, Inc.","country":"United States"},{"category":"Outbrain","company":"Teads Holding Co. (formerly Outbrain Inc.)","country":"United States"}],"vendorTableSource":{"checkedBy":"Dxtra (AI-assisted review against each vendor's own notice or terms; not legal advice)","sourceSha256":"7c48ffe0964b6697ca52cad60a34ee49bd0ea46a0c85bfed411981e98da3fd4c","notes":{"google":"For Google, the company Google's Terms of Service name for users of its services (country version: Malaysia, read October 18, 2026)."}}},{"id":"notice_template_shared","theme":"notice-quality","series":"observation","label":"Privacy notice text identical to another site's notice","findingIds":[],"disposition":"Two or more sites in the cohort whose retained notice text has the same policyHash after normalization; the count of distinct templates and the share of sites using one. No site or template is named.","denominator":"Businesses in the sample with a privacy notice read","unit":"share","labelRule":"Observation; a shared template is not a finding.","headline":false},{"id":"ai_mentioned_in_notice","theme":"ai","series":"observation","label":"Privacy notice mentions artificial intelligence or automated decision-making","findingIds":[],"disposition":"Policy AI evidence mentionsAi on the retained notice text, read in the notice's own language; withheld where the language is unsupported.","denominator":"Businesses in the sample with a privacy notice read","unit":"share","labelRule":"Observation; a mention is not a disclosure and its absence is not a finding.","headline":true},{"id":"ai_chat_widget","theme":"ai","series":"observation","label":"Live-chat or AI assistant widget on the homepage, by vendor","findingIds":["M31"],"disposition":"detectChatWidgets on the rendered homepage; the vendor from the widget signature; whether the vendor markets the widget as AI-driven is taken from the checked vendor table, never inferred from the page. 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