{"total":99,"offset":0,"limit":50,"studies":[{"slug":"strac-ai-security-privacy-shape-collapse-2026","title":"Strac Holds Top 10, Then Falls to 309th","description":"Measured against the Machine Relations Index, Strac.io ranks top 10 in one AI Security & Privacy buyer shape and rank 309 of 356 in another.","date":"2026-09-29","url":"https://paralabs.ai/blog/strac-ai-security-privacy-shape-collapse-2026","markdown_url":"https://paralabs.ai/blog/strac-ai-security-privacy-shape-collapse-2026.md"},{"slug":"acorns-ai-comparison-answer-citation-gap-2026","title":"Acorns Ranks First in AI Comparison Answers and Disappears From Best-Investment Lists","description":"In the September 29 Machine Relations Index, acorns.com ranks first among 187 sources in Consumer Finance comparison answers, with a 37.5% citation rate, but records no published citation rate in best-tools or ranked-list answers.","date":"2026-09-29","url":"https://paralabs.ai/blog/acorns-ai-comparison-answer-citation-gap-2026","markdown_url":"https://paralabs.ai/blog/acorns-ai-comparison-answer-citation-gap-2026.md"},{"slug":"buyer-question-source-carryover-2026","title":"Any Two Buyer Questions Share 2 Sources Of 10","description":"Across the 220 pairs of buyer questions the Machine Relations Index publishes inside a single category, the two top-ten source lists share a median of 2 domains. Grouping the questions into shopping and research families predicts nothing: two shopping questions overlap no more than one of each. The sources that do carry are platforms, not publications.","date":"2026-09-28","url":"https://paralabs.ai/blog/buyer-question-source-carryover-2026","markdown_url":"https://paralabs.ai/blog/buyer-question-source-carryover-2026.md"},{"slug":"reddit-prosumer-ai-shopping-shapes-2026","title":"Reddit Wins 4 of 6 Prosumer AI Shopping Shapes","description":"Reddit ranks first in four of six Machine Relations Index Emergent Prosumer shopping shapes and top three in all six.","date":"2026-09-27","url":"https://paralabs.ai/blog/reddit-prosumer-ai-shopping-shapes-2026","markdown_url":"https://paralabs.ai/blog/reddit-prosumer-ai-shopping-shapes-2026.md"},{"slug":"predicted-shopping-carriers-run-date-verdict-2026","title":"1 of 3 Predicted AI Shopping Carriers Arrived","description":"Seven releases ago we named hubspot.com, zapier.com and adyen.com as the next vendors likely to hold a top-10 AI citation slot in two shopping question shapes. On the 2026-09-26 Machine Relations Index release hubspot.com does. The other two are unchanged to the single observed run, because their segments were never observed again — which means our own falsifier was untestable as written.","date":"2026-09-26","url":"https://paralabs.ai/blog/predicted-shopping-carriers-run-date-verdict-2026","markdown_url":"https://paralabs.ai/blog/predicted-shopping-carriers-run-date-verdict-2026.md"},{"slug":"ai-shopping-answer-source-pool-depth-2026","title":"AI Shopping Answers Draw on 233 Domains and Repeat 13: Source-Pool Depth Across 43 Segments","description":"Measured against the Machine Relations Index, the 43 published shopping-shape segments of the 2026-09-25 release cite a median 233 distinct domains each — and in the median segment only 13 of them appear in at least one answer in ten, while 44.4 percent appear exactly once. The pool a brand joins and the pool a brand competes in are different sizes.","date":"2026-09-25","url":"https://paralabs.ai/blog/ai-shopping-answer-source-pool-depth-2026","markdown_url":"https://paralabs.ai/blog/ai-shopping-answer-source-pool-depth-2026.md"},{"slug":"consumer-health-supplement-brand-shopping-shape-gap","title":"Nature Made Holds Rank 9 in AI Comparison Answers and Rank 273 in AI Roundups: A Consumer-Health Shape Gap","description":"Measured against the Machine Relations Index, six named wellness and supplement brands — Nature Made, Vitamin Shoppe, GNC, Nordic Naturals, Liquid I.V. and NOW Foods — hold sharply different citation ranks in AI head-to-head comparisons than in AI best-tools and top-list answers, in the same Consumer Health category, over the same window.","date":"2026-09-24","url":"https://paralabs.ai/blog/consumer-health-supplement-brand-shopping-shape-gap","markdown_url":"https://paralabs.ai/blog/consumer-health-supplement-brand-shopping-shape-gap.md"},{"slug":"best-tools-vs-comparisons-robo-advisor-rank-gap-2026","title":"The Best-Tools List and the Comparison Answer Are Different Contests: A Six-Broker Rank Gap","description":"Across six named robo-advisor and brokerage brands, every one ranks far higher in AI comparison answers than in best-tools roundups for the same category — measured against the Machine Relations Index.","date":"2026-09-23","url":"https://paralabs.ai/blog/best-tools-vs-comparisons-robo-advisor-rank-gap-2026","markdown_url":"https://paralabs.ai/blog/best-tools-vs-comparisons-robo-advisor-rank-gap-2026.md"},{"slug":"hr-software-ai-leaderboard-rank-distance-2026","title":"The First HR Software AI Leaderboard Has a Six-Citation Gap Between Rank 1 and Rank 10","description":"HR & Talent's first published buyer-choice leaderboard is mature enough to cite and too young to treat as a category verdict. Pin.com leads the how-buyers-choose shape with 14 of 101 observed runs; Lever.co holds rank 10 with 8. Seven domains sit at 8 or 9 cited runs, and the first editorial publication is rank 11 with the same cited-run count as rank 10.","date":"2026-09-21","url":"https://paralabs.ai/blog/hr-software-ai-leaderboard-rank-distance-2026","markdown_url":"https://paralabs.ai/blog/hr-software-ai-leaderboard-rank-distance-2026.md"},{"slug":"consumer-products-ai-shopping-leaderboard-collecting-confidence-2026","title":"27 of 60: Nearly Half the Domains Leading AI Shopping Answers Haven't Cleared the Evidence Floor","description":"Across the six published buyer-question shapes in the Machine Relations Index's Consumer Products category, 27 of the 60 top-ten citation slots belong to domains still graded 'collecting' overall — below the evidence floor that would make their rate stable. Most of the leaderboard is unclassified brand and retailer sites, not the household editorial or vendor names GEO advice assumes.","date":"2026-09-20","url":"https://paralabs.ai/blog/consumer-products-ai-shopping-leaderboard-collecting-confidence-2026","markdown_url":"https://paralabs.ai/blog/consumer-products-ai-shopping-leaderboard-collecting-confidence-2026.md"},{"slug":"amazon-editorial-publication-misclassification-2026","title":"Amazon in AI Citations: Read It as a Retail Source, Not an Editorial One","description":"Amazon is cited in 1.47% of 16,039 monitored AI answer runs across all six engines, more than Walmart, Target, Best Buy and eBay combined. Brands should read those citations as a retailer's own catalog, not editorial validation.","date":"2026-09-20","url":"https://paralabs.ai/blog/amazon-editorial-publication-misclassification-2026","markdown_url":"https://paralabs.ai/blog/amazon-editorial-publication-misclassification-2026.md"},{"slug":"shopping-shape-carriers-decision-question-citation-2026","title":"Shopping-Shape Carriers, Re-Measured: 6 of 7 Vendors That Hold Two Shopping Shapes Also Hold a Top-10 Decision-Question Slot. 3 of 25 Single-Shape Vendors Do.","description":"One release after the shopping-shape cross-section, the seven vendor–category pairs whose top-10 AI citation slot carries across two shopping shapes are the same seven. Engine count, confidence grade and overall citation volume do not separate them from the 25 single-shape pairs. Standing in the same category's how-buyers-choose, is-it-worth-it and problem-first answers does: 6 of 7 carriers hold a decision-shape top-10, against 3 of 25.","date":"2026-09-19","url":"https://paralabs.ai/blog/shopping-shape-carriers-decision-question-citation-2026","markdown_url":"https://paralabs.ai/blog/shopping-shape-carriers-decision-question-citation-2026.md"},{"slug":"vendor-citation-shopping-question-shape-cross-section","title":"Shopping-Shape Cross-Section: In 26 of 33 Cases a Vendor Holds a Top-10 AI Citation Slot in Only One Question Shape","description":"Across 39 published shopping segments of the Machine Relations Index, a vendor-owned domain reaches a top-10 citation slot in its category 33 times; only 7 of those hold across more than one question shape. Huntress leads cybersecurity best-tools answers at 58.7% and is not cited in top-list answers at all.","date":"2026-09-18","url":"https://paralabs.ai/blog/vendor-citation-shopping-question-shape-cross-section","markdown_url":"https://paralabs.ai/blog/vendor-citation-shopping-question-shape-cross-section.md"},{"slug":"why-ai-visibility-scores-differ-between-tools","title":"Why AI Visibility Scores Differ Between Tools","description":"AI visibility scores differ because tools choose different engines, prompts, denominators, source roles, evidence floors, and freshness windows. Measured on one Machine Relations Index release, engine roster moves the number most: at most 67.5% of cited domains appear in exactly one engine's answers.","date":"2026-09-15","url":"https://paralabs.ai/blog/why-ai-visibility-scores-differ-between-tools","markdown_url":"https://paralabs.ai/blog/why-ai-visibility-scores-differ-between-tools.md"},{"slug":"openai-data-agent-ai-visibility-measurement-control-plane-2026","title":"OpenAI's Data Agent Turns AI Visibility Measurement Into a Governed Data Problem","description":"OpenAI's Data agent in ChatGPT Work shows why AI visibility measurement now depends on governed semantic layers, source permissions, and revenue context instead of standalone dashboards.","date":"2026-09-11","url":"https://paralabs.ai/blog/openai-data-agent-ai-visibility-measurement-control-plane-2026","markdown_url":"https://paralabs.ai/blog/openai-data-agent-ai-visibility-measurement-control-plane-2026.md"},{"slug":"ai-visibility-index-brand-discovery-citation-rate-problem-2026","title":"The AI Visibility Index Shows Brand Discovery Is Now a Citation Rate Problem","description":"AI visibility indexes show brand discovery shifting from rankings to citation rate, source quality, and proof.","date":"2026-08-17","url":"https://paralabs.ai/blog/ai-visibility-index-brand-discovery-citation-rate-problem-2026","markdown_url":"https://paralabs.ai/blog/ai-visibility-index-brand-discovery-citation-rate-problem-2026.md"},{"slug":"sharepoint-ai-citation-analytics-brand-visibility-measurement-2026","title":"SharePoint AI Citation Analytics Makes Citation Rate a Real Content Metric","description":"SharePoint's AI citation analytics show why citation rate is becoming a practical content metric.","date":"2026-08-16","url":"https://paralabs.ai/blog/sharepoint-ai-citation-analytics-brand-visibility-measurement-2026","markdown_url":"https://paralabs.ai/blog/sharepoint-ai-citation-analytics-brand-visibility-measurement-2026.md"},{"slug":"microsoft-clarity-ai-brand-visibility-below-the-click-2026","title":"Microsoft Clarity Shows Brand Visibility Is Moving Below the Click","description":"Microsoft Clarity's AI citation split shows why brand visibility now lives below the click.","date":"2026-08-15","url":"https://paralabs.ai/blog/microsoft-clarity-ai-brand-visibility-below-the-click-2026","markdown_url":"https://paralabs.ai/blog/microsoft-clarity-ai-brand-visibility-below-the-click-2026.md"},{"slug":"fake-deodorant-brand-ai-recommendations-visibility-case-study-2026","title":"The Fake Deodorant Brand That Won AI Recommendations","description":"A fake deodorant brand shows why AI visibility needs corroborated source architecture, not prompt tricks.","date":"2026-08-13","url":"https://paralabs.ai/blog/fake-deodorant-brand-ai-recommendations-visibility-case-study-2026","markdown_url":"https://paralabs.ai/blog/fake-deodorant-brand-ai-recommendations-visibility-case-study-2026.md"},{"slug":"stanley-1913-ai-search-brand-visibility-source-architecture","title":"Stanley 1913's AI search shift shows source architecture is now brand work","description":"Stanley 1913 shows how retail AI visibility now depends on agent-facing product evidence, not campaign copy.","date":"2026-08-12","url":"https://paralabs.ai/blog/stanley-1913-ai-search-brand-visibility-source-architecture","markdown_url":"https://paralabs.ai/blog/stanley-1913-ai-search-brand-visibility-source-architecture.md"},{"slug":"openai-chatgpt-product-discovery-shopping-brand-feed-visibility","title":"OpenAI's Product Feeds Move Brand Visibility Into ChatGPT Shopping","description":"OpenAI's product-feed path turns ChatGPT shopping visibility into a source architecture problem.","date":"2026-08-11","url":"https://paralabs.ai/blog/openai-chatgpt-product-discovery-shopping-brand-feed-visibility","markdown_url":"https://paralabs.ai/blog/openai-chatgpt-product-discovery-shopping-brand-feed-visibility.md"},{"slug":"zoom-creator-ai-search-visibility-source-strategy-2026","title":"Zoom's Creator Bet Shows AI Search Visibility Is Becoming Source Strategy","description":"Zoom's creator push shows why AI visibility now depends on source authority, not social reach alone.","date":"2026-08-10","url":"https://paralabs.ai/blog/zoom-creator-ai-search-visibility-source-strategy-2026","markdown_url":"https://paralabs.ai/blog/zoom-creator-ai-search-visibility-source-strategy-2026.md"},{"slug":"brand-visibility-measurement-beyond-search-rankings-ai-platforms-2026","title":"Brand Visibility Measurement Is Moving Beyond Search Rankings","description":"AI visibility measurement is shifting from rankings to deployed fixes, impact proof, and answer-surface evidence.","date":"2026-08-09","url":"https://paralabs.ai/blog/brand-visibility-measurement-beyond-search-rankings-ai-platforms-2026","markdown_url":"https://paralabs.ai/blog/brand-visibility-measurement-beyond-search-rankings-ai-platforms-2026.md"},{"slug":"petsmart-ai-salon-bookings-brand-visibility-case-study-2026","title":"PetSmart's 22% AI Salon Lift Shows Brand Visibility Is Moving Into Decisioning","description":"PetSmart's AI salon-booking lift shows why brand visibility now depends on decisioning, not just search rankings.","date":"2026-08-08","url":"https://paralabs.ai/blog/petsmart-ai-salon-bookings-brand-visibility-case-study-2026","markdown_url":"https://paralabs.ai/blog/petsmart-ai-salon-bookings-brand-visibility-case-study-2026.md"},{"slug":"dove-chatgpt-hair-mask-ai-visibility-wpp-case-study-2026","title":"Dove's ChatGPT Hair-Mask Visibility Shows AI Discovery Is Measurable","description":"Dove's ChatGPT hair-mask result shows why AI discovery needs measurable, source-backed brand proof.","date":"2026-08-07","url":"https://paralabs.ai/blog/dove-chatgpt-hair-mask-ai-visibility-wpp-case-study-2026","markdown_url":"https://paralabs.ai/blog/dove-chatgpt-hair-mask-ai-visibility-wpp-case-study-2026.md"},{"slug":"cloudflare-aeo-dashboard-ai-visibility-first-party-infrastructure-2026","title":"Cloudflare's AEO Dashboard Shows AI Visibility Is Moving Into First-Party Infrastructure","description":"Cloudflare's AEO dashboard shows why AI visibility is becoming first-party measurement infrastructure.","date":"2026-08-06","url":"https://paralabs.ai/blog/cloudflare-aeo-dashboard-ai-visibility-first-party-infrastructure-2026","markdown_url":"https://paralabs.ai/blog/cloudflare-aeo-dashboard-ai-visibility-first-party-infrastructure-2026.md"},{"slug":"time-ai-bot-website-ads-brand-visibility-2026","title":"TIME's AI Bot Website Turns Brand Visibility Into a Separate Media Surface","description":"TIME's AI bot ad test shows brand visibility becoming machine-readable media inventory.","date":"2026-08-05","url":"https://paralabs.ai/blog/time-ai-bot-website-ads-brand-visibility-2026","markdown_url":"https://paralabs.ai/blog/time-ai-bot-website-ads-brand-visibility-2026.md"},{"slug":"grubhub-chatgpt-ads-measurement-ai-visibility-2026","title":"Grubhub's ChatGPT Ad Test Shows AI Visibility Is Becoming Measurable In-App","description":"Grubhub's ChatGPT ad test shows AI visibility moving from mentions to measurable in-app outcomes.","date":"2026-08-04","url":"https://paralabs.ai/blog/grubhub-chatgpt-ads-measurement-ai-visibility-2026","markdown_url":"https://paralabs.ai/blog/grubhub-chatgpt-ads-measurement-ai-visibility-2026.md"},{"slug":"iab-ai-visibility-measurement-brand-discovery-2026","title":"IAB's AI Visibility Guidance Turns Brand Measurement Into a Discovery Problem","description":"IAB's AI visibility guidance shows why brands need repeated measurement and source repair.","date":"2026-08-03","url":"https://paralabs.ai/blog/iab-ai-visibility-measurement-brand-discovery-2026","markdown_url":"https://paralabs.ai/blog/iab-ai-visibility-measurement-brand-discovery-2026.md"},{"slug":"seer-brand-mentions-ai-answers-visibility-study-2026","title":"What Seer's Brand Mention Study Shows About AI Answer Visibility","description":"Seer's AI answer study shows why brand mentions depend on source diversity, category context, and citation-ready proof.","date":"2026-08-02","url":"https://paralabs.ai/blog/seer-brand-mentions-ai-answers-visibility-study-2026","markdown_url":"https://paralabs.ai/blog/seer-brand-mentions-ai-answers-visibility-study-2026.md"},{"slug":"ai-brand-recognition-mention-gap-2026","title":"The Recognition Gap: Why AI Knows Your Brand but Won't Recommend It","description":"AI describes 96% of brands accurately but recommends almost none. Three 2026 studies show what actually closes the gap.","date":"2026-07-31","url":"https://paralabs.ai/blog/ai-brand-recognition-mention-gap-2026","markdown_url":"https://paralabs.ai/blog/ai-brand-recognition-mention-gap-2026.md"},{"slug":"brands-buy-ads-ai-bots-earned-citations-visibility-2026","title":"Can Brands Buy Their Way Into AI Answers? What Time Selling Ads to AI Bots Reveals","description":"Time is now selling ads inside the pages AI crawlers read. Paid bot reach and an earned AI citation are not the same thing — here's the difference.","date":"2026-07-30","url":"https://paralabs.ai/blog/brands-buy-ads-ai-bots-earned-citations-visibility-2026","markdown_url":"https://paralabs.ai/blog/brands-buy-ads-ai-bots-earned-citations-visibility-2026.md"},{"slug":"chemist-warehouse-ai-overviews-brand-visibility-retail-case-study-2026","title":"Chemist Warehouse Tripled Its AI Overview Appearances. Here's What the Number Actually Proves.","description":"Chemist Warehouse grew Google AI Overview appearances 220% in a quarter. The panel that disclosed it also admitted the chain doesn't reach revenue.","date":"2026-07-29","url":"https://paralabs.ai/blog/chemist-warehouse-ai-overviews-brand-visibility-retail-case-study-2026","markdown_url":"https://paralabs.ai/blog/chemist-warehouse-ai-overviews-brand-visibility-retail-case-study-2026.md"},{"slug":"youtube-most-cited-source-ai-search-brand-visibility-2026","title":"YouTube Is Now the Most-Cited Source in AI Search. Here's What CMOs Should Do.","description":"Meltwater found YouTube produced 188,863 AI citations in May, up 56.4% MoM — now the most-cited source in AI search. What it means for brands.","date":"2026-07-28","url":"https://paralabs.ai/blog/youtube-most-cited-source-ai-search-brand-visibility-2026","markdown_url":"https://paralabs.ai/blog/youtube-most-cited-source-ai-search-brand-visibility-2026.md"},{"slug":"ai-brand-visibility-myths-data-2026","title":"The Biggest Myths About AI Brand Visibility, and What the Data Actually Shows","description":"Five AI brand-visibility myths, debunked with 2026 data: web mentions out-predict backlinks 3:1 and earned media out-cites owned content.","date":"2026-07-28","url":"https://paralabs.ai/blog/ai-brand-visibility-myths-data-2026","markdown_url":"https://paralabs.ai/blog/ai-brand-visibility-myths-data-2026.md"},{"slug":"semrush-ai-category-brand-leader-citation-mention-gap-2026","title":"Most Categories Still Have No AI Brand Leader: Inside Semrush's 126-Million-Prompt Study","description":"Semrush studied 126M AI prompts and found 85% of categories have no clear brand leader in ChatGPT. The mention-citation gap is why.","date":"2026-07-27","url":"https://paralabs.ai/blog/semrush-ai-category-brand-leader-citation-mention-gap-2026","markdown_url":"https://paralabs.ai/blog/semrush-ai-category-brand-leader-citation-mention-gap-2026.md"},{"slug":"brand-website-invisible-ai-search-crawlers-visibility-2026","title":"When a Brand Website Is Invisible to AI Search, Visibility Starts With Crawlability","description":"AI search visibility starts with crawler access, readable pages, and source-backed brand claims.","date":"2026-07-26","url":"https://paralabs.ai/blog/brand-website-invisible-ai-search-crawlers-visibility-2026","markdown_url":"https://paralabs.ai/blog/brand-website-invisible-ai-search-crawlers-visibility-2026.md"},{"slug":"google-ai-ad-labels-brand-provenance-visibility-2026","title":"Google's AI Ad Labels Turn Brand Provenance Into a Visibility Signal","description":"Google's AI ad labels show why brand provenance is becoming measurable visibility infrastructure.","date":"2026-07-25","url":"https://paralabs.ai/blog/google-ai-ad-labels-brand-provenance-visibility-2026","markdown_url":"https://paralabs.ai/blog/google-ai-ad-labels-brand-provenance-visibility-2026.md"},{"slug":"yext-ai-search-most-cited-brands-visibility-case-study-2026","title":"Yext's AI Citation Data Shows Brand Visibility Now Depends on Source Control","description":"Yext's citation study shows why AI visibility depends on controlled sources, not size alone.","date":"2026-07-24","url":"https://paralabs.ai/blog/yext-ai-search-most-cited-brands-visibility-case-study-2026","markdown_url":"https://paralabs.ai/blog/yext-ai-search-most-cited-brands-visibility-case-study-2026.md"},{"slug":"bain-ai-summary-data-brand-visibility-above-click-2026","title":"Bain Dynata Survey AI Summaries Brand Visibility","description":"Bain's AI summary data shows brand visibility now has to be earned before the click.","date":"2026-07-22","url":"https://paralabs.ai/blog/bain-ai-summary-data-brand-visibility-above-click-2026","markdown_url":"https://paralabs.ai/blog/bain-ai-summary-data-brand-visibility-above-click-2026.md"},{"slug":"tracksuit-hall-acquisition-ai-visibility-brand-measurement","title":"Tracksuit's Hall Acquisition Shows AI Visibility Is Becoming Brand Measurement Infrastructure","description":"Tracksuit's Hall deal shows AI answer surfaces are becoming brand measurement infrastructure.","date":"2026-07-21","url":"https://paralabs.ai/blog/tracksuit-hall-acquisition-ai-visibility-brand-measurement","markdown_url":"https://paralabs.ai/blog/tracksuit-hall-acquisition-ai-visibility-brand-measurement.md"},{"slug":"ai-visibility-revenue-measurement-business-impact-2026","title":"AI Visibility's Revenue Test: How Brands Measure the Business Impact of AI Search in 2026","description":"Forrester and Muck Rack data show why AI visibility is now a revenue question — and how brands measure the business impact.","date":"2026-07-20","url":"https://paralabs.ai/blog/ai-visibility-revenue-measurement-business-impact-2026","markdown_url":"https://paralabs.ai/blog/ai-visibility-revenue-measurement-business-impact-2026.md"},{"slug":"ai-assistants-cite-third-party-lists-not-homepage-2026","title":"AI Assistants Cite Third-Party Lists, Not Your Homepage. A 60,000-Citation Study Shows How Little Your Own Site Counts.","description":"A study of 60,350 AI citations found homepages earn just 4-7% of them. Third-party lists win 75-81%. What that means for brand visibility.","date":"2026-07-19","url":"https://paralabs.ai/blog/ai-assistants-cite-third-party-lists-not-homepage-2026","markdown_url":"https://paralabs.ai/blog/ai-assistants-cite-third-party-lists-not-homepage-2026.md"},{"slug":"ai-visibility-rankings-instability-brand-measurement-2026","title":"AI Visibility Rankings Are Too Unstable for One-Off Brand Measurement","description":"AI visibility rankings need repeated measurement, source architecture, and stability checks before brands trust them.","date":"2026-07-18","url":"https://paralabs.ai/blog/ai-visibility-rankings-instability-brand-measurement-2026","markdown_url":"https://paralabs.ai/blog/ai-visibility-rankings-instability-brand-measurement-2026.md"},{"slug":"adobe-brand-visibility-ai-discovery-measurement-layer-2026","title":"Adobe Brand Visibility Shows Why AI Discovery Is a Measurement Layer","description":"Adobe's launch shows why AI visibility needs source architecture, not just prompt tracking.","date":"2026-07-17","url":"https://paralabs.ai/blog/adobe-brand-visibility-ai-discovery-measurement-layer-2026","markdown_url":"https://paralabs.ai/blog/adobe-brand-visibility-ai-discovery-measurement-layer-2026.md"},{"slug":"trustpilot-seer-review-profiles-ai-citation-infrastructure-2026","title":"Trustpilot and Seer Show Review Profiles Are Becoming AI Citation Infrastructure","description":"Trustpilot and Seer show review profiles are becoming third-party citation infrastructure for AI answers.","date":"2026-07-16","url":"https://paralabs.ai/blog/trustpilot-seer-review-profiles-ai-citation-infrastructure-2026","markdown_url":"https://paralabs.ai/blog/trustpilot-seer-review-profiles-ai-citation-infrastructure-2026.md"},{"slug":"google-ai-max-keyword-control-brand-legibility-2026","title":"Google AI Max Took Keyword Control Away. Brand Legibility Is the New Lever.","description":"AI Max moved DTC campaign control from keyword lists to what Gemini infers your brand is. The BattlBox case shows why legibility now beats negatives.","date":"2026-07-14","url":"https://paralabs.ai/blog/google-ai-max-keyword-control-brand-legibility-2026","markdown_url":"https://paralabs.ai/blog/google-ai-max-keyword-control-brand-legibility-2026.md"},{"slug":"google-ai-shopping-graph-brand-discovery-2026","title":"Google's AI Overviews Are Eating Shopping Clicks. The Winners Are Being Cited, Not Ranked.","description":"AI Overviews now hit 14% of shopping queries. The data shows the winning move is earning citations, not rebuilding SEO.","date":"2026-07-13","url":"https://paralabs.ai/blog/google-ai-shopping-graph-brand-discovery-2026","markdown_url":"https://paralabs.ai/blog/google-ai-shopping-graph-brand-discovery-2026.md"},{"slug":"ai-search-tracking-brand-visibility-rankings-to-citations-2026","title":"AI Search Tracking Is Moving Brand Visibility From Rankings to Citations","description":"AI search tracking is shifting brand visibility from ranking reports to citation, source, and answer presence.","date":"2026-07-11","url":"https://paralabs.ai/blog/ai-search-tracking-brand-visibility-rankings-to-citations-2026","markdown_url":"https://paralabs.ai/blog/ai-search-tracking-brand-visibility-rankings-to-citations-2026.md"},{"slug":"ai-brand-shortlist-instability-persistent-visibility-2026","title":"AI Brand Recommendations Are Unstable: Why One Mention Isn't Visibility","description":"AI brand recommendations swap up to 75% on a reworded prompt. Why one mention isn't visibility, and what to measure instead.","date":"2026-07-10","url":"https://paralabs.ai/blog/ai-brand-shortlist-instability-persistent-visibility-2026","markdown_url":"https://paralabs.ai/blog/ai-brand-shortlist-instability-persistent-visibility-2026.md"}]}