{"version":"1.0","type":"stack","id":"23da5a32-1463-40df-80e9-2f47f44f88c1","url":"https://stacklist.com/c/business/stack/23da5a32-1463-40df-80e9-2f47f44f88c1","title":"Stacklist Articles, by the Stacklist team","description":"Build Better Products with Insights & Inspiration.\nPractical insights and real stories to guide your product from vision to reality.","privacy":"public","created_at":"2026-10-03T04:02:20.989Z","updated_at":"2026-10-07T17:51:01.857Z","author":{"username":"stacklist-team","name":"Stacklist Team","url":"https://stacklist.com/stacklist-team","type":"person"},"category":{"id":"business","name":"business","url":"https://stacklist.com/c/business"},"items":[{"id":"a8ba987c-b072-4831-9e97-1101fa73d5ac","position":1,"title":"When Should a Startup Care About AI Search?","url":null,"note":"A new company starts at zero. Why publishing a day-one library of tools, partners and honest comparisons beats building the website first. Ok\n","image":{"url":"https://ucarecdn.com/5b65fb84-4f7f-4a3e-8ed5-395f8523e0f3/","alt":"When Should a Startup Care About AI Search?","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/a8ba987c-b072-4831-9e97-1101fa73d5ac","created_at":"2026-10-03T04:03:18.319Z","updated_at":null,"aco":{"summary":"Startups should prioritize creating a resource library of tools, partners, and knowledge on day one rather than building a website first, as AI search systems index specific, valuable content faster than generic homepages. 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Let’s go. 🏃‍♂️ TL;DR New Pricing Plans. More value. Simpler plans. All new Card layout, Card Detail Views, Profile Layout, Shared Stack layout Mobile App updates (iOS / Android) — the best got even better New Newsletter (The List) that serves up the best of Stacklist.","image":{"url":"https://ucarecdn.com/6c3e3d23-2e22-414a-8198-cde5d973637b/","alt":"🤯 Big Stacklist Updates — Stacklist Blog","width":1200,"height":675},"direct_link":"https://stacklist.com/card/7c2598dd-5c89-47d5-8c9c-9fa7878f7fb1","created_at":"2026-10-03T04:12:31.989Z","updated_at":null,"aco":{"summary":"Stacklist announced major platform updates including new simplified pricing plans, redesigned card layouts with detail views, mobile app improvements, and a new weekly newsletter called The List. The company transitioned from three pricing tiers to two plans (Curator Free and Curator Pro at $8/mo) while grandfathering existing users with better rates.","tags":["stacklist","product-updates","pricing","mobile-app","ui-redesign","newsletter"],"key_entities":[{"name":"Stacklist","type":"organization","confidence":0.99},{"name":"Kyle","type":"person","confidence":0.85},{"name":"Martina","type":"person","confidence":0.8},{"name":"AI-supported search","type":"technology","confidence":0.9},{"name":"Curator Pro","type":"concept","confidence":0.95},{"name":"The List newsletter","type":"event","confidence":0.9}],"classification":"memo","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:12:35.336Z"},"token_counts":{"approximate":1108,"cl100k":1135},"content_hash":"sha256:60deb2585bb869ec99501d00fad5003c47fd72bbc5d270f4e8ebbc7e9e7d2bfd","acp_version":"0.2","body_available":true,"body_tokens":1108,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"554b2e3e-c22e-4971-8d2b-70738e6ae2d5","position":9,"title":"🚀 Too much goodness for a headline.  — Stacklist Blog","url":null,"note":"There's so much goodness packed into this post that I had an an impossible time trying to think up a title. How about we just dive in and you can see what I mean.","image":{"url":"https://ucarecdn.com/5f94dfe4-98fb-4f4d-99e0-6060c121f095/","alt":"🚀 Too much goodness for a headline.  — Stacklist Blog","width":1200,"height":675},"direct_link":"https://stacklist.com/card/554b2e3e-c22e-4971-8d2b-70738e6ae2d5","created_at":"2026-10-03T04:12:23.321Z","updated_at":null,"aco":{"summary":"Stacklist released major updates including mobile app profile management, Safari browser extension support, and new social features like Likes and Activity tracking. 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Happy Wednesday! We have a few exciting Stacklist updates to share with you! Geniuslink Integration Mobile Updates Galore! A Whole New Look Coming Soon Let's dive in! -- Kyle and Martina Your Stacklist Cards are now..","image":{"url":"https://ucarecdn.com/3579cd0e-9bec-494c-9a3e-6e83f755dbad/","alt":"April 2025 Stacklist Updates — Stacklist Blog","width":1200,"height":675},"direct_link":"https://stacklist.com/card/08e1a4fd-13d6-4e0a-a9e1-45ed8ef1383d","created_at":"2026-10-03T04:12:09.961Z","updated_at":null,"aco":{"summary":"Stacklist announces April 2025 updates including a new Geniuslink integration for monetizing shared content, ten mobile app improvements for performance and user experience, and redesigned card layouts with upcoming features like comments. 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When we first rolled out to friends and family in August 2024, and then publicly in September, we got really positive feedback about the interface and experience.","image":{"url":"https://ucarecdn.com/b1cfb69c-89be-4777-93c2-b99bf39cff3e/","alt":"Stacklist 2.0: A Fresh New Look and Feel — Stacklist Blog","width":1200,"height":675},"direct_link":"https://stacklist.com/card/a4ebfab0-8e58-446a-b512-84aa4d3af902","created_at":"2026-10-03T04:11:44.284Z","updated_at":null,"aco":{"summary":"Stacklist 2.0 introduces a major redesign with a new left-hand navigation bar, supercharged search functionality, improved card management, and flexible stack views. 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We're ecstatic to announce that Stacklist, along with Martina and I, have been invited to join the Blue Startups Accelerator as a portfolio company.","image":{"url":"https://ucarecdn.com/6d92c233-6048-421a-a2e6-2f870a374f11/","alt":"Stacklist Joins Blue Startups Accelerator in Hawaii! 🌺 🏝️ — Stacklist Blog","width":1200,"height":675},"direct_link":"https://stacklist.com/card/17bc2fa1-9fb5-41fd-80ea-6436a0b7d9a9","created_at":"2026-10-03T04:11:18.937Z","updated_at":null,"aco":{"summary":"Stacklist has been accepted into the Blue Startups Accelerator program as a portfolio company and will spend 12 weeks in Honolulu refining their product and messaging. 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AI assistants read visible text and headings rather than data hidden in JSON-LD markup, making structured data useful only for classic SEO and rich results.","tags":["schema-markup","ai-citations","json-ld","seo","ai-discovery","structured-data"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Ahrefs","type":"organization","confidence":0.95},{"name":"searchVIU","type":"organization","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.9},{"name":"JSON-LD","type":"technology","confidence":0.95},{"name":"ChatGPT","type":"technology","confidence":0.95},{"name":"Google AI Overviews","type":"technology","confidence":0.9},{"name":"Claude","type":"technology","confidence":0.85},{"name":"Gemini","type":"technology","confidence":0.85},{"name":"Perplexity","type":"technology","confidence":0.85},{"name":"AI citations","type":"concept","confidence":0.95},{"name":"structured data","type":"concept","confidence":0.95}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:09:22.354Z"},"token_counts":{"approximate":3654,"cl100k":3113},"content_hash":"sha256:2782f28e192f5ff0e01b993ca48b8cfa33dccec7813814a533ea4664c2d3d6d7","acp_version":"0.2","body_available":true,"body_tokens":3654,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"54d0c2bb-7cf7-4959-b97f-1ef990046c8b","position":25,"title":"llms.txt: what the logs actually show — Stacklist Blog","url":null,"note":"Everyone's adding an llms.txt file to their site. Ahrefs checked the server logs: 97% get zero requests. Here's who actually reads it, and what to do instead.","image":{"url":"https://ucarecdn.com/ff29fd65-4c7a-4f5c-a7a3-6669e9b74da9/","alt":"llms.txt: what the logs actually show — Stacklist Blog","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/54d0c2bb-7cf7-4959-b97f-1ef990046c8b","created_at":"2026-10-03T04:09:06.505Z","updated_at":null,"aco":{"summary":"llms.txt files are widely published but almost never read, with 97% receiving zero requests according to Ahrefs' analysis of 137,000 domains. Major AI search engines like ChatGPT and Perplexity rarely fetch these files, making the effort better spent on content structure instead.","tags":["llms.txt","ai-search","seo","content-marketing","server-logs","ai-assistants","web-optimization"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Jeremy Howard","type":"person","confidence":0.9},{"name":"Ahrefs","type":"organization","confidence":0.95},{"name":"Answer.AI","type":"organization","confidence":0.85},{"name":"Stacklist","type":"organization","confidence":0.9},{"name":"llms.txt","type":"technology","confidence":0.99},{"name":"ChatGPT","type":"technology","confidence":0.95},{"name":"Perplexity","type":"technology","confidence":0.9},{"name":"Slackbot","type":"technology","confidence":0.85},{"name":"AI-search","type":"concept","confidence":0.9},{"name":"server-logs","type":"concept","confidence":0.85},{"name":"July 13, 2026","type":"event","confidence":0.8}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:09:10.246Z"},"token_counts":{"approximate":3084,"cl100k":2728},"content_hash":"sha256:6f0ac13145f0f1331cb76cdcf04d3b10cd88fb17186106a178e82b9e29e5edd2","acp_version":"0.2","body_available":true,"body_tokens":3084,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"775e6afc-2b60-4fc7-bc81-804b59a941a3","position":26,"title":"How AI actually answers \"best X in [town]\": fan-out queries, explained — Stacklist Blog","url":null,"note":"One question to an AI assistant becomes dozens of hidden searches. Here's how query fan-out works, and how hyper-specific content wins those queries.","image":{"url":"https://ucarecdn.com/d8db04ec-5ebb-4687-bdd2-1a02d2419dc7/","alt":"How AI actually answers \"best X in [town]\": fan-out queries, explained — Stacklist Blog","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/775e6afc-2b60-4fc7-bc81-804b59a941a3","created_at":"2026-10-03T04:08:53.932Z","updated_at":null,"aco":{"summary":"Query fan-out is a mechanism where AI assistants break down single user questions into multiple hidden searches to retrieve comprehensive answers. Hyper-specific content targeting these sub-queries outperforms generic head-term content in AI-generated search results.","tags":["ai-search","query-fan-out","seo","content-strategy","retrieval-augmented-generation","local-search"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.95},{"name":"Google","type":"organization","confidence":0.95},{"name":"ChatGPT","type":"organization","confidence":0.9},{"name":"retrieval-augmented generation","type":"technology","confidence":0.92},{"name":"query fan-out","type":"concept","confidence":0.98},{"name":"generative AI features","type":"concept","confidence":0.9}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:08:57.169Z"},"token_counts":{"approximate":2708,"cl100k":2302},"content_hash":"sha256:116c1917ab9b31e583e435db9f87d0fbacd17a3267bbbcc8e173eba0e7c38f48","acp_version":"0.2","body_available":true,"body_tokens":2708,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"197ced5c-ccbb-4735-b5e8-21b9ffdaf79c","position":27,"title":"Who owns your AI visibility? The rented-space question, answered honestly — Stacklist Blog","url":null,"note":"Building your expertise on someone else's platform feels risky. Here's an honest Portability Checklist for evaluating any platform before you build there.","image":{"url":"https://ucarecdn.com/bb089463-f2eb-4d9f-b481-d955b544d367/","alt":"Who owns your AI visibility? The rented-space question, answered honestly — Stacklist Blog","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/197ced5c-ccbb-4735-b5e8-21b9ffdaf79c","created_at":"2026-10-03T04:08:45.211Z","updated_at":null,"aco":{"summary":"The article examines whether building expertise on third-party platforms is risky, arguing that the 'never build on rented land' advice is incomplete and often costs people visibility. It provides a practical checklist for evaluating platforms while acknowledging that all digital distribution surfaces, including owned domains, involve some degree of dependency on systems outside your control.","tags":["ai-visibility","platform-ownership","content-strategy","rented-land","domain-authority","digital-assets","portability"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.95},{"name":"domain-authority","type":"concept","confidence":0.9},{"name":"rented-land","type":"concept","confidence":0.9},{"name":"platform-portability","type":"concept","confidence":0.85}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:08:49.525Z"},"token_counts":{"approximate":3365,"cl100k":2822},"content_hash":"sha256:8abfcb6cd7e8ed25a270476a093615ad4d3128dd088ddd2b61c3150ced79a5d9","acp_version":"0.2","body_available":true,"body_tokens":3365,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"0e3fe738-b2e9-480b-bdbe-d151d60b3885","position":28,"title":"Run your own AI visibility audit in an afternoon — Stacklist Blog","url":null,"note":"There's no Search Console for ChatGPT. Here's how to run your own AI visibility audit in an afternoon, using nothing but a spreadsheet and a browser.","image":{"url":"https://ucarecdn.com/7dacf985-d89e-4904-80ff-f440be3c1f3a/","alt":"Run your own AI visibility audit in an afternoon — Stacklist Blog","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/0e3fe738-b2e9-480b-bdbe-d151d60b3885","created_at":"2026-10-03T04:08:36.322Z","updated_at":null,"aco":{"summary":"Run your own AI visibility audit in an afternoon using a spreadsheet and browser to discover how answer engines like ChatGPT, Perplexity, and Gemini mention your business. The guide presents a four-step Audit Loop method to test conversational prompts, log answers, score presence, and identify gaps in AI visibility.","tags":["ai-visibility","audit","answer-engines","seo","content-marketing","real-estate"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.95},{"name":"ChatGPT","type":"technology","confidence":0.95},{"name":"Perplexity","type":"technology","confidence":0.9},{"name":"Gemini","type":"technology","confidence":0.9},{"name":"Google Search Console","type":"technology","confidence":0.85},{"name":"Google Business Profile","type":"technology","confidence":0.85},{"name":"query fan-out","type":"concept","confidence":0.8},{"name":"Audit Loop","type":"concept","confidence":0.85},{"name":"Marietta","type":"location","confidence":0.75}],"classification":"tutorial","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:08:40.914Z"},"token_counts":{"approximate":2789,"cl100k":2427},"content_hash":"sha256:f03d83d94f9e1fc5ac2313fdb46cc6cea612eb30de71e9e483c3c88608ed5f0d","acp_version":"0.2","body_available":true,"body_tokens":2789,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"8720b573-66e0-442d-b445-dd0a289acf80","position":29,"title":"Atomic content: why AI cites collections, not pages — Stacklist Blog","url":null,"note":"AI engines don't cite whole pages, they cite passages. Here's how to restructure your best content into self-contained atomic units that get quoted.","image":{"url":"https://ucarecdn.com/7af6509d-d408-4c73-b6eb-90db5b7c34ee/","alt":"Atomic content: why AI cites collections, not pages — Stacklist Blog","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/8720b573-66e0-442d-b445-dd0a289acf80","created_at":"2026-10-03T04:08:25.294Z","updated_at":null,"aco":{"summary":"Atomic content is a framework for structuring knowledge as self-contained units that answer single questions completely, making content more discoverable by AI engines that cite passages rather than whole pages. AI systems extract and cite discrete, plainly-stated answers with their context attached, not long-form content buried in complex page structures.","tags":["atomic-content","ai-search","content-strategy","seo","generative-ai","content-structure"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.95},{"name":"ChatGPT","type":"technology","confidence":0.9},{"name":"Claude","type":"technology","confidence":0.85},{"name":"Gemini","type":"technology","confidence":0.85},{"name":"Perplexity","type":"technology","confidence":0.85},{"name":"Google AI Mode","type":"technology","confidence":0.85},{"name":"Atomic Content","type":"concept","confidence":0.98},{"name":"Alpharetta","type":"location","confidence":0.8},{"name":"searchVIU","type":"organization","confidence":0.85}],"classification":"framework","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:08:29.172Z"},"token_counts":{"approximate":2823,"cl100k":2439},"content_hash":"sha256:fc6b2eb778638e2232883a6b6d18a9d325740d10ff7f5edad773a800de9fc43a","acp_version":"0.2","body_available":true,"body_tokens":2823,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"b2b4b675-eb12-43c3-a98c-95ce4530b4f7","position":30,"title":"Measuring AI visibility: crawls, serves, and citations — Stacklist Blog","url":null,"note":"You can't see who AI recommends instead of you, until you read your own server logs. Here's the crawl-serve-cite framework for measuring AI visibility.","image":{"url":"https://ucarecdn.com/f23d4a7e-ef12-45d6-b2b8-034aa65343af/","alt":"Measuring AI visibility: crawls, serves, and citations — Stacklist Blog","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/b2b4b675-eb12-43c3-a98c-95ce4530b4f7","created_at":"2026-10-03T04:07:59.444Z","updated_at":null,"aco":{"summary":"Measuring AI visibility requires understanding the crawl-serve-cite framework, which tracks how AI systems discover, use, and cite your content through observable data points in server logs, generated answers, and source citations. Unlike traditional search engines with impression reports, answer engines leave fingerprints across three measurable layers that reveal when AI recommends competitors instead of your content.","tags":["ai-visibility","search-engines","crawl-serve-cite","server-logs","answer-engines","seo","content-measurement"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.95},{"name":"ChatGPT","type":"technology","confidence":0.95},{"name":"Claude","type":"technology","confidence":0.9},{"name":"Google Search","type":"technology","confidence":0.9},{"name":"GPTBot","type":"technology","confidence":0.85},{"name":"ClaudeBot","type":"technology","confidence":0.85},{"name":"Ahrefs","type":"organization","confidence":0.8},{"name":"Peec","type":"organization","confidence":0.8},{"name":"Crawl-Serve-Cite funnel","type":"concept","confidence":0.95},{"name":"answer-engines","type":"concept","confidence":0.9},{"name":"server-logs","type":"concept","confidence":0.9}],"classification":"framework","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:08:04.684Z"},"token_counts":{"approximate":2956,"cl100k":2566},"content_hash":"sha256:b073f8dceaab57884a581f14a041b8695e1c189c6e3125ef364bc00b92e1d34d","acp_version":"0.2","body_available":true,"body_tokens":2956,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"2271af4d-6357-41cc-a949-6a1d7fb8a9dd","position":31,"title":"MCP tools for content creators: what's actually worth it","url":null,"note":"A working taxonomy of MCP-integrated tools for content creators, how to evaluate one before connecting it, and what the protocol won't fix for you.","image":{"url":"https://ucarecdn.com/b1516fee-9ce7-4873-a9d3-6305fa2e686e/","alt":"MCP tools for content creators: what's actually worth it","width":1200,"height":675},"direct_link":"https://stacklist.com/card/2271af4d-6357-41cc-a949-6a1d7fb8a9dd","created_at":"2026-10-03T04:07:44.539Z","updated_at":null,"aco":{"summary":"MCP tools for content creators enable AI assistants to connect directly to existing work sources like transcripts, style guides, and CMSs, eliminating repetitive context re-pasting across browser tabs. The guide categorizes five types of MCP connections that solve specific content creation friction points, from research tools to publishing platforms.","tags":["mcp","content-creation","ai-assistants","workflow-automation","model-context-protocol"],"key_entities":[{"name":"Model Context Protocol","type":"technology","confidence":0.99},{"name":"MCP","type":"technology","confidence":0.99},{"name":"Anthropic","type":"organization","confidence":0.95},{"name":"Notion","type":"technology","confidence":0.9},{"name":"Google Drive","type":"technology","confidence":0.9},{"name":"Obsidian","type":"technology","confidence":0.9},{"name":"Riverside","type":"technology","confidence":0.85},{"name":"Whisper","type":"technology","confidence":0.85},{"name":"Sanity","type":"technology","confidence":0.85},{"name":"Webflow","type":"technology","confidence":0.85},{"name":"content-creation-workflow","type":"concept","confidence":0.9}],"classification":"reference","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:07:48.269Z"},"token_counts":{"approximate":2383,"cl100k":2049},"content_hash":"sha256:3963535a30036cc9f1f725e22d7bf502069c61a982acf612c779fdf4f5c87314","acp_version":"0.2","body_available":true,"body_tokens":2383,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"eff286b9-c538-4eb7-a276-d8f584bcdaf9","position":32,"title":"Why a Human-Picked List Beats an AI Listicle","url":null,"note":"Generic AI listicles say nothing. The Detail Test is how you write recommendations that read as human, to readers and to answer engines alike.","image":{"url":"https://ucarecdn.com/f243d4dc-4d79-481b-adfd-bb55cd03638e/","alt":"Why a Human-Picked List Beats an AI Listicle","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/eff286b9-c538-4eb7-a276-d8f584bcdaf9","created_at":"2026-10-03T04:07:33.543Z","updated_at":null,"aco":{"summary":"Human-curated recommendation lists outperform generic AI listicles because they provide specific, personally-annotated details that prove actual use and earn citations from search engines. The Detail Test evaluates whether only someone who actually used a service could write a given note, distinguishing trustworthy recommendations from commodity content.","tags":["human-curation","content-strategy","ai-listicles","seo","detail-test","recommendations","discovery"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Google","type":"organization","confidence":0.9},{"name":"AI assistants","type":"technology","confidence":0.85},{"name":"Detail Test","type":"concept","confidence":0.95},{"name":"human curation","type":"concept","confidence":0.9},{"name":"Marietta","type":"location","confidence":0.7}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:07:36.697Z"},"token_counts":{"approximate":2709,"cl100k":2381},"content_hash":"sha256:be962f54df25117ddd5d94d1a982c49b53222ceabcf3444bd77532e52c4c7091","acp_version":"0.2","body_available":true,"body_tokens":2709,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"9989e2c1-553b-4c2f-93ff-466ce6c22318","position":33,"title":"Content That Compounds vs Content That Decays","url":null,"note":"Social posts decay in days. Maintained resources compound for years. How to tell which of your content is disposable, and move the rest.","image":{"url":"https://ucarecdn.com/c5bc63f2-bfbe-4193-89ce-d2e6f5aa3ac6/","alt":"Content That Compounds vs Content That Decays","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/9989e2c1-553b-4c2f-93ff-466ce6c22318","created_at":"2026-10-03T04:07:22.787Z","updated_at":null,"aco":{"summary":"Content that compounds versus content that decays explains how social posts lose visibility within days while maintained resources like guides and hubs continue earning attention through search and AI systems. The difference lies in architecture: feeds rank by recency while search surfaces content based on relevance to ongoing questions.","tags":["content-strategy","seo","social-media","compounding-content","ai-visibility","search-ranking","real-estate"],"key_entities":[{"name":"Google Search","type":"technology","confidence":0.95},{"name":"AI assistants","type":"technology","confidence":0.9},{"name":"feed-based content","type":"concept","confidence":0.85},{"name":"search-based resources","type":"concept","confidence":0.85},{"name":"content decay","type":"concept","confidence":0.9},{"name":"compounding content","type":"concept","confidence":0.9}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:07:27.313Z"},"token_counts":{"approximate":2772,"cl100k":2359},"content_hash":"sha256:c775be12dfb84a0c3793aeb5a085f55a5dab5143b015b284781b59a2bf0d0dd0","acp_version":"0.2","body_available":true,"body_tokens":2772,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"e1edce1a-af85-494b-85da-1d398c0bc62e","position":34,"title":"The Relevancy Window: Why Clients Forget You","url":null,"note":"Past clients loved working with you, then went quiet. The relevancy window explains why, and how local knowledge keeps you present between deals.","image":{"url":"https://ucarecdn.com/fdf4654b-97d8-4c7b-a8bc-b9b19d0b519a/","alt":"The Relevancy Window: Why Clients Forget You","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/e1edce1a-af85-494b-85da-1d398c0bc62e","created_at":"2026-10-03T04:06:55.582Z","updated_at":null,"aco":{"summary":"The relevancy window explains why clients forget professionals between transactions and how publishing local knowledge keeps you visible. By sharing continuous expertise like contractor recommendations instead of seasonal market updates, professionals can maintain relevance during dormant phases when transactional expertise is out of season.","tags":["relevancy-window","client-retention","real-estate","local-knowledge","professional-services","marketing-strategy","transactional-expertise"],"key_entities":[{"name":"Kyle Hudson","type":"person","confidence":0.95},{"name":"Stacklist","type":"organization","confidence":0.9},{"name":"NAR","type":"organization","confidence":0.85},{"name":"relevancy window","type":"concept","confidence":0.98},{"name":"transactional expertise","type":"concept","confidence":0.95},{"name":"local-domain knowledge","type":"concept","confidence":0.92}],"classification":"framework","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-10-03T04:06:59.981Z"},"token_counts":{"approximate":2745,"cl100k":2312},"content_hash":"sha256:af01bc59f93a980a967d68e69f305b44dae89c2c566c5ec01b16ec3982317505","acp_version":"0.2","body_available":true,"body_tokens":2745,"visibility":"public","agent_accessible":true,"status":"final"}},{"id":"7209ea97-afc9-4f68-8aea-bc354824176f","position":35,"title":"Find the Questions AI Can't Answer Yet","url":null,"note":"Every obvious topic in your niche is taken. How to find the questions AI still answers badly in your market, and own them before anyone else.","image":{"url":"https://ucarecdn.com/831a5828-d4d3-444d-8953-c13b68034046/","alt":"Find the Questions AI Can't Answer Yet","width":2600,"height":1800},"direct_link":"https://stacklist.com/card/7209ea97-afc9-4f68-8aea-bc354824176f","created_at":"2026-10-03T04:06:32.623Z","updated_at":null,"aco":{"summary":"Find the Questions AI Can't Answer Yet teaches businesses how to identify specific, underserved questions in their market that AI systems answer poorly, allowing them to create authoritative content that becomes the preferred source. 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