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"sources": [ "futures" ] }, { "id": "entity-anthropic-claude-d2", "title": "entity-anthropic-claude", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-73-living-intelligence", "clusters": [ "C8" ] }, { "id": "entity-avi-goldfarb", "title": "Avi Goldfarb", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-aws-d2", "title": "entity-aws", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-nm-101-energy-strategy-ai", "clusters": [ "C8" ] }, { "id": "entity-bal-zs-kov-cs", "title": "Balázs Kovács", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-bear-robotics", "title": "entity-bear-robotics", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-cl-94-ai-strategy-beyond-us-china", "clusters": [ "C8" ] }, { "id": "entity-bhaskar-chakravorti", "title": "Bhaskar Chakravorti", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-bill-gates", "title": "Bill Gates", "folder": "entities", "sources": [ "futures", "tail2" ] }, { "id": "entity-block", "title": "entity-block", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-72-future-ai-fog", "clusters": [ "C8" ] }, { "id": "entity-brussels", "title": "entity-brussels", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-74-ai-boom-or-bubble", "clusters": [ "C8" ] }, { "id": "entity-canada", "title": "entity-canada", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-cl-94-ai-strategy-beyond-us-china", "clusters": [ "C8" ] }, { "id": "entity-canon-c2pa", "title": "entity-canon-c2pa", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-cl-84-big-tech-capability-crisis", "clusters": [ "C8" ] }, { "id": "entity-cbre-group", "title": "entity-cbre-group", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-nm-101-energy-strategy-ai", "clusters": [ "C8" ] }, { "id": "entity-chengwei-liu", "title": "Chengwei Liu", "folder": "entities", 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"id": "entity-eric-yanfei-zhao", "title": "Eric Yanfei Zhao", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-estonia", "title": "entity-estonia", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-75-fragmenting-digital-economy", "clusters": [ "C8" ] }, { "id": "entity-ethan-mollick", "title": "Ethan Mollick", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-garry-lyons", "title": "Garry Lyons", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-gatebox", "title": "entity-gatebox", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-cl-94-ai-strategy-beyond-us-china", "clusters": [ "C8" ] }, { "id": "entity-geoffrey-hinton", "title": "Geoffrey Hinton", "folder": "entities", "sources": [ "futures", "execution" ] }, { "id": "entity-ginkgo-bioworks", "title": "entity-ginkgo-bioworks", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-73-living-intelligence", "clusters": [ "C8" ] 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"futures" ] }, { "id": "entity-kairos-power", "title": "entity-kairos-power", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-nm-101-energy-strategy-ai", "clusters": [ "C8" ] }, { "id": "entity-linda-a-hill", "title": "Linda A. 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"articleStem": "hbr-cl-91-innovating-core-and-future", "clusters": [ "C8" ] }, { "id": "entity-palantir-d2", "title": "entity-palantir", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-cl-94-ai-strategy-beyond-us-china", "clusters": [ "C8" ] }, { "id": "entity-paulo-carv-o", "title": "Paulo Carvão", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-pinterest", "title": "entity-pinterest", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-nm-101-energy-strategy-ai", "clusters": [ "C8" ] }, { "id": "entity-pixie", "title": "entity-pixie", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-nm-101-energy-strategy-ai", "clusters": [ "C8" ] }, { "id": "entity-prediction-machines", "title": "entity-prediction-machines", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-cl-84-big-tech-capability-crisis", "clusters": [ "C8" ] }, { "id": "entity-product-maven-smart-system", "title": 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"id": "entity-sam-altman", "title": "Sam Altman", "folder": "entities", "sources": [ "futures", "reskilling", "tail1", "tail2" ] }, { "id": "entity-samsara", "title": "entity-samsara", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-72-future-ai-fog", "clusters": [ "C8" ] }, { "id": "entity-singapore", "title": "entity-singapore", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-75-fragmenting-digital-economy", "clusters": [ "C8" ] }, { "id": "entity-slsa-framework", "title": "entity-slsa-framework", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-cl-84-big-tech-capability-crisis", "clusters": [ "C8" ] }, { "id": "entity-souvik-sen", "title": "Souvik Sen", "folder": "entities", "sources": [ "futures" ] }, { "id": "entity-stanford-ai-index", "title": "entity-stanford-ai-index", "folder": "entities", "sources": [ "futures" ], "articleStem": "hbr-foci-74-ai-boom-or-bubble", "clusters": [ "C8" ] }, { "id": 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"articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-coca-cola-d2", "title": "entity-coca-cola", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-cropedge-research", "title": "entity-cropedge-research", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-130-ai-reinforce-silos", "clusters": [ "C2", "C4" ] }, { "id": "entity-dell", "title": "entity-dell", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-deutsche-telekom", "title": "entity-deutsche-telekom", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-dina-denham-smith", "title": "Dina Denham Smith", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-elena-revilla", "title": "Elena Revilla", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-eleuther-ai", "title": "Eleuther.ai", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-emacom", "title": "entity-emacom", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-130-ai-reinforce-silos", "clusters": [ "C2", "C4" ] }, { "id": "entity-eric-jungbluth", "title": "Eric Jungbluth", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-erin-eatough", "title": "Erin Eatough", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-eu-ai-act-d2", "title": "entity-eu-ai-act", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-ferrazzi-greenlight", "title": "entity-ferrazzi-greenlight", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-127-ai-adoption-stalls", "clusters": [ "C4", "C10" ] }, { "id": "entity-fractional-insights", "title": "entity-fractional-insights", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-127-ai-adoption-stalls", "clusters": [ "C4", "C10" ] }, { "id": "entity-freshbooks", "title": "entity-freshbooks", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-118-overcoming-self-doubt-launching" }, { "id": "entity-gartner", "title": "entity-gartner", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-gavin-kilduff", "title": "Gavin Kilduff", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-ghsmart-d120", "title": "entity-ghsmart-d120", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-120-corporate-to-pe-ceo" }, { "id": "entity-ghsmart-d122", "title": "entity-ghsmart-d122", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-122-leading-after-founder" }, { "id": "entity-glaze-nightshade", "title": "entity-glaze-nightshade", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-126-genai-copyright" }, { "id": "entity-greg-gartland", "title": "Greg Gartland", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-hbs", "title": "entity-hbs", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-125-innovative-leader" }, { "id": "entity-heidi-smith", "title": "Heidi Smith", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-henkel", "title": "entity-henkel", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-huawei", "title": "entity-huawei", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "entity-hugo-huang", "title": "Hugo Huang", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-idc", "title": "entity-idc", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-128-cybersecurity-wont-protect-ai", "clusters": [ "C7", "C10" ] }, { "id": "entity-idexx-laboratories", "title": "entity-idexx-laboratories", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-integral-ad-science", "title": "entity-integral-ad-science", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-120-corporate-to-pe-ceo" }, { "id": "entity-jesper-nordengaard", "title": "Jesper Nordengaard", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-joel-m-podolny", "title": "entity-joel-m-podolny", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-125-innovative-leader" }, { "id": "entity-johannes-berendt", "title": "Johannes Berendt", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-joseph-c-wu", "title": "Joseph C. Wu", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-journal-of-marketing-research", "title": "entity-journal-of-marketing-research", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-judge-vincent-chhabria", "title": "Judge Vincent Chhabria", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-judge-william-alsup", "title": "Judge William Alsup", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-julie-vermoote", "title": "Julie Vermoote", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-karl-weber", "title": "entity-karl-weber", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-125-innovative-leader" }, { "id": "entity-keith-ferrazzi", "title": "Keith Ferrazzi", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-ken-gayer", "title": "Ken Gayer", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-khosla-ventures", "title": "entity-khosla-ventures", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-kim-oosthuizen", "title": "Kim Oosthuizen", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-kunjian-li", "title": "Kunjian Li", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-kushal-t-kadakia", "title": "Kushal T. Kadakia", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-larry-ellison", "title": "entity-larry-ellison", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-122-leading-after-founder" }, { "id": "entity-launch-complex-1", "title": "entity-launch-complex-1", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-lisa-utzschneider", "title": "Lisa Utzschneider", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-loreal", "title": "entity-loreal", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-luminance", "title": "entity-luminance", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-maersk-d2", "title": "entity-maersk", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-maggie-van-de-griend", "title": "Maggie van de Griend", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-maria-jesus-saenz", "title": "Maria Jesus Saenz", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-mcdonalds-d2", "title": "entity-mcdonalds", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-medlinker", "title": "entity-medlinker", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "entity-meta-d2", "title": "entity-meta", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-126-genai-copyright" }, { "id": "entity-michael-d-smith", "title": "Michael D. Smith", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-michael-dell", "title": "entity-michael-dell", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-122-leading-after-founder" }, { "id": "entity-microsoft-365-copilot-d2", "title": "entity-microsoft-365-copilot", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-128-cybersecurity-wont-protect-ai", "clusters": [ "C7", "C10" ] }, { "id": "entity-mike-mcderment", "title": "Mike McDerment", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-moonshot-ai", "title": "entity-moonshot-ai", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "entity-morten-t-hansen", "title": "entity-morten-t-hansen", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-125-innovative-leader" }, { "id": "entity-mount-sinai-ai", "title": "entity-mount-sinai-ai", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-msk", "title": "entity-msk", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-nada-hashmi", "title": "Nada Hashmi", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-neri-karra-sillaman", "title": "Neri Karra Sillaman", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-nexora-market", "title": "entity-nexora-market", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-130-ai-reinforce-silos", "clusters": [ "C2", "C4" ] }, { "id": "entity-nist-d2", "title": "entity-nist", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-128-cybersecurity-wont-protect-ai", "clusters": [ "C7", "C10" ] }, { "id": "entity-nmpa", "title": "entity-nmpa", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-ntt-data", "title": "entity-ntt-data", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-org-aim-security", "title": "entity-org-aim-security", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-128-cybersecurity-wont-protect-ai", "clusters": [ "C7", "C10" ] }, { "id": "entity-org-rocket-lab", "title": "entity-org-rocket-lab", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-org-sinclair-interplanetary", "title": "entity-org-sinclair-interplanetary", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-org-virgin-orbit", "title": "entity-org-virgin-orbit", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-oxford-said", "title": "entity-oxford-said", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-118-overcoming-self-doubt-launching" }, { "id": "entity-pactum", "title": "entity-pactum", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-pepsi", "title": "entity-pepsi", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-peter-beck", "title": "Peter Beck", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-procter-and-gamble", "title": "entity-procter-and-gamble", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "entity-product-collective-genius", "title": "entity-product-collective-genius", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-125-innovative-leader" }, { "id": "entity-product-electron", "title": "entity-product-electron", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-product-escapade", "title": "entity-product-escapade", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-product-genius-at-scale", "title": "entity-product-genius-at-scale", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-125-innovative-leader" }, { "id": "entity-product-neutron", "title": "entity-product-neutron", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-product-photon", "title": "entity-product-photon", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-product-rutherford", "title": "entity-product-rutherford", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-119-rocket-lab-founder" }, { "id": "entity-purdue-care", "title": "entity-purdue-care", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-questionpro", "title": "entity-questionpro", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-127-ai-adoption-stalls", "clusters": [ "C4", "C10" ] }, { "id": "entity-rahul-telang", "title": "Rahul Telang", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-regrello", "title": "entity-regrello", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-robert-hanson", "title": "Robert Hanson", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-samantha-allison", "title": "Samantha Allison", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-samantha-smith", "title": "Samantha Smith", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-samsung", "title": "entity-samsung", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-sanja-kos", "title": "Sanja Kos", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-sapna-sadarangani-werner", "title": "Sapna Sadarangani Werner", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-sebastian-uhrich", "title": "Sebastian Uhrich", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-selwyn-m-vickers", "title": "Selwyn M. Vickers", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-sf-technology", "title": "entity-sf-technology", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "entity-shonna-waters", "title": "Shonna Waters", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-six-little-tigers", "title": "entity-six-little-tigers", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "entity-sophie-liu", "title": "Sophie Liu", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-stanford-ima", "title": "entity-stanford-ima", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-steve-jobs", "title": "entity-steve-jobs", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-122-leading-after-founder" }, { "id": "entity-stewart-butterfield", "title": "entity-stewart-butterfield", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-122-leading-after-founder" }, { "id": "entity-t-mobile", "title": "entity-t-mobile", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-taavo-godtfredsen", "title": "Taavo Godtfredsen", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-taran-swan", "title": "entity-taran-swan", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-125-innovative-leader" }, { "id": "entity-the-5x-ceo", "title": "entity-the-5x-ceo", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-121-best-pe-backed-ceos" }, { "id": "entity-triomics", "title": "entity-triomics", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-131-medical-drug-discovery" }, { "id": "entity-trip-com", "title": "entity-trip-com", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "entity-twitter-x", "title": "entity-twitter-x", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-vera-wilde", "title": "entity-vera-wilde", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-130-ai-reinforce-silos", "clusters": [ "C2", "C4" ] }, { "id": "entity-verizon", "title": "entity-verizon", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-124-good-rivalry-brand", "clusters": [ "C9" ] }, { "id": "entity-vodafone-d2", "title": "entity-vodafone", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "entity-warburg-pincus", "title": "entity-warburg-pincus", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-120-corporate-to-pe-ceo" }, { "id": "entity-wendy-smith", "title": "Wendy Smith", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-western-pacific", "title": "entity-western-pacific", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-130-ai-reinforce-silos", "clusters": [ "C2", "C4" ] }, { "id": "entity-whitney-snider", "title": "Whitney Snider", "folder": "entities", "sources": [ "tail2" ] }, { "id": "entity-whitney-wolfe-herd", "title": "entity-whitney-wolfe-herd", "folder": "entities", "sources": [ "tail2" ], "articleStem": "hbr-tail-122-leading-after-founder" }, { "id": "entity-yashodhara-dash", "title": "Yashodhara Dash", "folder": "entities", "sources": [ "tail2" ] }, { "id": "framework-3c", "title": "framework-3c", "folder": "frameworks", "sources": [ "tail2" ], "articleStem": "hbr-tail-123-using-chinese-ai" }, { "id": "framework-5x-ceo-disciplines", "title": "framework-5x-ceo-disciplines", "folder": "frameworks", "sources": [ "tail2" ], "articleStem": "hbr-tail-121-best-pe-backed-ceos" }, { "id": "framework-abcs-leadership", "title": "framework-abcs-leadership", 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"quote-system-of-enforcement", "title": "quote-system-of-enforcement", "folder": "quotes", "sources": [ "tail2" ], "articleStem": "hbr-tail-121-best-pe-backed-ceos" }, { "id": "quote-trust-decisions-understand", "title": "quote-trust-decisions-understand", "folder": "quotes", "sources": [ "tail2" ], "articleStem": "hbr-tail-129-ai-supplier-negotiations" }, { "id": "quote-utzschneider-pe-success", "title": "quote-utzschneider-pe-success", "folder": "quotes", "sources": [ "tail2" ], "articleStem": "hbr-tail-120-corporate-to-pe-ceo" }, { "id": "quote-van-de-griend-hiring", "title": "quote-van-de-griend-hiring", "folder": "quotes", "sources": [ "tail2" ], "articleStem": "hbr-tail-120-corporate-to-pe-ceo" }, { "id": "meta-corpus-master-thesis", "title": "Master Thesis: AI Value Lives in Redesign, Not the Model", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-relocating-scarcity-grand-arc", "title": "The Relocating-Scarcity Arc Across the Whole Corpus", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-moat-migration-consolidated", "title": "Moat Migration: Which Advantages Die, Which Strengthen", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-efficiency-vs-growth-spine", "title": "Efficiency Is a Floor, Not a Strategy (Corpus-Wide)", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-judgment-the-new-scarcity", "title": "Judgment Becomes the Scarce Resource — Everywhere", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-broken-apprenticeship-pipeline", "title": "The Broken Apprenticeship Pipeline (Reskilling ↔ Futures ↔ Agentic)", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-task-to-process-gap", "title": "Task-to-Process Translation Is Where AI Value Leaks", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-trust-the-binding-constraint", "title": "Trust Is the Binding Constraint on Adoption, Disclosure, and Commerce", "folder": 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"cross-day" ] }, { "id": "meta-epistemic-discipline", "title": "Mechanisms Are Sturdy; Numbers Are Soft", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-physical-industrial-turn", "title": "AI's Physical Turn: Energy, Compute, and Industrial Economics", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-geopolitics-and-china-execution", "title": "Geopolitical Fragmentation and China's Execution Edge", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-constraint-as-advantage", "title": "Constraint-Driven Innovation Recurs as a Disruptor Playbook", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-how-much-to-bet", "title": "How Much to Bet: Portfolio Discipline vs Growth Ambition", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-quality-of-demand", "title": "Manage the Quality of Demand, Not Its Volume", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-attention-surface-collapse", "title": "The Interaction Surface Is Collapsing", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-persuasion-penalty", "title": "Marketing to Machines: The Persuasion Penalty", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-relational-value-turn", "title": "The Relational Turn: Value From Actors You Don't Control", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-empathy-psych-safety-substrate", "title": "Psychological Safety and Empathy Are the Adoption Substrate", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-measurement-problem", "title": "ROI Is the Wrong Lens; Build New Metrics", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-ai-weapon-and-shield", "title": "AI as Weapon and Shield: The Cyber/Security Spine", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-boom-or-bubble-cycle", "title": "A Real Boom Financed Like a Bubble", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-founder-and-pe-lifecycle", "title": "Founder Psychology and the PE Leadership Canon", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-anticipatory-layoffs", "title": "Today's AI Layoffs Are Anticipatory, Not Performance-Driven", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-davenport-and-connective-authors", "title": "Connective Authors: Davenport, Winsor, ghSMART, Edmondson, Srinivasan", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-service-line-playbook", "title": "The Service-Line Playbook: Turning the Corpus Into Offers", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-smb-surface", "title": "The SMB-Specific AI-Strategy Surface", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-consumer-agency-control", "title": "Consumer Agency, Ad Control, and Trust-First GTM", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-experimentation-operating-mode", "title": "Experiment to Learn; Don't Plan the Transformation", "folder": "cross-day", "sources": [ "cross-day" ] }, { "id": "meta-multi-model-diversity", "title": "Structural Model Diversity Beats Cosmetic Sameness", "folder": "cross-day", "sources": [ "cross-day" ] } ], "totalNotes": 4979, "sources": [ "spine", "futures", "geo", "attention", "commercial", "agentic", "governance", "execution", "adoption", "reskilling", "ecosystem", "tail1", "tail2" ], "clusters": [ { "id": "C1", "name": "GEO / AI-Discovery Service Line", "use": "Stand up + sell the GEO offer (Play ①; deepest, least-contested)", "core": [ "hbr-tier1-01-gen-ai-b2b-buying", "hbr-ext-10-optimize-brand-for-llms", "hbr-new-25-get-ai-to-surface-your-brand" ], "pack": [ "hbr-tier1-01-gen-ai-b2b-buying", "hbr-tier2-05-market-to-ai-customer", "hbr-tier2-06-ai-shopping-agents", "hbr-ext-10-optimize-brand-for-llms", "hbr-ext-11-llms-overtaking-search", "hbr-ext-12-brand-optimized-ai-search", "hbr-ext-13-ai-upending-marketing", "hbr-ext-14-brands-adapt-ai-shopping", "hbr-ext-15-china-ai-agents-commerce", "hbr-new-25-get-ai-to-surface-your-brand", "hbr-new-29-luxury-brands-optimize-for-ai", "hbr-cl-92-ai-agents-changing-shopping", "hbr-nm-97-retailers-ai-shoppers", "hbr-foci-69-ai-threatening-platforms", "hbr-foci-71-retail-media-networks-trust" ] }, { "id": "C2", "name": "Brand-Code & Agentic Operating Model", "use": "Brand-code template + agentic-workstreams build (Plays ②⑦)", "core": [ "hbr-new-26-agentic-systems-implicit-rules", "hbr-new-27-teach-ai-your-decisions", "hbr-sig-58-agent-managers", "hbr-cl-87-genai-playbook-orgs" ], "pack": [ "hbr-tier1-02-agentic-marketing-org", "hbr-ext-16-dont-treat-agents-like-employees", "hbr-ext-17-workplace-set-up-for-agents", "hbr-ext-18-preparing-brand-agentic-ai", "hbr-new-26-agentic-systems-implicit-rules", "hbr-new-27-teach-ai-your-decisions", "hbr-new-28-agent-teams-different-models", "hbr-sig-58-agent-managers", "hbr-cl-87-genai-playbook-orgs", "hbr-cl-88-can-ai-agents-be-trusted", "hbr-tail-130-ai-reinforce-silos" ] }, { "id": "C3", "name": "AI Training & Enablement Curriculum", "use": "M&J-type curriculum / skills-assessment / micro-learning", "core": [ "hbr-cl-86-genai-transform-l-and-d", "hbr-edu-34-reskilling-in-age-of-ai", "hbr-edu-32-help-employees-get-better-with-ai", "hbr-edu-44-ai-changing-consulting-structure" ], "pack": [ "hbr-cl-86-genai-transform-l-and-d", "hbr-edu-34-reskilling-in-age-of-ai", "hbr-edu-32-help-employees-get-better-with-ai", "hbr-edu-33-new-tools-workforce-training", "hbr-edu-35-ai-changing-labor-market", "hbr-edu-36-team-collaborate-with-ai", "hbr-edu-44-ai-changing-consulting-structure", "hbr-edu-45-consulting-firms-hire-talent", "hbr-edu-46-perils-replace-entry-level", "hbr-edu-37-employees-not-questioning-ai", "hbr-edu-38-ai-workslop", "hbr-edu-39-understanding-ai-not-embrace", "hbr-edu-43-leading-human-ai-organization" ] }, { "id": "C4", "name": "Adoption, Trust & Change Mgmt", "use": "Rollout playbook for any engagement (get people using it well)", "core": [ "hbr-edu-40-workers-dont-trust-ai", "hbr-edu-41-french-spirits-employee-buy-in", "hbr-edu-42-empathetic-leadership-ai-adoption" ], "pack": [ "hbr-edu-39-understanding-ai-not-embrace", "hbr-edu-40-workers-dont-trust-ai", "hbr-edu-41-french-spirits-employee-buy-in", "hbr-edu-42-empathetic-leadership-ai-adoption", "hbr-sig-52-genai-threatening-to-workers", "hbr-sig-53-ai-personal-support-risky", "hbr-cl-78-build-ai-with-workers", "hbr-cl-79-psychological-safety-ai-trust", "hbr-tail-127-ai-adoption-stalls", "hbr-tail-130-ai-reinforce-silos" ] }, { "id": "C5", "name": "GROW Client-Fit & Revenue Quality", "use": "GROW audit (Play ③; HHE / JuxtMedia revenue-at-risk lens)", "core": [ "hbr-tier1-03-sales-debt-grow" ], "pack": [ "hbr-tier1-03-sales-debt-grow", "hbr-tier2-08-subscription-auto-renew", "hbr-tier2-09-customer-workarounds", "hbr-ext-21-founders-new-sales-playbook", "hbr-ext-22-art-of-discounting", "hbr-ext-23-risks-of-free", "hbr-foci-66-customers-willing-try-new-tech" ] }, { "id": "C6", "name": "AI-for-Growth: Valuation & Scaling", "use": "Re-pitch AI as growth; the valuation case (Play ④)", "core": [ "hbr-tier1-04-ai-for-growth", "hbr-ext-19-augmentation-over-automation" ], "pack": [ "hbr-tier1-04-ai-for-growth", "hbr-tier2-07-chinese-ai-firms-habits", "hbr-ext-19-augmentation-over-automation", "hbr-ext-20-entrepreneurs-scale-with-ai", "hbr-new-30-ai-scale-customer-research", "hbr-edu-47-5-types-ai-investment", "hbr-foci-61-ai-investments-portfolio", "hbr-foci-64-ai-broaden-customer-base" ] }, { "id": "C7", "name": "Governance, Risk & Decision Rights", "use": "The do-it-correctly / run-AI-safely layer", "core": [ "hbr-sig-48-decision-rights", "hbr-sig-59-consensus-decision-making", "hbr-sig-57-smb-cyber-risk" ], "pack": [ "hbr-sig-48-decision-rights", "hbr-sig-56-csuite-board-reshaped-ai", "hbr-sig-57-smb-cyber-risk", 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"hbr-cl-94-ai-strategy-beyond-us-china", "hbr-cl-96-ai-no-sustainable-advantage", "hbr-nm-99-genai-end-incumbent-advantage", "hbr-nm-101-energy-strategy-ai", "hbr-nm-102-innovations-fail-to-scale" ] }, { "id": "C9", "name": "Attention Economy & Consumer GTM", "use": "Consumer/creator/attention plays (thinner in corpus)", "core": [ "hbr-foci-68-popmart-attention-economy", "hbr-foci-65-influencer-marketing-trust", "hbr-foci-69-ai-threatening-platforms" ], "pack": [ "hbr-tier2-07-chinese-ai-firms-habits", "hbr-new-31-tailor-digital-strategy-customer", "hbr-foci-64-ai-broaden-customer-base", "hbr-foci-65-influencer-marketing-trust", "hbr-foci-66-customers-willing-try-new-tech", "hbr-foci-68-popmart-attention-economy", "hbr-foci-69-ai-threatening-platforms", "hbr-foci-70-consumers-control-over-ads", "hbr-foci-71-retail-media-networks-trust", "hbr-cl-90-genai-myths-sales-marketing", "hbr-tail-114-comeback-physical-store", "hbr-tail-115-location-based-advertising", "hbr-tail-124-good-rivalry-brand" ] }, { "id": "C10", "name": "SMB Tech & AI Strategy", "use": "SMB-specific offer surface", "core": [ "hbr-sig-55-match-ai-strategy-to-reality", "hbr-sig-57-smb-cyber-risk" ], "pack": [ "hbr-ext-20-entrepreneurs-scale-with-ai", "hbr-edu-47-5-types-ai-investment", "hbr-sig-55-match-ai-strategy-to-reality", "hbr-sig-57-smb-cyber-risk", "hbr-foci-63-fractional-work-questions", "hbr-foci-64-ai-broaden-customer-base", "hbr-tail-127-ai-adoption-stalls", "hbr-tail-128-cybersecurity-wont-protect-ai" ] } ] }