https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Sat, 16 May 2026 00:00:00 GMT https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.en As of May 2026, dashboard-only BI is dying and conversational BI plus agentic data exploration has become the standard. Tableau Pulse (Einstein-powered metric monitoring), Power BI Copilot (18 months after GA), Qlik Answers (RAG over your data), ThoughtSpot Spotter (conversational AI agent), Sigma, Mode, Hex, Domo, MicroStrategy ONE Auto, Looker + Gemini, SAP Joule, Oracle AI Assistant, Apache Superset/Metabase/Lightdash — this article compares the entire augmented-analytics ecosystem honestly. Semantic layers (dbt Semantic Layer, Cube, AtScale), AI spreadsheets (Excel Copilot, Equals, Rows, Quadratic), Korean and Japanese adoption, and the "hallucinated metrics" risk are all covered. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) augmented-analyticsbi-aitableau-pulsepower-bi-copilotqlik-answersthoughtspot-spottersigma-computinglooker-geminimodehexdomomicrostrategyenglish https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive.ja 2026年5月時点、「ダッシュボードを見るだけのBI」は終わり、「自然言語で質問すれば分析が返ってくるBI」が標準となった。Tableau Pulse(Einsteinベースのメトリクス監視)、Power BI Copilot(GA後18か月)、Qlik Answers(RAGベース)、ThoughtSpot Spotter(対話型AIエージェント)、Sigma · Mode · Hex · Domo · MicroStrategy ONE Auto、Looker + Gemini、SAP Joule、Oracle AI Assistant、Apache Superset/Metabase/Lightdashまで、拡張分析の全エコシステムを正直に比較する。セマンティックレイヤー(dbt Semantic Layer、Cube、AtScale)、AIスプレッドシート(Excel Copilot、Equals、Rows、Quadratic)、韓国・日本での導入事例、「ハルシネートされたメトリクス」リスクまで網羅する。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) augmented-analyticsbi-aitableau-pulsepower-bi-copilotqlik-answersthoughtspot-spottersigma-computinglooker-geminimodehexdomomicrostrategy日本語 https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-augmented-analytics-bi-ai-2026-tableau-pulse-power-bi-copilot-qlik-answers-thoughtspot-spotter-sigma-looker-deep-dive 2026년 5월 기준, "대시보드만 보던 BI"는 죽고 "자연어로 질문하면 분석이 나오는 BI"가 표준이 되었다. Tableau Pulse(Einstein 기반 메트릭 모니터링), Power BI Copilot(GA 후 18개월), Qlik Answers(RAG 기반), ThoughtSpot Spotter(대화형 AI 에이전트), Sigma·Mode·Hex·Domo·MicroStrategy ONE Auto, Looker + Gemini, SAP Joule, Oracle AI Assistant, Apache Superset/Metabase/Lightdash까지 증강 분석 전 생태계를 정직하게 비교한다. 시맨틱 레이어(dbt Semantic Layer, Cube, AtScale), AI 스프레드시트(Excel Copilot, Equals, Rows, Quadratic), 한국·일본 도입 사례, "환각된 메트릭" 리스크까지 다룬다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) augmented-analyticsbi-aitableau-pulsepower-bi-copilotqlik-answersthoughtspot-spottersigma-computinglooker-geminimodehexdomomicrostrategy