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Chinese startup Manus challenges ChatGPT in data visualization: which should enterprises use?


While Manus handles messy data better than ChatGPT, neither tool is yet ready for boardroom-ready slides.

The promise sounds almost too good to be true: drop a messy comma separated values (CSV) file into an AI agent, wait two minutes, and get back a polished, interactive chart ready for your next board presentation. Another TechRadar study estimates that overall spreadsheet dependence affects roughly 90% of organizations — creating a “last-mile data problem” between governed warehouses and hasty CSV exports that land in analysts’ inboxes hours before critical meetings. GoodData’s AI Assistant, launched in June 2025, operates within customer environments and respects existing semantic models, allowing users to ask questions in plain language while receiving answers that align with predefined metrics and business terms.

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