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The tools here differ in who they are built for. Onvo AI and Spreadsite lean toward embedding charts inside apps or websites, making them useful for developers who need to expose data to end users without building a custom charting layer. ExcelDashboard AI and Dezbor are more suited to analysts who work primarily in spreadsheets and want polished output without switching tools. SnipOwl and Stepsize AI take a narrower slice, focusing on pulling insights from data rather than producing standalone dashboards. When evaluating, check what data sources are supported natively: some tools only accept CSV uploads, while others connect directly to databases or Google Sheets. Sharing and permissions handling also vary, which matters if dashboards need to be sent to clients or embedded in internal wikis. Given the small field, it is worth testing two or three options before committing, as the category is still maturing and feature sets change quickly.