Best alternatives to Omni in 2026

Most companies end up with the same BI problem: the marketing team builds their own version of 'monthly active users' in one tool, finance builds a slightly different one in a spreadsheet, and nobody's numbers match in the big meeting. Omni exists to fix that by giving everyone one shared, governed definition of what your metrics mean, then letting each person interact with that shared data however they're comfortable — chatting with it conversationally, building a dashboard, writing raw SQL, or working in a spreadsheet-style view. It was built for embedding from the start, meaning companies can also use Omni to add analytics directly inside their own customer-facing product rather than treating it purely as an internal reporting tool. It connects to modern cloud warehouses (Snowflake, BigQuery, Databricks) and targets data and business teams who've outgrown ad-hoc spreadsheets but don't want to force every team member into learning SQL. Pricing is entirely custom and quote-based, with a free trial and guided 1:1 demo as the entry point rather than public self-serve tiers.