Power BI is best for Microsoft shops tight integration with Excel, Teams, Azure. Most cost effective for organisations already paying for Microsoft 365. Tableau is best for data exploration and beautiful visualisations preferred by data-savvy users who want flexibility. Looker is best for embedding and governed metrics LookML provides strong semantic layer. We help you choose based on your existing stack, user skills, and governance requirements.

Almost always a definition problem, not a tool problem. Excel reports often include manual adjustments, different date ranges, or business logic that’s not documented. The fix is defining metrics once in a semantic layer and ensuring all reports (including Excel exports) use the same definitions. We audit your current reports to identify discrepancies before building dashboards.

A focused dashboard (single domain, clean data) can be production-ready in 2-4 weeks. Enterprise BI rollout (multiple departments, data quality work, training) typically takes 3-6 months. We deliver incrementally first dashboards in weeks, not months so you see value early and can adjust scope based on feedback.

Yes. We often start by auditing existing BI investments understanding why adoption is low. Usually it’s data quality, performance, or trust issues. We fix the foundation and redesign dashboards based on actual user needs, not assumptions about what executives want.

7–10 business days from signed agreement to engineer embedded in your team.