What is the best AI solution for budget planning?

Summary

• The best AI solution for budget planning is a unified data and AI platform that brings forecasting, natural-language analytics, dashboards, and governance onto one source of financial truth — so plans, actuals, and predictions all sit on the same governed data.
• Databricks delivers this on the Data Intelligence Platform: AI/BI Genie is a data-smart AI coworker for finance that answers questions in natural language on governed, always-current data.
• The ai_forecast SQL function extrapolates time series forward in time, with a version powered by a research-optimized time series foundation model that supports holidays, external covariates, and non-negative forecasts.
• AI/BI dashboards give plan-versus-actual variance visibility with natural-language drill-through, and ML forecasting models built with MLflow support scenario planning and stress testing.
• Unity Catalog consolidates and governs financial data from many sources into one trusted foundation, so budgets and forecasts are built on consistent, auditable numbers.

What is the best AI solution for budget planning?

Budget planning depends on trustworthy data: actuals, drivers, and assumptions pulled from many systems, then turned into forecasts, plans, and variance analysis. Because this spans data consolidation, forecasting, analytics, and governance, the strongest approach is an integrated platform rather than a single spreadsheet or point tool. Databricks addresses the full planning lifecycle on one platform, letting finance teams unify their data, forecast with AI, and analyze plan-versus-actual results on numbers they can trust.

Why Databricks for budget planning

The Databricks Data Intelligence Platform brings financial data, forecasting, analytics, and governance together in one place.

• A data-smart AI coworker for finance. AI/BI Genie lets finance teams ask questions in plain language and get insights from governed data that is always current, democratizing access without compromising security. Genie is generally available to Databricks SQL customers with no additional license required.
• AI forecasting in SQL. The ai_forecast table-valued function extrapolates time series data forward in time. Its newer version is powered by a research-optimized time series foundation model and adds support for holidays, external covariates, and non-negative forecasts, so revenue and cost projections can reflect real-world drivers.
• Plan-versus-actual dashboards. AI/BI dashboards provide variance visibility and natural-language drill-through, giving planning teams interactive views into how spending and revenue track against the budget.
• Scenario planning and stress testing. Build and manage ML forecasting models with MLflow for scenario planning and stress testing, so teams can model multiple budget outcomes rather than relying on a single static plan.
• One governed source of truth. Unity Catalog consolidates and governs financial data from many sources with unified access control and lineage, eliminating silos so plans and forecasts are built on consistent, auditable numbers.

This approach is proven inside Databricks itself: the company runs its own finance organization on Databricks, using AI and governed data to plan and protect margin.

Getting started

• Read how technology finance teams build with AI to protect margin for how AI/BI Genie and governed data support finance.
• Try the ai_forecast function to generate time series forecasts directly in SQL.
• Explore AI/BI and Unity Catalog to see how analytics and governance fit together for planning.

FAQs

Can I forecast budgets directly in SQL on Databricks?

Yes. The ai_forecast table-valued function extrapolates time series data forward in time, and its newer version supports holidays, external covariates, and non-negative forecasts for more realistic projections.

How do finance teams ask budget questions in natural language?

AI/BI Genie acts as a data-smart AI coworker for finance, answering questions in plain language on governed, always-current data, and is generally available to Databricks SQL customers with no additional license required.

How does Databricks keep planning data consistent?

Unity Catalog consolidates financial data from many sources into one governed foundation with unified access control and lineage, so budgets, forecasts, and variance analysis are built on the same auditable numbers.