FP&A & Forecasting

Transform planning with AI-driven forecasts, scenario modeling, and real-time variance analysis — all connected to your live financial data.

How it works

Theorem's forecasting engine ingests your live GL, pipeline, and operational data to generate rolling forecasts that update continuously. Models learn from historical patterns, seasonality, and market signals — delivering accuracy that improves every cycle without manual spreadsheet work.

Scenario modeling lets you stress-test any assumption with drag-and-drop driver adjustments. Real-time variance analysis decomposes budget-to-actual gaps into specific drivers and suggests corrective actions before the month closes.

6 agents active
Live
Forecast EngineModeling
95%
Variance AnalyzerMonitoring
98%
Scenario BuilderPlanning
97%
Budget AgentAllocation
96%
Driver AgentAttribution
94%
Reporting AgentDashboards
99%

Performance


Accuracy
95%
Scenarios
Variance detection
Live
Planning cycles
−60%

Three pillars

From complexity to conviction.

Planning tools that keep pace with your business — not the other way around.

1

AI-Driven Forecasting

Models trained on your historical data and market signals generate rolling forecasts that update continuously. No more stale quarterly plans — your forecast reflects reality as it unfolds.

2

Scenario Modeling

Build unlimited what-if scenarios with drag-and-drop driver adjustments. Compare outcomes side-by-side with sensitivity analysis that highlights the assumptions that matter most.

3

Variance Analysis

Real-time budget-to-actual tracking with automated root cause decomposition. Theorem surfaces the specific drivers behind every variance and suggests corrective actions before the month closes.

Agents in action

Your always-on planning team.

Agents that handle the full planning cycle — from forecast generation to variance resolution — with complete auditability.

Live orchestration

Agents drive the planning cycle

Actuals close triggers forecast refresh, variance detection, and scenario modeling agents that work in parallel and surface insights autonomously.

[08:00:01] PLAN Monthly actuals closed — triggering forecast refresh & variance scan
Forecast AgentModeling
0.9s
Variance AgentDetection
1.3s
Scenario AgentPlanning
1.9s
3 agents
3 actions
1.9s total
Forecast refreshed
Continuous learning

Forecasts sharpen over time

Every actual result, assumption correction, and driver change feeds back into the model. Your forecasts get more accurate with every cycle.

1
Capture

Ingest your historical financials, operational metrics, and market signals into structured training data.

2
Specialize

Fine-tune models on your revenue drivers, cost structures, and seasonal patterns for maximum accuracy.

3
Deploy

Agents generate forecasts, detect variances, and model scenarios with full audit trails.

4
Compound

Forecast accuracy improves each cycle as models learn from prediction errors and assumption changes.

Plan with confidence.

See how Theorem transforms financial planning with AI-powered forecasting and real-time variance analysis.