Birmingham, 48009, MI,
United States
OneStream Software
OneStream Software, a prominent reseller, system integrator, and consulting company, that plays a vital role in numerous system integration and digital transformation initiatives. OneStream Software collaboration with software players such as OneStream Software LLC empowers organizations to embrace disruptive technologies and accelerate their journey to the cloud, thus reshaping their business models.
| Logo | Customer | Industry | Empl. | Revenue | Country | Vendor | Product | Category | When | Insight |
|---|---|---|---|---|---|---|---|---|---|---|
|
|
Polaris | Manufacturing | 18500 | $8.9B | United States | OneStream Software LLC | OneStream Financial Close and Consolidation | Financial Consolidation and Close | 2019 |
|
|
|
Polaris | Manufacturing | 18500 | $8.9B | United States | OneStream Software LLC | OneStream Sensible ML | ML and Data Science Platforms | 2018 |
In 2018, Polaris selected OneStream and initiated a multi phase deployment that later incorporated OneStream Sensible ML. OneStream Sensible ML is positioned within Polaris’s ML and Data Science Platforms footprint to operationalize finance driven machine learning for planning and forecasting.
The implementation built on a unified OneStream platform that Polaris had rolled out for financial consolidations, external and management reporting, and FP&A, with OneStream Software serving as implementation partner. Sensible ML was configured to extend Polaris’s Driver Based Revenue Model, ingesting historic shipped units and product level drivers to produce driver based forecasts. The pilot focused on the North American Off Road Products GBU with a 12 month forecast horizon and model inputs that included commodity prices, presold orders, clean build percentages, and build to ship durations.
Data architecture and functional modules combined a historic data model of 181 products with weekly units from 2016 through 2022, commodity price time series for steel and aluminum, and event calendars to generate and compare over 2,800 machine learning models. Sensible ML was integrated into the existing planning workflow, running monthly and feeding model outputs into the drive based forecast processes within OneStream. Analytic Blend and Account Reconciliations modules were part of the broader OneStream deployment that provided VIN and customer level data enrichment for finance and analytics teams.
Governance and operational ownership were placed within the Office of Finance and the Polaris Data Science team, enabling a finance run ML forecasting process with business accessible model transparency via an internal Value Add Dashboard. The rollout path moved from technical preview to productionization of the Driver Based Revenue financial planning model, with plans to expand forecast horizons and to ingest an additional 20 to 30 economic and promotional features for ongoing model refinement.
Outcomes reported by Polaris included materially faster forecast cycles, reducing forecasting from days to hours, improved forecast accuracy relative to prior approaches, and greater transparency into feature level drivers that allowed finance and product teams to inspect and improve models. The implementation demonstrated the integration of OneStream Sensible ML into enterprise planning processes across finance, FP&A, and product line forecasting within Polaris.
|
| First Name | Last Name | Title | Function | Department | Phone | |
|---|---|---|---|---|---|---|
| No data found | ||||||
Buyer Intent: Companies Evaluating OneStream Software Services
| Logo | Company | Industry | Employees | Revenue | Country | Evaluated | ||
|---|---|---|---|---|---|---|---|---|
| No data found | ||||||||