Insights in general ledger for real estate business
Project Profile
Coupling between SAP and BIM system. We create the accuracy in the DIN booking key in the construction information system that it needs, starting from a general contractor invoice. A problem usually solved by a project accountant. We make the transition using analogies and NLP methods to break down cost items more accurately.
At a glance - essential project data
| Duration | From 5/1/2018 to 5/31/2018 with about 1 months of full engagement | |
|---|---|---|
| Data and Tools | Market - RealEstate Sources • SAP R3 (General Ledger - Transactions) • BIM (Subledger Postings) • 5 years of postings | |
| Integration | The results were transferred and incorporated in the form of Excel/CSV as a change log. | |
| AI Methods | • NLP • Deep Learning |
Engagement Use-Case
Split general contractor billings at individual trade level and cost groups AI supported.
Client motivation / Solution aims.
Clarification of different SAP transaction level between systems with sub-ledger.
Efficiency in sub-ledger accounting through automated account assignment
Clarification of budget allocations
AI Approach
| AI key technology used in our solution | solution by "underfitting" using hyperparameters to find the wrong allocations | |
|---|---|---|
| Solution Approach | • Multivariate Deep Learning Strategy • Handling (Structured and Unstructured Data) with NLP Extension | |
| Project Approach | Simply agile | |
| Project Type | Proof-Of-Concept (POC) | |
| ML Integration and ML Operations | • Operation Integration Exports • Visualization • Excel |
Insights and Details
