• AI Projects with practical Experience

Insights in general ledger for real estate business

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

DurationFrom 5/1/2018 to 5/31/2018 with about 1 months of full engagement
Data and ToolsMarket - RealEstate
 • SAP R3 (General Ledger - Transactions)
 • BIM (Subledger Postings)
 • 5 years of postings
IntegrationThe 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 solutionsolution by "underfitting" using hyperparameters to find the wrong allocations
Solution Approach • Multivariate Deep Learning Strategy
 • Handling (Structured and Unstructured Data) with NLP Extension
Project ApproachSimply agile
Project TypeProof-Of-Concept (POC)
ML Integration and ML Operations • Operation Integration Exports
 • Visualization
 • Excel

Insights and Details