Commissioned development · MVP
Forecast demand and support supply-chain decisions
Future product demand needed to inform planning in a supply chain with an automated warehouse.
Project details →Projects & use cases
From the research question through Proof of Concept (PoC) and prototyping to an MVP: these projects show how IAP develops methods, tests them on real data and turns them into applications.
Commissioned development · decision support
Decision support for energy trading
Market information needed to move beyond data presentation and provide a basis for daily trading decisions.
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Commissioned development · delivered solution
Condition-based maintenance from operating data
Train operating data was to provide indications of conditions relevant to maintenance. Changes caused by varying loads and operating conditions needed to be distinguished from possible component faults.
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Commissioned prototype · related collaborative research
FlowXAI: explainable support for lymphoma classification
Interpreting flow-cytometry data requires expertise. Rare entities, different measurement conditions and limited training data complicate automated classification.
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Project work · method evaluation
Evaluate forecasting methods for sales planning
Viessmann needed an assessment of sales-forecasting methods for strategic planning. The task was to determine which methods suited that planning problem.
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Collaborative project · Proof of Concept (PoC)
Interpretable rules for stock selection
Company fundamentals were to support systematic stock selection that people could inspect.
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Project work · implementation
Data processing & CPQ modelling
IAP implemented AI-assisted data processing and configure-price-quote models (CPQ) for Siemens Healthineers. CPQ connects product configuration, pricing and quotation generation.
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Hospital prototype · collaborative research
Sample quality and high-dimensional biomedical data
The quality of blood and bone-marrow samples affects interpretation. Dilution and complex cell populations need to be considered in the analysis.
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Research project · 2024 study
Explainable AI for inflammatory conditions
Different inflammatory conditions can cause similar symptoms. The study examines what additional support can be obtained from blood parameters.
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Historical engineering work
Industrial plant planning in IAP’s company history
IAP was founded as an engineering firm in 2000. Before its current focus on AI, its services included industrial plant planning.
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Feasibility assessment · scoping
AI feasibility assessment for retail
Which marketing and merchandise-planning tasks are suitable for targeted use of AI? The Body Shop needed an assessment of potential applications and the prerequisites for implementing them.
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Proof of Concept (PoC) using real data
Automated analysis of property listings and map data
Initial review of a property listing requires information from text, images and other data sources. The aim was to automate recurring preparatory work and combine the findings in an overview for assessment.
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Commissioned development · MVP
Order picking and pallet requirements in warehouse logistics
Orders need to be grouped into suitable picking batches. Estimating pallet requirements also supports dispatch planning. Both tasks must account for the relevant logistical constraints.
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Data analysis · further method development
Web and CRM data for sales analysis
How does use of a company website relate to later project enquiries? The analysis for LANCOM Systems examined browsing behaviour alongside associated project information.
Project details →Which decision do you want to improve?
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