How we develop AI solutions together with our customers

AI Project Recipe

At the beginning of an AI project, before solving the problem, it must first be understood. In exchange with domain experts, the objectives are determined on an abstract level and it is discussed how the optimality of a solution could be defined in a concrete context. If data is necessary for the solution of the problem, it must also be investigated which data is already available, how it can be interpreted, how it could be used meaningfully and whether there is further information or data sources that could be relevant. This first check of the status quo results in an initial assessment of the solvability under the given conditions.

The second step is to make the problem informatically tangible and to formalize it appropriately. Is it a learning or reasoning problem and what could be the concrete manifestation of the problem that is actually to be solved?

This formalization process is immediately followed by the mapping to technical solutions. In simple cases, it is possible to reduce the computational problem directly to a standard AI problem. The task is then to find a mapping to a representation to which the corresponding algorithm is applicable. If the problem is more complex, we develop new algorithms from scratch specific to the problem, if needed. In doing so, we make use of the large pool of methods of artificial intelligence in particular and computer science in general to optimally implement individual steps of the newly developed process.

Finally, in an experimental phase, the developed solutions are tested and evaluated. If potential for improvement is identified, the process is incrementally improved (or even radically rethought) until a solution that meets the requirements is found or the limits of feasibility are exhausted.

Finally, the developed process is scientifically documented. If it is not a pure research project, the solution can also be integrated and deployed in the customer's system landscape.

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Frank Strobl, Head of Competence Center Business Development

Frank Strobl

Head of Business Division Business Development

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