Explainable AI

How does artificial intelligence come to its decision? Often, this process is difficult to understand. However, transparency is vital for the successful use of AI. With Explainable AI (XAI), the decisions made by AI can be decoded, exposing their strengths and potential risks.

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Your journey towards trustworthy AI

We help you build trust in AI through explainable decisions

As AI increasingly permeates our world, calls for transparency grow louder. The AI Act reaffirms: Human must be at the center of every technology. Explainable AI (XAI) is a framework consisting of tools that make AI decisions understandable and traceable. This is crucial because only human trust in the technology can ensure that AI is used effectively and safely in businesses.

The inner workings of powerful AI systems are often unknown; AI is generally considered a black box. XAI opens this black box by breaking down the decision-making processes occurring within the AI system. This makes AI predictions understandable even for non-experts. This transparency is particularly important to comprehend and manage the impacts of AI decisions in real-world scenarios.

Our expertise includes the development of XAI solutions that are informative, trustworthy, and targeted to their user group. We utilize cutting-edge technologies to create custom XAI approaches that can be integrated into your IT landscape, thereby maximizing the value of your AI investments.

Business use cases for Explainable AI

Bias Detection

Through subgroup analyses, biases and discriminations within AI systems can be identified and addressed.

Risk Management

With XAI, the (un)certainty of AI decisions can be quantified, and the model can be calibrated.

Reality Check

By analyzing the key influencing factors, it can be checked whether the AI makes decisions in a manner similar to a human.

Scenario Simulation

With XAI, it is possible to simulate how the model reacts to extreme cases or changes in external circumstances.

Process Optimization

XAI can identify the influence of certain factors on processes and suggest optimizations.

Recommender Systems

Recommendation systems that utilize XAI provide users with explanations for their suggestions.

Robustness Check

With XAI, the impact of external shocks or hidden attacks on an AI system can be estimated.

External Audits

In highly-regulated industries, XAI is already being used to prepare AI systems for external audits.

Request a project now with no obligation
Non-binding initial consultation
Free situation and requirements analysis
Response within 24 hours

Our strength

statworx is one of the leading consulting and development companies for data & AI in the German-speaking region.

We focus intensively on the interfaces between people, economy, society, environment, and AI technology.

Sebastian Heinz
Founder and CEO statworx

Our spotlight topics at a glance:

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Tools, Partner & Technology
DataRobot
Palantir
nvidia
ml flow
AI Hub
Airflow
Shiny
Kubernetes
Docker
Spark
Dataiku
Google Cloud Platform
R
SAP
Databricks
Tensorflow
Python
Azure
aws
PyTorch
DataRobot
Palantir
nvidia
ml flow
AI Hub
Airflow
Shiny
Kubernetes
Docker
Spark
Dataiku
Google Cloud Platform
R
SAP
Databricks
Tensorflow
Python
Azure
aws
PyTorch
10+

years of experience in Data Science, ML, and AI

100+

clients from 10 industries and growing

85+

experts from more than 17 fields of study

1,000+

successfully implemented Data and AI projects

Spotlight: Black Box Decoder

The Black Box Decoder makes the results and decisions of algorithms transparent and comprehensible, turning your AI solution into a smart, trustworthy assistant that supports you with data-driven decision-making.

Eine durchdachte KI-Strategie ermöglicht es Unternehmen, ihre spezifischen Ziele klar zu definieren, Anwendungsbereiche zu identifizieren und den Einsatz von KI-Technologien gezielt zu steuern. So wird sichergestellt, dass sämtliche KI-Initiativen auf die übergeordneten Unternehmensziele abgestimmt sind und eine solide Infrastruktur, verlässliche Datenbasis sowie das notwendige Fachwissen vorhanden sind. Eine strategische Planung minimiert Risiken, steigert die Akzeptanz und legt den Grundstein für nachhaltigen Erfolg mit KI.

Unsere Beratung zur KI-Strategie bildet das Fundament für die datengetriebene und KI-basierte Transformation Ihres Unternehmens. Gemeinsam erarbeiten wir, wie Sie die Transformation strategisch umsetzen und die erfolgversprechendsten Einsatzmöglichkeiten für Ihr Unternehmen auswählen können.

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Explainable AI: implemented projects

  • Retail & Consumer
  • Customer Analytics
  • Explainable AI

Customer Churn & Retention Prediction

In this project, we developed an automated system for managing customer churn and reactivation.

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Customer Churn & Retention Prediction
Case study
  • Automotive
  • Explainable AI
  • Forecasting

Time Series Forecasting Engine

In this project, we collaborated with our client to develop and implement a forecasting engine for arbitrary time series data.

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Time Series Forecasting Engine
Case study
  • Retail & Consumer
  • Explainable AI
  • Frontend Solution
  • Pricing Analytics

Price Simulation in Retail

In this project, we developed a price simulation tool for our client that predicts the expected sales volume in the coming weeks based on the price and various other influencing factors.

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Price Simulation in Retail
Case study
  • Other
  • Computer Vision
  • Explainable AI

Tagging with the help of Deep Learning

For the Städel Museum in Frankfurt, we developed a deep learning model that predicts tags for artworks.

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Tagging with the help of Deep Learning
Case study

Advantages of using Explainable AI

Check AI predictions

Assess the plausibility and reliability of an AI system’s predictions to make informed data-driven decisions.

Increase AI adoption

Increase the adoption of AI providing meaningful and relevant insights that enable users to understand and benefit from the AI’s predictions.

Build trust in AI

Promote trust-based human-machine interactions through transparent processes and explainable decisions.

Enable non-experts to work with AI

Benefit from psychologically grounded explanations that cater to different audiences and experience levels.

Benefit from Explainable AI now!

01
Free consultation

Discuss your challenges and goals in the area of Data & AI with us.

02
Tailored offer

Receive a customized and transparent offer.

03
Presentation & contract award

We present our approach to all relevant stakeholders.

04
Onboarding with project team

Our dedicated project team takes care of your needs.

Create value from Data & AI
Non-binding initial consultation
Free situation and requirements analysis
Response within 24 hours
Marcel Plaschke
Marcel Plaschke
Head of Strategy, Sales & Marketing
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