Unlock Insights with Stratoshield XAI

Explore how features influence predictions with our advanced explainable AI solutions.

Understanding AI Through Transparent Explanations

At Stratoshield XAI, we specialize in global explanations, feature relevance, and example-based interpretability to enhance understanding of AI predictions and improve decision-making processes.

A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.
A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.
Insightful and transformative AI solutions.

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Explainable AI Solutions

Unlock insights with our advanced explainable AI services tailored for your unique business needs.

Global Explanation Methods

Understand how features influence predictions with our model-specific global explanation techniques for better insights.

A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.
A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.
Feature Relevance Scores

Discover the importance of each feature in predictions through our comprehensive feature relevance scoring system.

Abstract representation of digital text overlay with questions about large language models, featuring a futuristic, stylized reflection and refracted light effect.
Abstract representation of digital text overlay with questions about large language models, featuring a futuristic, stylized reflection and refracted light effect.

Explain Predictions

Discover how features influence model predictions and decisions.

A detailed anatomical model of a human brain is depicted, showcasing its inner structures with various colors highlighting different regions. The background is blurred, emphasizing the brain model in the foreground.
A detailed anatomical model of a human brain is depicted, showcasing its inner structures with various colors highlighting different regions. The background is blurred, emphasizing the brain model in the foreground.
Feature Relevance

Scores indicate importance of features in predictions.

A realistic model of a shark is displayed, showcasing its internal anatomy with cross-sections revealing the musculature and internal organs. The model features metallic and realistic textures, and is well-lit with emphasis on anatomical accuracy.
A realistic model of a shark is displayed, showcasing its internal anatomy with cross-sections revealing the musculature and internal organs. The model features metallic and realistic textures, and is well-lit with emphasis on anatomical accuracy.
Example-Based

Model-agnostic methods explain specific instances effectively.

A detailed model of a military aircraft with a focus on its cockpit and nose section. The aircraft features a distinctive emblem and numbering, indicative of a specific air force. It is depicted in a dimly lit setting, highlighting the sleek metallic surface and intricate details of the model.
A detailed model of a military aircraft with a focus on its cockpit and nose section. The aircraft features a distinctive emblem and numbering, indicative of a specific air force. It is depicted in a dimly lit setting, highlighting the sleek metallic surface and intricate details of the model.
A person is writing the word 'RELEVANT' in red marker on a whiteboard. There is a pink sticky note with a hashtag symbol next to the word, circled in red marker.
A person is writing the word 'RELEVANT' in red marker on a whiteboard. There is a pink sticky note with a hashtag symbol next to the word, circled in red marker.
Global Explanation

Model-specific insights into feature influence on predictions.

Computational Relevance

Understanding feature scores enhances model interpretability.

Contact Us

A close-up view of black text printed on a white textured paper. The image emphasizes the words 'features', 'Supportive', and 'awakening' among others, with visible texture of the paper adding a tactile dimension.
A close-up view of black text printed on a white textured paper. The image emphasizes the words 'features', 'Supportive', and 'awakening' among others, with visible texture of the paper adding a tactile dimension.

Reach out for inquiries about our global explanations and feature relevance in predictive modeling.