Fit Prediction Architecture & Margin Impact
We eliminate guesswork by building robust prediction models that leverage diverse data sets—from individual customer preferences and past purchase history to detailed garment specifications—to deliver high-confidence fit recommendations.
Probabilistic Size Prediction
Implementing custom machine learning regression models that predict size and fit confidence scores based on thousands of variables, minimizing uncertainty for complex items (e.g., denim, suits).
User-Driven Measurement Integration
Engineering the backend to securely process and utilize customer-provided data, including manual measurements, style preferences, and comparisons to previously owned items.
Garment Data Normalization
Building automated pipelines that ingest and normalize inconsistent product specification data (e.g., chest width, inseam length) across all vendors and brands for uniform prediction input.
Financial Modeling & Attribution
Providing integrated dashboards that track the financial impact of the sizing tool, clearly attributing margin recovery and reduction in returns to the AI's recommendations.
Customer Confidence Ecommerce Solutions
Reducing returns requires an accurate algorithm combined with a high-trust user experience that may utilize cutting-edge virtual measurement and try-on capabilities.
Custom AI Model Development
Training the core predictive models (classification and regression) responsible for translating customer data into a highly accurate, brand-specific size recommendation.
Computer Vision & AR Solutions
Integrating advanced computer vision or AR capabilities (via mobile app) to allow users to scan their body or environment for accurate measurement data collection.
Mobile App Development
Building the seamless, non-intrusive mobile and web components that display the size recommendation, ensure fast response times, and guide the user through the process.
Case studies
Go beyond the obvious. Co-create with teams who value impactful experiences and products.
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Automating mortgage underwriting with multi-agent AI
Friday Harbor
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Helping candidates perform better at job interviews using AI
Monster AI
Helping students learn and understand basic math using artificial intelligence
Fibo — AI Math Tutor
Leveraging AI to build a content summarization app for better knowledge retention
taim
Creating a personalized audio listening experience with content curated by artificial intelligence
Audioburst
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