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Transform structured data with SAP-RPT
Operationalise SAP’s relational pretrained transformer model to gain predictive, explainable insights from enterprise data without building models from scratch.
What's SAP-RPT?
SAP-RPT is a fully managed relational pretrained transformer model that uses in-context learning to deliver accurate, explainable predictive insights from structured business data.
The SAP-RPT tabular model includes:
Pretraining for structured data to eliminate costly and time-consuming model training.
In-context learning that delivers real-time, dependable predictions amid changing and incomplete data.
Built-in governance, reliability and explainability that enable end-to-end pipeline management with.
Two commercial versions in the generative AI hub, each tuned for a different speed and accuracy balance.
Key benefits
Accelerate time to insights
Deploy predictions instantly, reducing weeks of data preparation to hours, without model training or specialised ML expertise.
Generate accurate insights from imperfect data
Achieve up to 2X prediction quality compared to narrow AI models and 3.5X compared to language models, even when business data is incomplete or changing. SAP-RPT’s resilient architecture, in-context learning and explainable insights help identify the signals driving outcomes while addressing data-quality challenges.*
Scale predictive power across the enterprise
Use a single model for classification and regression across business units and scenarios, simplifying deployment and reducing the need for multiple use-case-specific predictive models.
Key features
In-context learning API
SAP-RPT processes classification and regression tasks using existing business data sources or sample records provided directly in API calls. The model identifies data patterns within each request’s data context to generate accurate predictions.
Pretrained relational architecture
Built with an inherent understanding of tabular structures, data relationships and business logic, SAP-RPT handles structured datasets, changing values and enterprise data formats without customised preprocessing or feature engineering.
Tabular orchestration workflows
Operationalise SAP-RPT with AI Core orchestration capabilities to embed predictive intelligence into pipelines and manage them with built-in governance, reliability and explainability.
BUY
Pricing options
We offer three different SAP BTP pricing options. These account types enable you to test your scenarios and generally offer the option to upgrade to paid service plans.
Two versions for infinite use case possibilities
SAP-RPT
Low latency
High prediction throughput
Fully capable of handling most predictive scenarios
SAP-RPT Large
High accuracy
Lowest error rates
Complex prediction use cases
Resources
SAP‑RPT: Enterprise predictions directly from your structured data
Access the model card for the SAP-RPT latest version for guidance on its intended use, performance, limitations and responsible deployment with structured business data.
SAP-RPT-1.6 is now generally available
SAP-RPT-1.6 latest version, now available through the model library in AI Core with enhancements and that help businesses make more trusted decisions with tabular AI.
ConTextTab: Semantics-aware learning for tabular data
ConTextTab unites language model semantics with table-native efficiency to achieve high performance on real business tabular prediction tasks.
In-Context learning for relational data
Read more about SAP's revolutionary table-native foundation model that uses in-context learning to handle enterprise prediction tasks without customised training.