Transform structured data with SAP-RPT-1.5
What is 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-1.5 AI model, which is now generally available, 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 specialized 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-1.5 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-1.5 handles structured datasets, changing values, and enterprise data formats without custom preprocessing or feature engineering.
Tabular orchestration workflows
Operationalize SAP-RPT-1.5 with a unified enterprise-grade platform that embeds predictive intelligence into pipelines and manages them with built-in governance, reliability, and explainability.
Two versions for infinite use case possibilities
SAP-RPT-1.5
Low latency.
High prediction throughput.
Fully capable of handling most predictive scenarios.
SAP-RPT-1.5-large
High accuracy.
Lowest error rates.
Complex prediction use cases.
Resources
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 custom training.