How Stardog uses NVIDIA's Triton Server to build scalable, enterprise-grade AI applications

Learn how Stardog uses NVIDIA's Triton Server, SKATHE's private GPU cloud, and Portkey's AI gateway to power scalable, reliable AI applications for enterprise data insights.


Organizations today face a growing challenge: making sense of their extensive data collection. Stardog's knowledge graph platform helps companies build flexible data models that reflect real-world relationships. Stardog empowers users across industries, from healthcare, manufacturing, and life sciences to government agencies, to transform data into insights, enhance efficiency, and drive innovation.

Stardog Voicebox is an advanced tool designed to simplify and enhance access to enterprise data through large language models (LLMs) and autonomous agents. Its primary purpose is to democratize data access by enabling Knowledge Graph Question Answering, allowing users across an organization to ask natural language questions about their data without complex queries. This makes it easier for business users to extract insights, enhancing decision-making across departments.

Voicebox also simplifies  Data Modeling for Knowledge Graphs, a process traditionally demanding deep technical expertise. By transforming natural language instructions into new data models of complex ontologies, Voicebox allows users to easily create, maintain, and define intricate data relationships, supporting the entire data model lifecycle.

These capabilities make Stardog Voicebox a powerful, accessible AI tool that broadens access to enterprise data and enhances knowledge graph management for organizations.

SKATHE: A High-Performance Private GPU Cloud for Enhanced AI Processing

Stardog has improved Voicebox’s capabilities with SKATHE, a private GPU cloud facility designed to optimize AI processing. SKATHE is powered by NVIDIA’s GH200 Grace Hopper Superchips, with fine-tuned TensorRT-LLM models deployed on Triton servers running on these GPUs. This setup enhances inference, delivers lightning-fast processing, reduces latency, and provides high throughput. It significantly boosts the reliability of Voicebox’s model ensemble, ensuring real-time, robust data insights.

Using advanced GPU computing, SKATHE meets enterprise-scale demands and provides the dedicated infrastructure that enterprises need to manage the rising costs of cloud operations.

Portkey: The Gateway to Multimodal AI
To ensure reliability, Voicebox incorporates an effective failover mechanism, and the integration of the Portkey enterprise-grade AI gateway further strengthens the efficient, seamless handling of every request.

Portkey provides streamlined access to over 250 AI models through a single API, making it easy for organizations to scale and deploy diverse models. For Stardog, Portkey’s resilience is a standout feature. With capabilities like caching, load balancing, fallback support, and automatic retries, Portkey maintains a steady flow of data requests, even under heavy load.

With Portkey, Stardog establishes a flexible, resilient integration point that accelerates processing, minimizes downtime risk, and provides a robust AI infrastructure built for seamless, reliable performance.

Portkey integration for Stardog
Portkey integration for Stardog

Conclusion: Stardog’s Commitment to Enterprise Excellence

By combining Portkey and SKATHE, Stardog focuses on building serious business AI tools. SKATHE offers fast processing that grows with demand, while Portkey's backup systems and unified API make it easy to work with multiple models. Together, they keep Stardog's platform running smoothly and reliably, ensuring teams can access their data whenever needed.