# Introducing SyGra Studio

DevFeed: [Introducing SyGra Studio](<https://devfeed.tech/articles/introducing-sygra-studio-7052.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/ServiceNow-AI/sygra-studio>)

Author: Surajit Dasgupta; Bidyapati Pradhan; Amit Kumar Saha; Vipul Mittal; Sriram Puttagunta

Published: 2026-02-05T16:52:28Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [ai observability](<https://devfeed.tech/topics/ai-observability.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [azure-openai](<https://devfeed.tech/tags/azure-openai.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [cost](<https://devfeed.tech/tags/cost.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [json](<https://devfeed.tech/tags/json.md>), [latency](<https://devfeed.tech/tags/latency.md>), [llm](<https://devfeed.tech/tags/llm.md>), [observability](<https://devfeed.tech/tags/observability.md>), [openai](<https://devfeed.tech/tags/openai.md>), [vertex](<https://devfeed.tech/tags/vertex.md>), [vllm](<https://devfeed.tech/tags/vllm.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

## AI overview

SyGra Studio provides a guided interface for building and running LLM workflows. It connects data sources, configures models and structured outputs, and exposes execution status, costs, latency, guardrail outcomes, logs, and breakpoints.

## Source excerpt

- Configure and validate models with guided forms (OpenAI, Azure OpenAI, Ollama, Vertex, Bedrock, vLLM, custom endpoints). - Connect Hugging Face, file-system, or ServiceNow data sources and preview rows before execution. - Configure nodes by selecting models, writing prompts (with auto-suggested variables), and defining outputs or structured schemas. - Design downstream outputs using shared state variables and Pydantic-powered mappings.