{"data":{"slug":"azure-samples-aisearch-openai-rag-audio","name":"aisearch-openai-rag-audio","tagline":"VoiceRAG pattern for interactive voice generative AI using Azure and OpenAI","github_url":"https://github.com/Azure-Samples/aisearch-openai-rag-audio","owner":"Azure-Samples","repo":"aisearch-openai-rag-audio","owner_avatar_url":"https://avatars.githubusercontent.com/u/1844662?v=4","primary_language":"Python","stars":561,"forks":355,"topics":["ai-azd-templates","azd-templates","azure","azure-ai-search","generative-ai","gpt","language-model","openai","rag","retrieval-augmented-generation","search","vector-database"],"archived":false,"github_pushed_at":"2025-11-19T20:13:53+00:00","maintenance_label":"Slowing","stars_delta_30d":1,"url":"https://www.graphcanon.com/tools/azure-samples-aisearch-openai-rag-audio","markdown_url":"https://www.graphcanon.com/tools/azure-samples-aisearch-openai-rag-audio.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/azure-samples-aisearch-openai-rag-audio","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=azure-samples-aisearch-openai-rag-audio","description":"A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model. 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You can also use a [VS Code dev container](#vs-code-dev-containers)","github_created_at":"2024-09-19T22:36:40+00:00","created_at":"2026-07-11T11:28:04.09502+00:00","updated_at":"2026-09-20T06:08:35.782232+00:00","categories":[{"slug":"data-retrieval","name":"Data & Retrieval","url":"https://www.graphcanon.com/categories/data-retrieval","markdown_url":"https://www.graphcanon.com/categories/data-retrieval.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/data-retrieval"},{"slug":"speech-audio","name":"Speech & Audio","url":"https://www.graphcanon.com/categories/speech-audio","markdown_url":"https://www.graphcanon.com/categories/speech-audio.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/speech-audio"}],"tags":[{"slug":"ai-azd-templates","name":"ai-azd-templates"},{"slug":"azd-templates","name":"azd-templates"},{"slug":"azure","name":"azure"},{"slug":"azure-ai-search","name":"azure-ai-search"},{"slug":"generative-ai","name":"generative-ai"},{"slug":"gpt","name":"gpt"},{"slug":"language-model","name":"language-model"},{"slug":"openai","name":"openai"}],"trust":{"provenance":{"is_fork":false,"github_id":860141324,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T06:08:33.334Z","maintenance":{"label":"Slowing","score":36,"methodology":"github_public_v1","releases_90d":0,"days_since_push":304,"last_release_at":null,"stars_delta_30d":1,"open_issues_delta_30d":1},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:28:05.339Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-20T06:08:34.443Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-09-20T06:08:34.443Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-09-20T06:08:34.443Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["When you need to integrate real-time voice interactions powered by the gpt-4o-realtime-preview model, which can enhance conversational interfaces.","For developing applications that require a robust search foundation provided by Azure AI Search for interactive and context-aware voice responses."],"when_not_to_use":["If your application demands low-latency responses where real-time analysis by the gpt-4o-realtime-preview model might add significant delay, this tool may not be suitable.","Avoid using this tool if your project is based on non-Azure environments as it heavily relies on Azure AI Search and OpenAI in conjunction with VoiceRAG pattern."],"source":"enrich:decision_facts","observed_at":"2026-07-14T21:18:18.960Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"VoiceRAG pattern for interactive voice generative AI applications, utilizing Azure and OpenAI, focusing on real-time response with gpt-4o-realtime-preview model."}]}}