{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: How OpenAI delivers low-latency voice AI at scale","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/7b781e61-a8d6-4ace-8c69-d518d2dd8f34","json_url":"https://onlylabs.fyi/signals/7b781e61-a8d6-4ace-8c69-d518d2dd8f34/signal.json","generated_at":"2026-06-08T15:45:08.682+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7b781e61-a8d6-4ace-8c69-d518d2dd8f34","signal_json":"https://onlylabs.fyi/signals/7b781e61-a8d6-4ace-8c69-d518d2dd8f34/signal.json","source":"https://openai.com/index/delivering-low-latency-voice-ai-at-scale","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":null},"answer_pack":{"answer":"OpenAI published How OpenAI delivers low-latency voice AI at scale. This talking signal gives public context for research themes, product direction, policy, or launch framing. 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map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"How OpenAI delivers low-latency voice AI at scale","predicate":"has source host","object":"openai.com","text":"How OpenAI delivers low-latency voice AI at scale has source host openai.com."},{"subject":"How OpenAI delivers low-latency voice AI at scale","predicate":"has lab","object":"OpenAI","text":"How OpenAI delivers low-latency voice AI at scale has lab OpenAI."},{"subject":"How OpenAI delivers low-latency voice AI at scale","predicate":"has signal desk","object":"talking","text":"How OpenAI delivers low-latency voice AI at scale has signal desk talking."},{"subject":"How OpenAI delivers low-latency voice AI at scale","predicate":"has source host","object":"openai.com","text":"How OpenAI delivers low-latency voice AI at scale has source host openai.com."},{"subject":"How OpenAI delivers low-latency voice AI at scale","predicate":"has notability","object":"High HN 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When the network gets in the way, people hear it immediately as awkward pauses, clipped interruptions, or delayed barge-in. That matters for ChatGPT voice, for developers building with the Realtime API, for agents working in interactive workflows, and for models that need to process audio while a user is still talking. At OpenAI’s scale, that translates into three concrete requirements: - Global reach for more than 900 million weekly active users - Fast connection setup so a user can start speaking as soon as a session begins - Low and stable media round-trip time, with low jitter and packet loss, so turn-taking feels crisp The team at OpenAI responsible for real-time AI interactions recently rearchitected our WebRTC stack to address three constraints that started to collide at scale: one-port-per-session media termination does not fit OpenAI infrastructure well, stateful ICE (Interactive Connectivity Establishment) and..."},"evidence_pages":[{"url":"https://openai.com/index/delivering-low-latency-voice-ai-at-scale","final_url":"https://openai.com/index/delivering-low-latency-voice-ai-at-scale","title":"How OpenAI delivers low-latency voice AI at scale","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:08.682+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"How OpenAI delivers low-latency voice AI at scale | OpenAI May 4, 2026 How OpenAI delivers low-latency voice AI at scale By Yi Zhang and William McDonald, Members of Technical Staff Share Voice AI only feels natural if conversation moves at the speed of speech. When the network gets in the way, people hear it immediately as awkward pauses, clipped interruptions, or delayed barge-in. That matters for ChatGPT voice, for developers building with the Realtime API, for agents working in interactive workflows, and for models that need to process audio while a user is still talking. 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