# Real-time AI: what is it and why it needs streaming data

DevFeed: [Real-time AI: what is it and why it needs streaming data](<https://devfeed.tech/articles/real-time-ai-what-is-it-and-why-it-needs-streaming-data-12729.md>)

Original publisher: [Read original article](<https://www.redpanda.com/blog/real-time-ai-streaming-data>)

Author: Jenny Medeiros

Published: 2025-09-04T00:00:00Z

Content type: article

Language: en

Sources: [Redpanda](<https://devfeed.tech/sources/redpanda.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [autonomous vehicles](<https://devfeed.tech/topics/autonomous-vehicles.md>), [Transactions](<https://devfeed.tech/topics/transactions.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [autonomous-vehicles](<https://devfeed.tech/tags/autonomous-vehicles.md>), [batch](<https://devfeed.tech/tags/batch.md>), [latency](<https://devfeed.tech/tags/latency.md>), [rag](<https://devfeed.tech/tags/rag.md>), [reactive](<https://devfeed.tech/tags/reactive.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [thought-leadership](<https://devfeed.tech/tags/thought-leadership.md>), [transactions](<https://devfeed.tech/tags/transactions.md>)

## AI overview

The article explains real-time AI as systems that perceive, interpret, and act on streaming events with minimal delay. It contrasts this approach with batch-oriented AI and describes applications such as autonomous-vehicle navigation, fraud detection, and emergency-room prioritization.

## Source excerpt

Learn how streaming data takes your AI from reactive to proactive and the real-world applications driving instant intelligence.