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Akeel Almas
Akeel Almas

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How Karel Thinks About Building Scribe for Live Streaming- Hackathon Winner

Building Live Subtitles Into Ant Media Server: The Story Behind Scribe 1.0

Live streaming is becoming increasingly interactive and global, but accessibility remains a challenge. For recorded content, subtitles are now common. For live video, however, adding accurate, low-latency subtitles can be much more complicated.

That gap inspired the development of Scribe 1.0, an extension designed to bring speech-to-text and live subtitles directly into Ant Media Server.

Why build Scribe 1.0?

Around 2.5 billion people worldwide live with some form of hearing loss. Subtitles provide an important way for people to follow and engage with video content, particularly when audio isn't available or accessible.

While subtitles are standard for much recorded content, live streams still have a gap to close.

Scribe was created to address that challenge by making live speech-to-text and subtitles part of the streaming workflow.

Why integrate subtitles directly into the streaming server?

Using a third-party service for stream delivery introduces another dependency into the architecture.

From a business perspective, that can mean relying on external SLA guarantees. From a technical perspective, there are additional integration, maintenance, and update requirements.

By integrating Scribe directly into Ant Media Server, these additional layers can be reduced. The goal is a simpler workflow where subtitles are handled as part of the streaming infrastructure itself.

Learn more about Ant Media Server

The technical challenge: keeping subtitles in sync

One of the biggest challenges was timing.

Speech-to-text processing naturally introduces some latency compared with the original audio. For subtitles to feel natural, the generated text needs to remain closely aligned with what viewers are hearing.

At the same time, Scribe needed to remain simple enough to install and configure while still providing enough flexibility for different streaming environments.

Finding the right balance between simplicity and configurability was therefore an important part of the development process.

Why an integrated approach matters

When subtitles and speech-to-text are part of the streaming infrastructure, distributors have greater control over the overall workflow.

A simpler distribution chain can mean fewer points where something can go wrong, while also making it easier to maintain a consistent viewing experience.

For broadcasters and streaming platforms, this can be particularly useful when accessibility and reliability are both important requirements.

Where can live subtitles be useful?

Accessibility is one of the most obvious applications.

In some countries, broadcasters are already subject to accessibility requirements, making live captioning an important part of their workflows.

But accessibility isn't the only reason viewers use subtitles. Younger audiences are also increasingly accustomed to watching content with subtitles, even when they can hear the audio.

That makes subtitles relevant not only from an accessibility perspective, but also as part of the broader viewing experience.

What does Scribe mean for live streaming?

The larger idea behind Scribe is simple: accessibility shouldn't have to be an entirely separate layer added to a live streaming workflow.

By bringing speech-to-text and subtitles closer to the streaming infrastructure, Ant Media Server aims to give broadcasters and streaming platforms another way to build accessible live experiences without unnecessarily complicating their architecture.

Explore Ant Media Server documentation

Lessons from building Scribe 1.0

Beyond the technical challenges, the Scribe project also came out of a collaborative hackathon experience.

The biggest takeaway wasn't simply the competition. It was the experience of building something together, sharing ideas, and working toward a common goal.

That collaborative process was a major part of what made the project valuable—and is something the team would be happy to repeat.

Final thoughts

Live streaming is no longer just about delivering video. Latency, accessibility, scalability, and the overall viewer experience are increasingly important parts of the equation.

Scribe 1.0 is one step toward making live content more accessible while keeping the streaming workflow as simple and integrated as possible.

If you're working on live streaming, broadcasting, or interactive video and want to explore what Ant Media Server can do, check out the documentation and get started with a trial.

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