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The latency budget of a translated conversation

Better Translate Team ·

If a conversation runs on gaps measured in hundreds of milliseconds, it is worth knowing where the seconds go when you put a translator in the middle.

The budget

StepWhere it happens
You finish speaking—
Speech becomes textOn your phone. Nothing on the wire.
Text goes out, translation comes backThe network. This is the real spend.
The far half updatesOn your phone, already rotated to face them
They read it—
Handing the phone overRemoved entirely

Two things on that list are worth pulling out.

Transcription is free, in latency terms

Speech becomes text on the device using Apple's on-device framework, so that step never touches the network. It is also the step people assume needs a server. It does not, and keeping it local takes a round trip out of every single turn as a side effect of a privacy decision.

The handover was the biggest line item

Practitioners working on bilateral speech translation describe a two second delay as disruptive and four seconds as making a conversation feel broken. One-way conference interpreting gets three to five seconds of tolerance because the audience is passive; a back-and-forth gets far less.

Unlocking a phone, turning it around, waiting while somebody reads and taking it back spends that entire budget before a single word is translated. It is the largest, most reliable delay in the whole interaction and it is pure interface.

Splitting the screen and rotating the far half removes it. Both halves are live, so the translation lands in front of the person who needs it without anybody moving.

What we do not claim

The menu camera is a different animal. A photographed board goes through on-device text recognition and then a model that reads the whole page at once, and in our own benchmark that took between 94 and 1,029 seconds depending on configuration. Nobody should call that realtime, and we do not.

Two features, two very different clocks. The conversation is built to keep up with people. The camera is built to be right about a handwritten board at the back of a bar.

— Better Translate Team

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