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Signals

Telegram benchmark — how fast it answers

On speed · ~1 min read

For a high-performance website, the bar for a page response is about 250 milliseconds. Creating an output — an image, a video, a written answer — is heavier work, so we hold a different bar. We hold one standard: five seconds — and we already meet it across text, image, and video.

Speed and quality

A real Telegram round-trip, today. Quality is scored 1–5, and every output is a real file you can read or watch.

OutputReplyQuality
TextInstant — under a second4 / 5
Image~5s4 / 5
Video (short)~5s4 / 5

These are worst-case figures for an all-open-source model combination — and we already sit at the five-second standard. Even the longest video stays under 25 seconds.

The Telegram video form set to 5s, Draft, Fastest, then a generated panda video delivered in five seconds.
Already in production: a 5-second clip, Draft · Fastest. The bot quoted about 30 seconds — it landed in five seconds sharp.

Two ways to ask

Inside Telegram, a request can take two forms.

FormHowOptions
Just ask Plain words — “explain X”, “make an image of…”, “make a video that…”. Sensible defaults. The five-second standard.
The form /form A tap-to-toggle panel, then Generate. Length 5 / 10 / 20s · Quality Draft / Standard / High · Priority Fastest / Balanced / Best

No tokens to manage, no model to pick — you ask, you get the output. The project is under constant optimization, but it already meets the standard for a pleasant experience.

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