Potok

Voice input for neural networks: how to use it

Mark Vesyoly · founder of Potok · ~9 min

Potok transcribes Russian speech; this site has been translated into English for convenience.

Voice input for neural networks is dictating prompts and questions instead of typing: a long request with the context of a task is quicker to say than to type by hand. Potok (potok.now) inserts the recognized text into any field, including the chat window of a neural network. By voice you get about 900 characters per minute against roughly 200 when typing.

You can dictate 900 characters per minute by voice against about 200 when typing; this is how the difference between dictation and a keyboard looks by Potok's figures. It is especially noticeable for long prompts to neural networks: a detailed request with the context of a task is easier to say in full than to type, stopping in the middle of a thought and losing the thread of the reasoning. This section collects materials on how to use voice for exactly this task: from single prompts to multi-step dialogues with clarifications and dictating code.

Voice input for neural networks: how people use it at work

The most common scenario is a long prompt with the context of a task: describe the situation, give the source data, formulate what is needed as output. Typing such a text is tiring and it is easy to lose your way in the middle; saying it aloud is usually quicker and more natural, especially when the thought has already formed in your head and you only need to pronounce it, without choosing words as you type.

The second scenario is a chain of clarifications. After the first answer from the neural network you often need to rephrase the question, add a detail or ask it to rewrite a fragment differently, and here short voice replies save time at every step of the dialogue, even if each is small on its own. Over a dozen such replies in one conversation a noticeable difference adds up, although none of them looks long by itself.

The third is conversational notes that later turn into a prompt: say aloud what you want to get from the neural network without worrying about structure, and then ask the same neural network to put the text in order. Here dictation wins precisely because there is no inner editor that slows typing: what is said aloud rarely comes out without stumbles the first time, but it is put into words faster than it is typed. How differently neural networks recognize and understand Russian speech at the input is a separate topic, covered in the article on the best neural networks for converting speech to text in Russian.

The fourth scenario is found among those who work with code: dictating comments for a prompt, a bug description or a technical brief where Russian text is mixed with English terms and function names. Here accuracy matters more than speed: the same error in a variable name, repeated by recognition several times in a row, is more annoying than slow typing. A program with a personal dictionary remembers such words after the first correction, while without a dictionary you have to fix the same thing by hand every time.

What all four scenarios have in common is that the text must land exactly in the chat window of the neural network, not in a separate recording window that you would then have to copy from. A program with a hotkey such as Potok solves this directly: it inserts the recognized text where the cursor is, regardless of which window is open, and without an extra copying step between apps.

All articles in this section (238): potok.now/golosovoy-vvod-dlya-neyrosetey

Calculated from average typing and speaking speeds, not measured.
TaskCharactersTyping (200 chars/min)Voice (900 chars/min)
chat reply3002 min0.5 min
email15008 min1.7 min
post or meeting minutes400020 min4.4 min
article1000050 min11.1 min

What to open first

Who this section is not for

Voice input for neural networks is not a replacement for the neural network itself and not a guarantee of a good answer: it speeds up entering a request, not the quality of the request. Potok is a cloud service, recognition runs on servers in Russia, and it does not work at all without the internet; you will have to type by hand if there is no network. Potok also does not understand voice commands for editing a finished neural network answer: correcting the text after the answer still has to be done by hand or with the next prompt.

For those who type prompts in one or two short paragraphs and do it rarely, switching to dictation is unlikely to save noticeable time: the difference between voice and a keyboard becomes tangible on long and frequent texts, not on a single short question once a week.

Frequently asked questions

Can I dictate a prompt with code or technical terms?

Yes, but the quality depends on the program's dictionary: if it can remember terms and function names, repeated words are recognized more reliably after the first correction. Potok has a personal dictionary for this.

Do I need to say punctuation marks when dictating a prompt?

It depends on the program: some place punctuation by pauses and intonation, and then it is enough to speak in ordinary sentences; others wait for separate words such as “zapyataya” (comma) and “tochka” (period). For a long prompt the first option is usually more convenient.

Does voice input understand mixed Russian and English speech when dictating code or prompts?

It depends on the recognition model: not all systems switch between languages within one phrase (code-switching) equally well. The Potok model is trained for Russian speech, including terms and Russian mixed with English.

Can I dictate a prompt for a neural network by voice?

Yes, voice input works in any text field, including the chat window of ChatGPT, Claude, DeepSeek or GigaChat in a browser or a desktop app: the text is simply inserted into the prompt field the same way as into any other app.

How do I dictate a prompt for ChatGPT in Russian with English terms?

You can dictate the whole prompt by voice: specialized services such as Potok are built for mixed speech (Russian text with English terms is exactly the scenario of vibe coding and working with AI), and then the text is inserted right into the chat input field.

Can I write code and commit messages by voice?

By voice it is convenient to dictate the text parts: comments, commit descriptions, prompts for an AI assistant, code review text; Potok has no direct voice control of code (commands to edit code by voice), which is not part of the product's functionality.

Try it on your own texts

Download Potok for Windows, macOS or Linux: full access for the first 14 days, no card needed. After that, 2500 words per week for free or Pro for 690 ₽ per month. Potok is a cloud service: speech is recognized on servers in Russia, and it does not work without the internet.

Download Potok

Existing recordings are transcribed by Potok's Telegram bot @potok_now_bot: send a file or a YouTube, VK Video or RuTube link and the text arrives in the chat. The Potok subscription removes the limit in the bot too.

Related software: terms compared

Terms are taken from the services' official websites.
ServicePlatformsFreePricePayment from RussiaWhere speech is recognized
PotokWindows, macOS, LinuxFree: 2500 words per week; full access for the first 14 days, no card neededPro 690 ₽/mo, 499 ₽/mo when paid yearlyRussian bank cards, rublescloud, servers in Russia; internet required
SpeakFlowWindows, Web30 minutes of dictation per month, free forever690 ₽/mo (Personal (unlimited))rubles directlycloud (the data center country is not disclosed on the website) (not confirmed)
DiktuyWindows, macOS30 minutes of dictation per month, free forever239 ₽/mo (Profi (monthly equivalent when billed yearly)); 2870 ₽/yr (Profi (year, billed in full)); 479 ₽/mo (Max (monthly equivalent when billed yearly))rubles directly (not confirmed)cloud (the data center country is not disclosed on the website) (not confirmed)
TalkpadmacOS, Windows, Android2500 words/week on desktop, 1500 words/week on mobile, free forever; plus a 14-day Pro trial$6/mo (Pro (billed yearly, $72/yr)); $8/mo (Pro (monthly billing))unknown (not confirmed)cloud (the legal entity is registered in Australia; the website is hosted on Cloudflare; the exact location of the ASR servers is not disclosed in the privacy policy) (not confirmed)
VoistyWindows, macOS5 minutes of transcription (to judge the quality)$6.7/mo (Pro); $67/yr (Pro (year)); $99/one-time (Lifetime)Visa/Mastercard/Amex cards, PayPal; whether Russian cards are accepted is not stated (not confirmed)device (offline, local models such as Whisper Large V3 Turbo / NVIDIA Parakeet)
WhispeRuWindows7-day free trial (no card)290 ₽/mo (monthly license); 1990 ₽/yr (yearly license); 4990 ₽/one-time (lifetime license)rubles directly (payment via YooKassa)device (offline)
GigaTypeWindows, macOSfree with no limits: open source under the MIT license (Copyright (c) 2026 Disrupt Builders), all features are available without payment—not needed: there are no paid plansdevice (offline, Sber's GigaAM neural network)
MolviWindows, macOSfree forever, no accounts and no payment—not needed: the product is free; voluntary donations are accepted via Telegram Tribute or by card on the website, amounts are not fixeddevice (offline; best quality on an NVIDIA GPU, otherwise a fast model on the CPU)

Primary sources: speakflow.ru · speakflow.ru · speakflow.ru · blog.speakflow.ru

Mark Vesyoly — founder of Potok. Writes about Russian voice input: how to dictate in work apps, what gets in the way and how to fix it.
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