Kazakh data for AI training, collected to your brief
Kazakh data from IndecalAI is collected or reviewed by a native Kazakh speaker, not pulled from an existing archive. We work with speakers across the Middle East and Central Asia, where a formal written register and everyday speech can diverge sharply, matched to your brief and checked before delivery.
What Kazakh data can we produce?
Kazakh data from IndecalAI is speech, text, conversational and translation data collected or reviewed by a Kazakh speaker for your brief, not pulled from an existing archive.
A formal written register and everyday spoken language can differ sharply in this region, so we ask upfront whether you need the standard written form, a regional spoken variety, or both.
This sits across several of our services depending on what you need: data collection for raw speech or text, conversational AI data for dialogue, and translation and localization for converting between Kazakh and another language.
Translation projects often pair this language with English or another regional language. See translation and localization for that scope.
Kazakh data at a glance
- Data types
- Speech, text, conversational, translation
- Services
- Data collection, Translation
- Who works on it
- Contributors from our network of 30,000+ people worldwide, matched to your brief.
- Review
- A review pass before anything is delivered.
- Your data
- NDA first, used only for the agreed scope, returned or deleted when you ask.
- First step
- A small free sample before you commit.
What to know about Kazakh before you brief it
Kazakh is the state language of Kazakhstan and is spoken by Kazakh communities in neighboring countries, including western China and Mongolia. In cities it often lives side by side with Russian.
Many Kazakh speakers are bilingual, and conversation often swaps between Kazakh and Russian within a sentence. Kazakhstan has also announced a move to a Latin-based alphabet, so recently published text can follow either system. A brief should state whether mixed speech is wanted, which script to deliver, and whether the audience is in Kazakhstan or among Kazakh speakers in China, who write with an Arabic-based script.
Languages that sit close to Kazakh in script, family or region: Kyrgyz data, Uzbek data, Turkmen data, Mongolian data, Russian data and Turkish data.
Deciding what to specify for any language? The guide to speech data collection covers the choices that apply across languages, and the one on transcription for AI and for people covers how speech becomes text.
Kazakh at a glance
- Language family
- Turkic
- Script
- Cyrillic in Kazakhstan, with an Arabic-based script used in China
- Spoken mainly in
- Kazakhstan, with communities in China, Mongolia and Uzbekistan
- Name it in a brief
- Standard Kazakh, regional speech from the north, south and west
- Its own name
- Қазақ тілі
Four ways to request Kazakh data
Each links to the service that runs it, with its full scope and process.
Kazakh speech data
Recorded speech in Kazakh: calls, prompts and voice bot utterances, in either the standard written register or a regional spoken variety, to your brief.
Kazakh text data
Written Kazakh: messages, reviews, tickets or chat logs, written or labeled by people who read it natively.
Kazakh conversational data
Scripted or spontaneous Kazakh dialogue for voice bots and support agents, in the formal or everyday register your brief calls for.
Kazakh translation
Human-verified translation between Kazakh and another language, covering both formal and everyday registers.
What to put in a Kazakh brief
Four things worth deciding before contributors start, so the first sample already looks right.
Region or dialect
Kazakh is spoken mainly in Kazakhstan, with communities in China, Mongolia and Uzbekistan. Worth naming in a brief: Standard Kazakh, regional speech from the north, south and west. Tell us the region or community you're targeting so contributors are matched to the right one.
Script or transliteration
Script for Kazakh: Cyrillic in Kazakhstan, with an Arabic-based script used in China. Say whether you want the native script, a transliterated version, or both, especially if your downstream system only reads one.
Data type mix
Speech, text, conversational and translation can be requested together or on their own. Tell us the mix your model needs.
Volume and timeline
A rough sense of how much data and how soon lets us staff the right number of contributors from the start.
From your brief to reviewed Kazakh data
One named contact owns the project from scoping to the last file.
Brief
You tell us the data type, the Kazakh variety or region and roughly how much you need.
NDA and scope
We sign an NDA before any data moves, then agree the scope with you.
Free sample
We produce a small sample free, so you can check it before you commit.
Production
Contributors from our network work in our own tools, to the brief you set.
Review
A review pass runs before anything is delivered.
Delivery
The data comes to you, or moves on to another service with us.
Where Kazakh data ends up
Common jobs for Kazakh data. They're examples of the work, not a client list.
Voice bots and IVR
Recorded Kazakh prompts and calls teach a voice bot to recognize how people actually speak, not just how a script reads.
Support chat and tickets
Everyday Kazakh messages, written in the domain you work in, give a chat assistant real phrasing to learn from.
Content moderation and sentiment
Labeled Kazakh posts, reviews and messages teach a model to read tone and intent correctly in this language.
Localizing a product
Translating prompts, UI copy and training data into Kazakh so a product reads like it was written for that market, not machine-translated.
Off-the-shelf Kazakh data, or built to your brief?
We hold around 35,000 hours of off-the-shelf speech, prompts and conversations already collected across our network, and roughly 500 hours of it is Kazakh: see the Kazakh speech dataset. Here's how the two paths compare.
| Topic | A typical off-the-shelf dataset | Kazakh data with us |
|---|---|---|
| Already collected? | No way to know until you've already paid for it | Yes: roughly 500 hours of Kazakh speech are already recorded, and we tell you what they cover before you buy |
| Fit to your brief | Built for whoever bought it first, not your exact region, register or use case | Collected or reviewed to the region, script and format you specify |
| Who else has it | The same files can be sold to more than one buyer | Custom collections are scoped to your engagement. For stock data, who else can license it is set in your licence |
| Checking the fit | You find out after you've already paid for it | A small free sample first, so you check it before committing to volume |
Kazakh data terms, in plain words
General definitions. They describe the field, not a claim about us.
Where Kazakh data fits
Kazakh is one of 100 languages on our languages directory. You can also browse every category on the datasets hub.
Do you support Kazakh?
Yes. Kazakh is one of 100 languages in this directory, part of our wider language coverage worldwide, including deep Indian language coverage. Tell us the regional variety you need.
Do you already have any Kazakh data collected?
Yes. Roughly 500 hours of Kazakh speech, prompts and conversations are already recorded and ready to license. The Kazakh speech dataset page has the details, and anything it doesn't cover we collect to your brief.
Can you mix regional varieties of Kazakh in one project?
Yes. Tell us the mix of regions or dialects you need and we'll match contributors from our network to that brief.
Which data types are available in Kazakh?
Speech, text, conversational data and translation to or from Kazakh. Image and video categories don't depend on language, so Kazakh speakers can also appear in those briefs on request.
Is a sample available before we commit?
Yes, a small free sample first.
Can this run alongside other languages in the same project?
Yes. Many engagements mix languages, domains and data types under one brief and one named contact, using our network of 30,000+ people across 150+ projects delivered so far.
What counts as a regional variety of Kazakh?
A version of the language tied to a place or community, which can differ in vocabulary, pronunciation, formality or script from another region's variety. Name the region in your brief if it matters for your use case.
Can you handle Kazakh in its native script?
Yes. Contributors work in the native script by default, with transliteration available if your project needs it instead.
Which variety of Kazakh should I ask for?
Ask for the one your users actually speak. Kazakh is spoken mainly in Kazakhstan, with communities in China, Mongolia and Uzbekistan, and the forms most worth naming in a brief are Standard Kazakh, regional speech from the north, south and west. If you are unsure, describe your users and where they live, and your named contact will help you decide before collection starts.
How is Kazakh written, and does it matter for the data?
Kazakh data uses Cyrillic in Kazakhstan, with an Arabic-based script used in China. The script and its encoding affect how a model reads the data, so say in the brief which one you need and whether a romanized or transliterated version is also required.
Request Kazakh data
Pick the data type, confirm Kazakh as the language and a rough volume, and send it. We'll produce a small sample free before you commit.
- Your named contact replies within one business day.
- We sign an NDA before any data changes hands.
- We produce your free sample, then agree the full scope.
This opens your email app with the brief filled in. Nothing is sent until you press send. You can also use the contact page.