One of 100 languages in this directory

German data for AI training, collected to your brief

German data from IndecalAI is collected or reviewed by a native German speaker, not pulled from an existing archive. We work with speakers across Europe, with regional accents that a single generic model usually misses, matched to your brief and checked before delivery.

The short answer

What German data can we produce?

German data from IndecalAI is speech, text, conversational and translation data collected or reviewed by a German speaker for your brief, not pulled from an existing archive.

Regional accents and dialect words inside a single country can trip up a model trained on one generic variety, so tell us the region or audience you're targeting.

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 German and another language.

Image and video categories on our datasets hub don't depend on language at all, so a project can combine this with visual data from the same region.

German data at a glance

Data types
Speech, text, conversational, 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.
About the language

What to know about German before you brief it

German is the official language of Germany and Austria and one of the official languages of Switzerland, and it is widely used across central Europe. It forms very long compound nouns by joining shorter words together.

In Switzerland, people write Standard German but speak Swiss German dialects, which can be almost unintelligible to speakers elsewhere, so a voice product for Switzerland must decide which one to support. Austrian and German usage differ in vocabulary and some spelling. German also has formal and informal address, Sie and du, and the choice shapes the tone of a customer-facing interaction.

Languages that sit close to German in script, family or region: Dutch data, English data, Danish data, Swedish data, Polish data and Czech data.

Categories we build in German: German Customer Support Call Speech Data, German Customer Support Chatbot Text 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.

German at a glance

Language family
Indo-European (West Germanic)
Script
Latin letters with umlauts and the letter ss, left to right
Spoken mainly in
Germany, Austria, Switzerland and Liechtenstein, with communities elsewhere in Europe
Name it in a brief
Standard German, Austrian German, Swiss Standard German, regional dialects
Its own name
Deutsch
Available in German

Four ways to request German data

Each links to the service that runs it, with its full scope and process.

German speech data

Recorded speech in German: calls, prompts and voice bot utterances, built around the regional accent your model needs to recognize.

German text data

Written German: messages, reviews, tickets or chat logs, written or labeled by people who read it natively.

German conversational data

Scripted or spontaneous German dialogue for voice bots and support agents, with the regional accent your users expect.

German translation

Human-verified translation between German and another language, covering prompts, UI copy and training data.

Before we start

What to put in a German brief

Four things worth deciding before contributors start, so the first sample already looks right.

Region or dialect

German is spoken mainly in Germany, Austria, Switzerland and Liechtenstein, with communities elsewhere in Europe. Worth naming in a brief: Standard German, Austrian German, Swiss Standard German, regional dialects. Tell us the region or community you're targeting so contributors are matched to the right one.

Script or transliteration

Script for German: Latin letters with umlauts and the letter ss, left to right. 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.

How it works

From your brief to reviewed German data

One named contact owns the project from scoping to the last file.

  1. Brief

    You tell us the data type, the German variety or region and roughly how much you need.

  2. NDA and scope

    We sign an NDA before any data moves, then agree the scope with you.

  3. Free sample

    We produce a small sample free, so you can check it before you commit.

  4. Production

    Contributors from our network work in our own tools, to the brief you set.

  5. Review

    A review pass runs before anything is delivered.

  6. Delivery

    The data comes to you, or moves on to another service with us.

Where it's used

Where German data ends up

Common jobs for German data. They're examples of the work, not a client list.

Voice bots and IVR

Recorded German prompts and calls teach a voice bot to recognize how people actually speak, not just how a script reads.

Speech data

Support chat and tickets

Everyday German messages, written in the domain you work in, give a chat assistant real phrasing to learn from.

Text data

Content moderation and sentiment

Labeled German posts, reviews and messages teach a model to read tone and intent correctly in this language.

Conversational data

Localizing a product

Translating prompts, UI copy and training data into German so a product reads like it was written for that market, not machine-translated.

Translation

Off-the-shelf, or built to your brief

Off-the-shelf German 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 German: see the German speech dataset. Here's how the two paths compare.

Off-the-shelf German data compared with a German brief built with IndecalAI
TopicA typical off-the-shelf datasetGerman data with us
Already collected?No way to know until you've already paid for itYes: roughly 500 hours of German speech are already recorded, and we tell you what they cover before you buy
Fit to your briefBuilt for whoever bought it first, not your exact region, register or use caseCollected or reviewed to the region, script and format you specify
Who else has itThe same files can be sold to more than one buyerCustom collections are scoped to your engagement. For stock data, who else can license it is set in your licence
Checking the fitYou find out after you've already paid for itA small free sample first, so you check it before committing to volume
Glossary

German data terms, in plain words

General definitions. They describe the field, not a claim about us.

Native speaker review
A pass by someone who grew up speaking the language, checking that phrasing, tone and spelling read naturally, not just correctly.
Regional variety
A version of a language tied to a place, which can differ in vocabulary, pronunciation or script from the variety spoken elsewhere.
Code-mixing
Switching between two languages within the same sentence or conversation, common in everyday speech in many multilingual regions.
Human-verified translation
A translation checked by a person, rather than machine output delivered as final, catching meaning a model alone would miss.
Off-the-shelf dataset
Data already collected and packaged before a buyer exists, sold as-is to whoever licenses it next, rather than produced for one specific brief.
Related

Where German data fits

German is one of 100 languages on our languages directory. You can also browse every category on the datasets hub.

FAQ

Questions about German data

The datasets FAQ covers questions that apply across every category.

Do you support German?

Yes. German 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 German data collected?

Yes. Roughly 500 hours of German speech, prompts and conversations are already recorded and ready to license. The German speech dataset page has the details, and anything it doesn't cover we collect to your brief.

Can you mix regional varieties of German 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 German?

Speech, text, conversational data and translation to or from German. Image and video categories don't depend on language, so German 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 German?

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 German 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 German should I ask for?

Ask for the one your users actually speak. German is spoken mainly in Germany, Austria, Switzerland and Liechtenstein, with communities elsewhere in Europe, and the forms most worth naming in a brief are Standard German, Austrian German, Swiss Standard German, regional dialects. If you are unsure, describe your users and where they live, and your named contact will help you decide before collection starts.

How is German written, and does it matter for the data?

German data uses Latin letters with umlauts and the letter ss, left to right. 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 German data

Pick the data type, confirm German as the language and a rough volume, and send it. We'll produce a small sample free before you commit.

  1. Your named contact replies within one business day.
  2. We sign an NDA before any data changes hands.
  3. We produce your free sample, then agree the full scope.
What should we produce?
Email this brief

This opens your email app with the brief filled in. Nothing is sent until you press send. You can also use the contact page.