Norwegian speech dataset, roughly 500 hours ready to license
Our OTS Norwegian speech dataset is roughly 500 hours of Norwegian speech, prompts and conversations, already recorded by Norwegian speakers in our 30,000+ network, with consent from every speaker for commercial AI training. License it now and train your Norwegian speech recognition model without waiting on a new collection.
- ~500 h of Norwegian in stock
- ~35,000 h across the OTS pool
- 100% of speakers consented
- ISO 27001 certified
- SOC 2 report under NDA
- GDPR DPAs and HIPAA BAAs on request
What's in the Norwegian speech dataset?
The IndecalAI OTS Norwegian speech dataset is roughly 500 hours of Norwegian speech, prompts and conversations, recorded by Norwegian speakers in our network who all consented to commercial AI training. It's already recorded, so you can license it now instead of waiting on a new collection.
Norway is a wealthy market where dialects are spoken everywhere, which makes Norwegian one of the harder languages for speech models. Speech from many regions is what helps most.
Every recording comes with a transcript and metadata about the speaker, the device and the setting, and you can take it as WAV, OGG or another common format. Every order starts with sample clips and a spec sheet, so you can match the data against your model before you agree a licence.
Need more than what's in stock? Norwegian speakers from our 30,000+ network record new speech to your brief, and our Norwegian data page covers what we collect to order.
Norwegian speech dataset at a glance
- Hours
- Roughly 500 hours, already recorded
- Language
- Norwegian (Norsk), no
- Content
- Speech, prompts and conversations
- Consent
- Every speaker consented to commercial AI training
- Speakers
- Norwegian speakers from our 30,000+ network
- Audio and transcripts
- Transcripts and metadata with every recording, in WAV, OGG and more
- Licence
- Terms agreed with each customer, in writing
- Price
- Quoted per order
- Samples
- Norwegian sample clips sent in reply to your request
- Security
- ISO 27001 certified. SOC 2 report available under NDA. GDPR DPAs and HIPAA BAAs on request.
What comes with every Norwegian recording
What you get with each Norwegian recording, and how it was made. The spec sheet adds the numbers for your order.
| Detail | In the Norwegian dataset |
|---|---|
| Speech types | A mix of scripted prompts and natural conversations |
| Recording devices | Mobile phones, laptops and studio microphones |
| Environments | Quiet rooms and noisy, everyday settings |
| Transcripts | Included with every recording |
| Speaker metadata | Speaker details, such as gender and age, for each recording |
| Recording metadata | The device and the setting for each recording |
| Audio formats | WAV, OGG and other common formats |
| Sample rates | Listed for each recording on the spec sheet |
What roughly 500 hours of Norwegian speech looks like
Five hundred hours is easy to say and hard to picture. Played back to back, it's about 21 days of Norwegian speech without a break, far more than any team can listen to before buying. That's why every order starts with sample clips and a spec sheet.
- ~500 hours of Norwegian speech
- ~30,000 minutes
- ~1.8M seconds of audio
- ~21 days, played back to back
Hours here are recorded audio. When you compare quotes, check whether each one counts audio hours or only the parts where someone is talking.
Norwegian at a glance, for speech teams
The facts that shape a Norwegian speech project, from who speaks it to how it's written. Our Norwegian data page covers what we collect to order.
Status
Official language
Official in Norway, written in two standards, Bokmål and Nynorsk.
Where it's spoken
Norway
Spoken across Norway, with strong local dialects used in daily life and media.
Script
Latin alphabet
Written left to right, with æ, ø and å, in two written standards.
Family
Germanic
A North Germanic language, close to Danish and Swedish.
Varieties
Dialects everywhere
Norwegians speak their local dialect almost everywhere, and there is no single spoken standard.
Codes
no · nor
ISO 639-1 and ISO 639-3 codes. Locales speech APIs often use: nb-NO, nn-NO.
Norwegian speech dataset, voice dataset or speech corpus?
Buyers search for the same data under different names. Here's what each one usually means, and how our Norwegian data fits.
Norwegian speech dataset
The general term
Recorded Norwegian speech with details about each recording, for training and testing speech models. The name this page uses.
Norwegian voice dataset
Usually the same thing
Some teams mean voice for text-to-speech or speaker recognition, which needs cleaner audio. Part of our data was recorded in a studio, so ask for those recordings.
Norwegian audio dataset
A wider term
It can include music or background sound. Ours is speech audio: Norwegian speech, prompts and conversations.
Norwegian speech corpus
The research name
A structured collection of recordings and their details. Commercial datasets are corpora too, licensed instead of published.
Norwegian ASR or speech-to-text dataset
Speech plus what was said
For training a model that turns Norwegian audio into text. Every recording in our Norwegian dataset comes with a transcript.
Norwegian speech recognition data
Speech plus what was said
For training a model that turns Norwegian audio into text. Every recording in our Norwegian dataset comes with a transcript.
What makes Norwegian hard for speech recognition
Four things that catch out Norwegian speech models, and what to listen for when you check a sample from anyone, us included.
English words inside Norwegian
Norwegian speakers use a lot of English at work and online, often with Norwegian endings. A model trained only on formal Norwegian stumbles on that, so listen for it in a sample.
Bokmål or Nynorsk
Norwegian has two written standards, and people speak dialects that match neither exactly. Decide which standard your transcripts use, then check the samples.
Dialects across Norway
Oslo, Bergen, Trondheim and northern Norwegian sound very different, and all are used day to day. Check that the speaker mix covers the regions your users come from.
Speech that matches no spelling
A dialect speaker might say æ or eg for I, which neither written standard spells that way. Transcripts have to map dialect speech to one standard.
What teams build with a Norwegian speech dataset
Where ready-recorded Norwegian speech tends to go. These are kinds of work, not client names.
Norwegian speech recognition
Train or fine-tune a Norwegian speech-to-text model, or adapt a multilingual model so it handles Norwegian well.
Voice bots and IVR
Teach a voice bot how Norwegian callers actually ask for things, in the words and accents they use.
Customer service calls
Norwegian speech for models that route, transcribe or summarize customer calls about accounts, orders and claims.
Voice in the car and at home
A Norwegian base for in-car assistants and smart devices, before recording commands in the real setting.
Support and speech analytics
Norwegian conversations for models that find intent, sentiment or topics in support calls and chats.
Testing a Norwegian model
Held-back Norwegian recordings your model never trained on, to measure word and character error rate before launch.
How many hours of Norwegian speech do you need?
It depends on the model you start from and how close your users sound to the training data. These are rough starting points that come up often in speech work. Your own tests should decide.
| Goal | Rough starting point | With our Norwegian data |
|---|---|---|
| Test a model you already have | A few hours your model never trained on | A test set cut from stock and kept out of training |
| Fine-tune a multilingual model, such as Whisper or wav2vec 2.0 | Tens to a few hundred hours | Roughly 500 hours in stock covers it |
| Adapt to one domain, like banking calls | A smaller set that sounds like your users | Stock as a base, plus a custom top-up in your domain |
| Train a Norwegian model from scratch | Thousands of hours | Stock as a base, plus a larger custom collection |
Free Norwegian speech datasets or a licensed one?
Public corpora such as NST Norwegian and the NB Tale corpus (via Språkbanken), Mozilla Common Voice and FLEURS have done a lot for Norwegian speech research. They cover what their creators chose to record, like read sentences, crowd recordings or broadcast speech, and each comes with its own licence and terms of use. Here's how they compare with a licensed dataset.
| Topic | Public Norwegian corpora | Our Norwegian speech dataset |
|---|---|---|
| Licence | Set by each corpus, and some limit redistribution or changes | Agreed with you in writing, for what you're building |
| Consent | Covered by each project's own terms | Every speaker consented to commercial AI training |
| What it sounds like | Whatever the project recorded | Speech, prompts and conversations, with sample clips first |
| Who else trains on it | Anyone who downloads it | Set in the licence we agree with you |
| Filling gaps | Up to you | Recorded to your brief by the same network |
| Support | Community forums | A named contact from sample to delivery |
How to check a Norwegian speech sample
Six things to check before you license, and where to look for each. Use it on every vendor you compare.
| Check | What to look for | Where to find it |
|---|---|---|
| Accents | Speakers from the regions your users come from | The speaker mix on the spec sheet, and the clips |
| Everyday speech | The way your users really talk, including any mixing with other languages | Listen to the clips |
| Script | Transcripts in the script and spelling your model should output | The transcript format on the spec sheet |
| Audio | A sample rate and recording setup close to your product | The sample rate on the spec sheet |
| Numbers | Amounts, dates and phone numbers written one consistent way | Transcripts of the clips |
| Rights | Consent that covers commercial AI training, and a licence that fits | Ask for the licence terms before you buy |
From Norwegian sample clips to licensed data
Your named contact runs it from the first question to delivery.
-
01
Ask
Tell us how many Norwegian hours you need and what the model is for.
You get A reply within one business day
-
02
Sample and spec sheet
We send Norwegian sample clips and the spec sheet in reply.
You get Norwegian clips and the spec sheet
-
03
Licence and quote
We agree the licence terms and send a quote for the order.
You get Written licence terms and a quote
-
04
Delivery
The licensed Norwegian speech is delivered to you.
You get Licensed Norwegian speech with transcripts
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05
Fill the gaps
Accents, devices or domains that are missing get recorded to your brief.
You get New Norwegian speech, recorded to your brief
Get Norwegian sample clips Start with the sample clips, then decide.
Norwegian speech data terms
The words that come up when you buy or build Norwegian speech data. The full glossary covers every data type.
- Bokmål
- The most used written standard of Norwegian, close to Danish in its roots.
- Nynorsk
- The second written standard of Norwegian, based on rural dialects.
- Dialect
- A regional form of a language. In Norway, dialects are used everywhere, including on TV.
- Speaker metadata
- Details recorded about each speaker, such as gender and age, that let you check the speaker mix against your users.
- OTS dataset
- Short for off-the-shelf dataset: data already collected and ready to license before a buyer asks for it, instead of recorded to one buyer's brief.
- Word error rate (WER)
- The share of words a speech model gets wrong against a reference transcript. Lower is better.
- Character error rate (CER)
- The same idea counted in characters, often used alongside WER, since small spelling differences can make WER look worse than the model is.
- Utterance
- One stretch of speech by one speaker, such as a single prompt read aloud or one turn in a conversation.
More Norwegian and speech data
Every language in stock is on the off-the-shelf speech datasets page. Related speech datasets: Danish, Swedish, Finnish and English.
OTS speech datasets
Around 35,000 hours across languages, ready to license.
Norwegian data to your brief
Norwegian speech, text and translation, collected to order.
Transcription
Norwegian audio turned into timed text, checked by people.
Languages
100 languages, collected to order.
Data and model evaluation
Held-back Norwegian speech scored against your targets.
Questions about the Norwegian speech dataset
Straight answers about licensing Norwegian speech. The off-the-shelf FAQ covers questions that apply to every language.
Do you have a Norwegian speech dataset ready to license?
Yes. Roughly 500 hours of Norwegian speech, prompts and conversations are already recorded and ready to license, as part of our off-the-shelf speech pool.
What's in the Norwegian speech dataset?
A mix of scripted prompts and natural conversations in Norwegian, recorded on mobile phones, laptops and studio microphones, in quiet and noisy settings. Every recording comes with a transcript and metadata about the speaker, the device and the setting, in WAV, OGG or another common format.
Are the transcripts in Bokmål or Nynorsk?
Ask for the transcript standard on the spec sheet, and which regions the speakers come from. You can check both against your needs before you license.
Did every speaker consent to AI training?
Yes. Every speaker gave consent for their recordings to be used for commercial AI training.
How is the Norwegian dataset licensed?
Licence terms are agreed with each customer, in writing, before delivery. That includes how you can use the data and whether anyone else can license the same recordings.
How much does the Norwegian speech dataset cost?
We quote each order on its own, based on the hours you need and the licence terms. Send your request and your named contact comes back with a quote.
Can we hear Norwegian samples first?
Yes. Ask and we send Norwegian sample clips with the spec sheet, so you can check the audio before you commit.
What if we need more than 500 hours, or a specific accent?
We collect it. Norwegian speakers from our network record new speech to your brief, such as a region, an age group, a device or a domain, and it can sit alongside the hours you license from stock.
Is this the same as a Norwegian voice dataset or speech corpus?
For most uses, yes. Speech dataset, voice dataset, audio dataset and speech corpus are names for the same thing: recorded Norwegian speech with details about each recording. If you need studio-quality voice for text-to-speech, ask for the recordings made in a studio.
Can we use it as a Norwegian speech-to-text (ASR) dataset?
Yes. Every recording comes with a transcript, so it's ready for training and testing Norwegian speech-to-text models. The spec sheet shows the transcript style, so you can check it matches your pipeline before you license it.
Why not use a free Norwegian speech dataset?
Public Norwegian corpora are a good start for research. Each one has its own licence and terms of use, and they cover what their creators chose to record, such as read sentences or broadcast speech. Read the licence before you train a commercial model on one, and check that it sounds like your users.
What does OTS mean?
OTS stands for off-the-shelf: data that's already recorded and ready to license, instead of collected after you order. Our OTS Norwegian speech dataset is roughly 500 hours.
How many hours of Norwegian speech do we need?
It depends on your starting model. A test set can be a few hours, fine-tuning a multilingual model often starts at tens to a few hundred hours, and training from scratch takes thousands. Your own tests should decide.
Can we fine-tune Whisper or wav2vec 2.0 on it?
Yes. Teams commonly fine-tune open speech models like these on licensed Norwegian speech, and every recording comes with a transcript in WAV, OGG or another common format. The spec sheet shows the transcript style, so you can plan any conversion before you train.
Do you work with US teams?
Yes. We take calls in US Eastern mornings, which is evening in India. We're ISO 27001 certified, our SOC 2 report is available under NDA, and we sign GDPR data processing agreements and HIPAA business associate agreements on request.
Get Norwegian sample clips
Say roughly how many Norwegian hours you need and what the model is for. We'll send sample clips and the spec sheet.
- Your named contact replies within one business day.
- We send Norwegian sample clips and the spec sheet.
- We agree the licence terms and send a quote.
This opens your email app with the request filled in. Nothing is sent until you press send. You can also use the contact page.