Dogri data for AI training, collected to your brief
Dogri data from IndecalAI is collected or reviewed by a native Dogri speaker, not pulled from an existing archive. We work with speakers across South Asia, where the same request can sound different a few hundred kilometers away, matched to your brief and checked before delivery.
What Dogri data can we produce?
Dogri data from IndecalAI is speech, text, conversational and translation data collected or reviewed by a Dogri speaker for your brief, not pulled from an existing archive.
The same request can sound and read differently a few hundred kilometers away across South Asia, so we ask which region or script variant you need before contributors start.
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 Dogri and another language.
For the wider Indian language picture beyond this one language, see Indian language data.
Dogri 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 Dogri before you brief it
Dogri belongs to the Jammu region and its surroundings, and it is one of the scheduled languages of India. It is closely related to Punjabi and the Pahari speech of the nearby hills, which shapes how it sounds.
Today it is written mostly in Devanagari, while the older Takri script survives mainly in historical material, so confirm which one your source documents use. Tones, as in Punjabi, can carry meaning in speech and are not marked in writing, which is a real trap for transcription: audio reviewers who speak the language catch what a script-only check cannot.
Languages that sit close to Dogri in script, family or region: Punjabi data, Hindi data, Kashmiri data, Urdu data, Sindhi data and Nepali 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.
Dogri at a glance
- Language family
- Indo-Aryan
- Script
- Devanagari, left to right
- Spoken mainly in
- the Jammu region of Jammu and Kashmir and nearby hill areas
- Name it in a brief
- Standard Dogri, hill and plains speech around Jammu
- Its own name
- डोगरी
Four ways to request Dogri data
Each links to the service that runs it, with its full scope and process.
Dogri speech data
Recorded speech in Dogri: calls, prompts and voice bot utterances, with the regional accent or script variant you specify, reviewed before delivery.
Dogri text data
Written Dogri: messages, reviews, tickets or chat logs, written or labeled by people who read it natively.
Dogri conversational data
Scripted or spontaneous Dogri dialogue for voice bots and support agents, built around the regional variety your users actually speak.
Dogri translation
Human-verified translation between Dogri and another language, including the regional script or transliteration your project needs.
What to put in a Dogri brief
Four things worth deciding before contributors start, so the first sample already looks right.
Region or dialect
Dogri is spoken mainly in the Jammu region of Jammu and Kashmir and nearby hill areas. Worth naming in a brief: Standard Dogri, hill and plains speech around Jammu. Tell us the region or community you're targeting so contributors are matched to the right one.
Script or transliteration
Script for Dogri: Devanagari, 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.
From your brief to reviewed Dogri data
One named contact owns the project from scoping to the last file.
Brief
You tell us the data type, the Dogri 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 Dogri data ends up
Common jobs for Dogri data. They're examples of the work, not a client list.
Voice bots and IVR
Recorded Dogri prompts and calls teach a voice bot to recognize how people actually speak, not just how a script reads.
Support chat and tickets
Everyday Dogri messages, written in the domain you work in, give a chat assistant real phrasing to learn from.
Content moderation and sentiment
Labeled Dogri 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 Dogri so a product reads like it was written for that market, not machine-translated.
Off-the-shelf Dogri 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. We can't promise Dogri is in that pool until you ask, but it's worth checking before you commission a fresh collection. Here's how the two paths compare.
| Topic | A typical off-the-shelf dataset | Dogri data with us |
|---|---|---|
| Already collected? | No way to know until you've already paid for it | We check our ~35,000-hour speech and conversation pool first and tell you honestly either way |
| 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 | Scoped to your engagement, never resold for unrelated projects |
| 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 |
Dogri data terms, in plain words
General definitions. They describe the field, not a claim about us.
Where Dogri data fits
Dogri is one of 100 languages on our languages directory. You can also browse every category on the datasets hub.
Do you support Dogri?
Yes. Dogri 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 Dogri data collected?
Maybe. We hold around 35,000 hours of off-the-shelf speech, prompts and conversations across our network, but we can't promise Dogri is in that pool until you ask. It costs nothing to check before you commission a fresh collection.
Can you mix regional varieties of Dogri 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 Dogri?
Speech, text, conversational data and translation to or from Dogri. Image and video categories don't depend on language, so Dogri 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 Dogri?
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 Dogri 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 Dogri should I ask for?
Ask for the one your users actually speak. Dogri is spoken mainly in the Jammu region of Jammu and Kashmir and nearby hill areas, and the forms most worth naming in a brief are Standard Dogri, hill and plains speech around Jammu. If you are unsure, describe your users and where they live, and your named contact will help you decide before collection starts.
How is Dogri written, and does it matter for the data?
Dogri data uses Devanagari, 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 Dogri data
Pick the data type, confirm Dogri 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.