Bhojpuri data for AI training, collected to your brief
Bhojpuri data from IndecalAI is collected or reviewed by a native Bhojpuri 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 Bhojpuri data can we produce?
Bhojpuri data from IndecalAI is speech, text, conversational and translation data collected or reviewed by a Bhojpuri 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 Bhojpuri and another language.
For the wider Indian language picture beyond this one language, see Indian language data.
Bhojpuri 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 Bhojpuri before you brief it
Bhojpuri is spoken across western Bihar and eastern Uttar Pradesh, and descendants of indentured workers carried it to places such as Mauritius, Fiji and Suriname, where related forms are still heard.
Much of the audience reads Hindi more comfortably than Bhojpuri, and spelling in Bhojpuri is not fully fixed, so two writers can render the same word two ways. Agree a spelling convention in the guideline before text collection starts, and keep speech and text projects separate in the brief, because people often speak it freely and write it rarely.
Languages that sit close to Bhojpuri in script, family or region: Hindi data, Maithili data, Nepali data, Bengali data, Urdu data and Odia 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.
Bhojpuri at a glance
- Language family
- Indo-Aryan
- Script
- Devanagari, left to right
- Spoken mainly in
- western Bihar and eastern Uttar Pradesh, with diaspora communities abroad
- Name it in a brief
- Western Bhojpuri, Standard Bhojpuri, Caribbean and Fiji Bhojpuri-derived speech
- Its own name
- भोजपुरी
Four ways to request Bhojpuri data
Each links to the service that runs it, with its full scope and process.
Bhojpuri speech data
Recorded speech in Bhojpuri: calls, prompts and voice bot utterances, with the regional accent or script variant you specify, reviewed before delivery.
Bhojpuri text data
Written Bhojpuri: messages, reviews, tickets or chat logs, written or labeled by people who read it natively.
Bhojpuri conversational data
Scripted or spontaneous Bhojpuri dialogue for voice bots and support agents, built around the regional variety your users actually speak.
Bhojpuri translation
Human-verified translation between Bhojpuri and another language, including the regional script or transliteration your project needs.
What to put in a Bhojpuri brief
Four things worth deciding before contributors start, so the first sample already looks right.
Region or dialect
Bhojpuri is spoken mainly in western Bihar and eastern Uttar Pradesh, with diaspora communities abroad. Worth naming in a brief: Western Bhojpuri, Standard Bhojpuri, Caribbean and Fiji Bhojpuri-derived speech. Tell us the region or community you're targeting so contributors are matched to the right one.
Script or transliteration
Script for Bhojpuri: 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 Bhojpuri data
One named contact owns the project from scoping to the last file.
Brief
You tell us the data type, the Bhojpuri 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 Bhojpuri data ends up
Common jobs for Bhojpuri data. They're examples of the work, not a client list.
Voice bots and IVR
Recorded Bhojpuri prompts and calls teach a voice bot to recognize how people actually speak, not just how a script reads.
Support chat and tickets
Everyday Bhojpuri messages, written in the domain you work in, give a chat assistant real phrasing to learn from.
Content moderation and sentiment
Labeled Bhojpuri 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 Bhojpuri so a product reads like it was written for that market, not machine-translated.
Off-the-shelf Bhojpuri 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 Bhojpuri 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 | Bhojpuri 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 |
Bhojpuri data terms, in plain words
General definitions. They describe the field, not a claim about us.
Where Bhojpuri data fits
Bhojpuri is one of 100 languages on our languages directory. You can also browse every category on the datasets hub.
Questions about Bhojpuri data
The datasets FAQ covers questions that apply across every category.
Do you support Bhojpuri?
Yes. Bhojpuri 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 Bhojpuri 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 Bhojpuri is in that pool until you ask. It costs nothing to check before you commission a fresh collection.
Can you mix regional varieties of Bhojpuri 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 Bhojpuri?
Speech, text, conversational data and translation to or from Bhojpuri. Image and video categories don't depend on language, so Bhojpuri 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 Bhojpuri?
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 Bhojpuri 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 Bhojpuri should I ask for?
Ask for the one your users actually speak. Bhojpuri is spoken mainly in western Bihar and eastern Uttar Pradesh, with diaspora communities abroad, and the forms most worth naming in a brief are Western Bhojpuri, Standard Bhojpuri, Caribbean and Fiji Bhojpuri-derived speech. If you are unsure, describe your users and where they live, and your named contact will help you decide before collection starts.
How is Bhojpuri written, and does it matter for the data?
Bhojpuri 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 Bhojpuri data
Pick the data type, confirm Bhojpuri 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.