Hinglish and Indic writing
Native writers — Hindi, Tamil, Bengali, Indian English and mixed chat style.
Text Data · IndiaText Data Collection
Text Data Collection
in India
Collect original writing from adults in India for chatbots and language models — Hindi, Tamil, Bengali, Hinglish and more. You set the prompts and reject anything that is not human.
Human gate against AI paste
Ban tools in the brief. Reject boilerplate and scraped-looking answers.
You approve every line
Pay only for answers that match language, length and prompt rules.
200+
Countries
13,487
Tasks posted
195,000+
Workers available
~4 Hours
Average time to first results
Why India
What Breaks NLP Products for Indian Users
Western English fine-tunes fail on Indic languages and code-switched chat. Collect human answers in the languages your users actually type.
Users do not write “clean English”
Support tickets, search queries and chats in India mix scripts and languages. Train on that, not only polished essays.
Hinglish is a first-class mode
Romanized Hindi + English in one message is normal. Name the mix in the brief if that is what your product sees.
Scrapes miss living slang
Regional phrasing and domain words barely exist in public corpora. Native writers supply them on demand.
AI paste is the main contaminant
The quality problem is not volume — it is synthetic sameness. Review is the filter.
Languages
Language Lives in the Brief
Country is India. The language and script you need must be written into the instructions — then reject answers that miss it.
- हिन्दी
Hindi
- বাংলা
Bengali
- తెలుగు
Telugu
- मराठी
Marathi
- தமிழ்
Tamil
- اردو
Urdu
- ગુજરાતી
Gujarati
- ಕನ್ನಡ
Kannada
- മലയാളം
Malayalam
- ଓଡ଼ିଆ
Odia
- ਪੰਜਾਬੀ
Punjabi
- অসমীয়া
Assamese
- भोजपुरी
Bhojpuri
- English
Indian English
- Hinglish
Hindi + English
Pilot less common languages with ~20 answers. Extend the same task once quality holds — and keep rejecting AI-like paste.
Text Data Types
Writing Jobs That Match Model Gaps
Pick the failure mode — Q&A, dialogue, opinion, paraphrase or Indic/Hinglish phrasing — then put language rules in one India task.
Questions and Answers
Real questions and real answers
Contributors write questions people actually ask, or answer the questions you provide. Use the pairs to train and test chatbots and assistants.
Your questions or theirs- Short or detailed answers
- Many topics and domains
Descriptions
Things described in plain words
Workers describe objects, places, situations or images in their own words. Useful for captioning, search and models that connect text with images.
- Objects, scenes and images
- Length you define
- Everyday vocabulary
Dialogues
Chat conversations written by people
Contributors write short conversations by roles, such as a customer and a support agent. Train assistants to follow real back-and-forth exchanges.
- Role-based conversations
- Natural turns and replies
- Scenarios you choose
Opinions and Feedback
How people really express opinions
Workers share opinions on topics or products you describe, with positive, negative and mixed views. Used for sentiment and intent models, never published as reviews.
- Positive, negative and neutral
- Honest everyday wording
- For training only, not publishing
Paraphrases
One idea, many ways to say it
Contributors rewrite sentences you provide in their own words, simplify text or change its tone. Help models understand that different phrases mean the same thing.
- Your sentences, their words
- Different tones and styles
- Many versions per sentence
Indic · Hinglish
Write like the user, not like a textbook
Native writers supply Hindi, Tamil, Bengali, Hinglish and other everyday forms — including slang and romanization your scrape will not cover.
- Language named in the brief
- Code-switching on request
- Reject wrong-script answers
One Brief
Same Prompt, Local Voice
One intent. Writers in different cities answer in the language you named — including Hinglish when that is the product reality.
Your brief
Write one short sentence a customer would type to track an online order. Everyday language only. No AI tools. No copy-paste from websites.
HindiDelhi
मुझे ऑर्डर ट्रैक करना है
HinglishMumbai
Mujhe order track karna hai
TamilChennai
எனது ஆர்டரை கண்காணிக்க வேண்டும்
BengaliKolkata
আমার অর্ডার ট্র্যাক করতে হবে
- 01
Write one English brief: prompt, language, length, no-AI rule.
- 02
Set country to India; name language or city if you need a tighter mix.
- 03
Reject wrong language, empty fluff and AI-like sameness.
Task ExamplePrompt In,
Prompt In,
Human Answer Out
A text task is a writing brief plus a review gate. India is the country filter; language quality and anti-AI rules live in your instructions.
Your setup
What you configure
Text collection, country India, your prompts, language/script rules, length bounds and an explicit no-AI / no-copy rule.
- Country: India
- Language named in instructions
- No AI tools, no web paste
Your view
What lands in review
One writer’s answer. Approve only when language, length and prompt fit — and the voice does not look generated.
- One adult per submission
- Reject wrong language or fluff
- Extend the task to grow the set
Compare
Scrapes vs Prompted Human Writing
Language teams choose between bulk corpora and controlled writing tasks. RapidWorkers is the second path: you own the prompt, language rules and the reject button.
What to check
Scraped / broker corpus
RapidWorkers
Source
Web dumps or opaque writer pools
Named task; adults in India opt in
Hinglish / Indic
Often missing or machine-translated
Native writers; language in your brief
AI contamination
Hard to audit after delivery
You reject synthetic answers before payout
Start
Bulk quote and lead time
Pilot from $0.30 the same day
Iterate
New order for new prompts
Tighten the brief; extend the same task
Pricing
Per-token or per-project quote
You set pay per submission + 15% fee
Provenance
Written for Your Task — Not Scraped
Every answer traces to an adult in India who opted into your stated purpose. That is the difference from a web dump.
Purpose before they write
State that answers train AI. Adults see it before they accept the task.
Voluntary writers
Nobody is assigned. Each person chooses the task and submits their own wording.
No personal details in answers
Ask writers not to include names, phones or addresses. You own DPDP planning if a project could identify someone.
How We Work
Self-Serve Review or Managed Language Coverage
Keep the anti-AI gate yourself, or have our team recruit writers, enforce language rules and QC answers in India.
Self-serve
You own prompts and rejects
Launch an India text task, name the language and no-AI rules, then approve or reject every answer yourself.
Create a text task for IndiaFully managed
We cover languages and QC
We plan Hindi / Tamil / Hinglish (or your list), recruit writers, filter synthetic paste and deliver in your format.
Talk to usPricing
Pay for Effort, Not Token Bulk
A one-line Hinglish reply costs less than a multi-paragraph answer. Rate follows writing time. The 15% platform fee is in the estimate.
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min
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FAQ
Frequently Asked Questions
What am I buying — scraped text or prompted writing?
Prompted writing. Adults in India answer your brief. You review every submission. This is not a web dump.
Which languages work well?
Hindi, Bengali, Telugu, Marathi, Tamil, Urdu, Gujarati, Kannada, Malayalam, Odia, Punjabi, Assamese, Bhojpuri, Indian English and Hinglish. Name the language in the brief; pilot less common ones first.
Can I collect Hinglish on purpose?
Yes. Describe the mix (romanized Hindi + English, how much switching) and reject answers that stay in pure English if that is not what you asked for.
How do I keep AI-generated answers out?
Ban AI tools and copying in the brief. Reject generic, over-fluent or identical-sounding answers. For large sets, add a second review task.
Can writers answer my own prompts?
Yes. Put questions or scenarios in the instructions. One submission can cover one or several prompts — you decide.
City or language targeting?
Country is India. Put city, state or language in the instructions and reject mismatches.
What does it cost?
You set pay from $0.10 plus 15% fee. Longer writing needs higher rates. Campaigns start from $0.30.
Can you run language coverage for us?
Yes. We plan the language mix, recruit writers, filter synthetic paste and deliver in your format.