Punjab & Haryana · LLM human data
Human Data for LLM Projects in Chandigarh
Human-generated text and speech for LLM training and evaluation in Indian languages: prompts, preference rankings, instruction-response pairs, red-teaming and cultural-fit review. In Chandigarh, this runs from our local studio setup: Booth with district fielding into Punjab and Haryana.

- City
- Chandigarh, Punjab & Haryana
- Languages here
- 3
- Turnaround
- 2-6 weeks depending on task complexity and contributor screening depth.
Languages recorded in Chandigarh
- Punjabi
- Hindi
- Hinglish
Local dialect profile
Puadhi and Majhi Punjabi contact zone with Hindi; useful for tone-variation coverage.
Balanced Punjabi and Hindi pool with strong education spread.

Technical specification
| Parameter | Standard |
|---|---|
| Task types | Prompt writing, response ranking, instruction-response pairs, adversarial testing |
| Languages | Any language in the network, including code-mixed Hinglish |
| Contributors | Screened by domain, education band and language proficiency |
| Agreement | Overlapping assignments with adjudication |
| Provenance | Per-item contributor and time records |
Process
- Task specification and rubric design
- Contributor screening against the rubric
- Calibration round with feedback
- Production with overlap and gold items
- Adjudication and delivery
Deliverables
- Task data in your schema
- Rubric and calibration results
- Contributor metadata (anonymised)
- Agreement statistics
Why Chandigarh for this work
Balanced Punjabi and Hindi pool with strong education spread.
Booth with district fielding into Punjab and Haryana. Sessions here follow the same template as every other city in the network, so a multi-city cohort stays acoustically consistent.
Frequently asked
Do you have a studio in Chandigarh?
Booth with district fielding into Punjab and Haryana.
Which languages can you collect in Chandigarh?
Punjabi, Hindi, Hinglish. Other languages are possible where migrant communities are present, with residence and nativeness screening.
Can sessions run outside the studio?
Yes. Field recording in homes, vehicles and public spaces is available where your deployment conditions require it, with noise profiles documented per session.
Book llm human data in Chandigarh
Send the language, speaker count and conditions.