Maharashtra · LLM human data
Human Data for LLM Projects in Pune
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 Pune, this runs from our local studio setup: Booth with long-session capacity suited to TTS voice builds.

- City
- Pune, Maharashtra
- Languages here
- 4
- Turnaround
- 2-6 weeks depending on task complexity and contributor screening depth.
Languages recorded in Pune
- Marathi
- Hindi
- Hinglish
- Indian English
Local dialect profile
Puneri Marathi, the prestige standard, with a large student population for younger age bands.
Strongest standard-Marathi pool and easy 18-25 age-band filling.

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 Pune for this work
Strongest standard-Marathi pool and easy 18-25 age-band filling.
Booth with long-session capacity suited to TTS voice builds. 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 Pune?
Booth with long-session capacity suited to TTS voice builds.
Which languages can you collect in Pune?
Marathi, Hindi, Hinglish, Indian English. 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 Pune
Send the language, speaker count and conditions.