Karnataka · LLM human data
Human Data for LLM Projects in Bengaluru
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 Bengaluru, this runs from our local studio setup: Two booths with far-field and device-distance rigs for wake-word capture.

- City
- Bengaluru, Karnataka
- Languages here
- 6
- Turnaround
- 2-6 weeks depending on task complexity and contributor screening depth.
Languages recorded in Bengaluru
- Kannada
- Indian English
- Hinglish
- Tamil
- Telugu
- Hindi
Local dialect profile
Urban Kannada under heavy multilingual contact; the strongest Indian English pool in the country.
Excellent for Indian English accent bands and technology-domain speakers; native Kannada requires residence screening.

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 Bengaluru for this work
Excellent for Indian English accent bands and technology-domain speakers; native Kannada requires residence screening.
Two booths with far-field and device-distance rigs for wake-word capture. 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 Bengaluru?
Two booths with far-field and device-distance rigs for wake-word capture.
Which languages can you collect in Bengaluru?
Kannada, Indian English, Hinglish, Tamil, Telugu, Hindi. 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 Bengaluru
Send the language, speaker count and conditions.