Uttar Pradesh · LLM human data
Human Data for LLM Projects in Lucknow
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 Lucknow, this runs from our local studio setup: Booth with field extension into surrounding Awadh districts.

- City
- Lucknow, Uttar Pradesh
- Languages here
- 3
- Turnaround
- 2-6 weeks depending on task complexity and contributor screening depth.
Languages recorded in Lucknow
- Hindi
- Urdu
- Hinglish
Local dialect profile
Lucknawi Urdu and Awadhi-influenced Hindi; the reference point for formal Urdu register.
Best pool for Urdu in Devanagari-Nastaliq dual-script projects.

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 Lucknow for this work
Best pool for Urdu in Devanagari-Nastaliq dual-script projects.
Booth with field extension into surrounding Awadh districts. 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 Lucknow?
Booth with field extension into surrounding Awadh districts.
Which languages can you collect in Lucknow?
Hindi, Urdu, 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 Lucknow
Send the language, speaker count and conditions.