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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.

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Annotators writing prompts and responses for LLM training data — Human Data for LLM Projects in Pune
City
Pune, Maharashtra
Languages here
4
Turnaround
2-6 weeks depending on task complexity and contributor screening depth.
01

Languages recorded in Pune

  • Marathi
  • Hindi
  • Hinglish
  • Indian English
Languages recorded in PuneMarathiHindiHinglishIndian EnglishPuneMaharashtraPuneri Marathi, the prestige standard, with a large student population for younger age bands.City choice is a data-quality decision, not a logistics one.
02

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.

Transcriber timestamping Indian language audio — supporting human data for llm projects in pune
Transcriber timestamping Indian language audio
03

Technical specification

ParameterStandard
Task typesPrompt writing, response ranking, instruction-response pairs, adversarial testing
LanguagesAny language in the network, including code-mixed Hinglish
ContributorsScreened by domain, education band and language proficiency
AgreementOverlapping assignments with adjudication
ProvenancePer-item contributor and time records
04

Process

  • Task specification and rubric design
  • Contributor screening against the rubric
  • Calibration round with feedback
  • Production with overlap and gold items
  • Adjudication and delivery
05

Deliverables

  • Task data in your schema
  • Rubric and calibration results
  • Contributor metadata (anonymised)
  • Agreement statistics
06

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.

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