120 languages, and what makes each one hard
Coverage is easy to claim and hard to deliver. Every language below has a production path we have documented — and a note on the specific difficulty that decides whether a collection project in that language succeeds.
Highest demand
Languages where we have measured the strongest buyer search demand. 15 languages
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Hindi
South Asia
Script or accent split
-
Arabic (MSA)
Middle East & North Africa
Multi-dialect
-
Indonesian
Southeast Asia
Code-switching
-
Thai
Southeast Asia
Tonal
-
Turkish
Middle East & Europe
Multi-dialect
-
Vietnamese
Southeast Asia
Tonal
-
Filipino
Southeast Asia
Code-switching
-
Persian
Middle East & North Africa
Multi-dialect
-
Tamil
South Asia
Multi-dialect
-
Telugu
South Asia
Multi-dialect
-
Malayalam
South Asia
Scarce resources
-
Nepali
South Asia
Scarce resources
-
Sinhala
South Asia
Code-switching
-
Bangla
South Asia
Script or accent split
-
Khmer
Southeast Asia
Non-Latin script
Established demand
Languages with consistent but narrower buyer demand, including several major dialect variants. 13 languages
-
Arabic (Egyptian)
Middle East & North Africa
Multi-dialect
-
Arabic (Gulf)
Middle East & North Africa
Multi-dialect
-
Arabic (Moroccan)
Middle East & North Africa
Code-switching
-
Kannada
South Asia
Multi-dialect
-
Kazakh
Central Asia & Caucasus
Script or accent split
-
Uzbek
Central Asia & Caucasus
Script or accent split
-
Punjabi
South Asia
Script or accent split
-
Burmese
Southeast Asia
Non-Latin script
-
Amharic
Sub-Saharan Africa
Non-Latin script
-
Ukrainian
Europe
Code-switching
-
Yoruba
Sub-Saharan Africa
Tonal
-
Swahili
Sub-Saharan Africa
Multi-dialect
-
Kurdish
Middle East & North Africa
Multi-dialect
Narrower demand
Languages we can source where buyer demand is thin but real. 3 languages
Full coverage
The rest of our documented coverage. Lower search demand, and often exactly where a requirement lands. 89 languages
-
Spanish (Spain)
Europe
Multi-dialect
-
Spanish (Latin America)
Europe / Americas
Multi-dialect
-
French
Europe
Multi-dialect
-
German
Europe
Multi-dialect
-
Portuguese (Brazil)
Europe / Americas
Multi-dialect
-
Portuguese (Portugal)
Europe
Multi-dialect
-
Italian
Europe
Multi-dialect
-
Russian
Europe
Multi-dialect
-
Dutch
Europe
Multi-dialect
-
Polish
Europe
Non-Latin script
-
Greek
Europe
Script or accent split
-
Hebrew
Middle East & North Africa
Non-Latin script
-
Czech
Europe
Non-Latin script
-
Romanian
Europe
Multi-dialect
-
Hungarian
Europe
Scarce resources
-
Danish
Europe
Scarce resources
-
Finnish
Europe
Multi-dialect
-
Norwegian
Europe
Script or accent split
-
Swedish
Europe
Scarce resources
-
Catalan
Europe
Multi-dialect
-
Mandarin Chinese
East Asia
Tonal
-
Cantonese
East Asia
Tonal
-
Japanese
East Asia
Non-Latin script
-
Korean
East Asia
Multi-dialect
-
Malay
Southeast Asia
Code-switching
-
Javanese
Southeast Asia
Multi-dialect
-
Sundanese
Southeast Asia
Multi-dialect
-
Cebuano
Southeast Asia
Scarce resources
-
Lao
Southeast Asia
Tonal
-
Hmong
Southeast Asia
Tonal
-
Tetum
Southeast Asia
Scarce resources
-
Ilocano
Southeast Asia
Scarce resources
-
Bicolano
Southeast Asia
Multi-dialect
-
Urdu
South Asia
Script or accent split
-
Gujarati
South Asia
Multi-dialect
-
Marathi
South Asia
Multi-dialect
-
Assamese
South Asia
Scarce resources
-
Maithili
South Asia
Scarce resources
-
Bhojpuri
South Asia
Scarce resources
-
Sindhi
South Asia
Script or accent split
-
Dhivehi
South Asia
Scarce resources
-
Kashmiri
South Asia
Scarce resources
-
Azerbaijani
Central Asia & Caucasus
Script or accent split
-
Georgian
Central Asia & Caucasus
Non-Latin script
-
Armenian
Central Asia & Caucasus
Multi-dialect
-
Kyrgyz
Central Asia & Caucasus
Scarce resources
-
Tajik
Central Asia & Caucasus
Scarce resources
-
Turkmen
Central Asia & Caucasus
Scarce resources
-
Mongolian
Central Asia & Caucasus
Script or accent split
-
Uyghur
Central Asia & Caucasus
Scarce resources
-
Tatar
Central Asia & Caucasus
Scarce resources
-
Chechen
Central Asia & Caucasus
Scarce resources
-
Levantine Arabic
Middle East & North Africa
Multi-dialect
-
Arabic (Iraqi)
Middle East & North Africa
Multi-dialect
-
Arabic (Sudanese)
Middle East & North Africa
Multi-dialect
-
Arabic (Tunisian)
Middle East & North Africa
Code-switching
-
Arabic (Yemeni)
Middle East & North Africa
Scarce resources
-
Tamazight (Berber)
Middle East & North Africa
Script or accent split
-
Kabyle
Middle East & North Africa
Multi-dialect
-
Assyrian Neo-Aramaic
Middle East & North Africa
Scarce resources
-
Dari
Middle East & North Africa
Multi-dialect
-
Igbo
Sub-Saharan Africa
Multi-dialect
-
Twi (Akan)
Sub-Saharan Africa
Tonal
-
Zulu
Sub-Saharan Africa
Tonal
-
Xhosa
Sub-Saharan Africa
Tonal
-
Afrikaans
Sub-Saharan Africa
Multi-dialect
-
Somali
Sub-Saharan Africa
Tonal
-
Oromo
Sub-Saharan Africa
Multi-dialect
-
Tigrinya
Sub-Saharan Africa
Non-Latin script
-
Wolof
Sub-Saharan Africa
Code-switching
-
Fula (Fulfulde)
Sub-Saharan Africa
Multi-dialect
-
Bambara
Sub-Saharan Africa
Tonal
-
Kinyarwanda
Sub-Saharan Africa
Scarce resources
-
Luganda
Sub-Saharan Africa
Tonal
-
Shona
Sub-Saharan Africa
Multi-dialect
-
Chichewa
Sub-Saharan Africa
Scarce resources
-
Sesotho
Sub-Saharan Africa
Scarce resources
-
Setswana
Sub-Saharan Africa
Tonal
-
Malagasy
Sub-Saharan Africa
Multi-dialect
-
Quechua
Americas & Pacific
Multi-dialect
-
Guarani
Americas & Pacific
Code-switching
-
Nahuatl
Americas & Pacific
Multi-dialect
-
Yucatec Maya
Americas & Pacific
Tonal
-
Aymara
Americas & Pacific
Scarce resources
-
Haitian Creole
Americas & Pacific
Scarce resources
-
Navajo
Americas & Pacific
Scarce resources
-
Maori
Americas & Pacific
Scarce resources
-
Samoan
Americas & Pacific
Scarce resources
-
Fijian
Americas & Pacific
Multi-dialect
Submit a sourcing request
Tell us the language, the hours, and what the data needs to look like. You will get a real number and a real timeline — not a range. If we cannot source it well, we will tell you that instead.
- Pilot batch before the full run, so problems surface early.
- Consent documentation delivered with the data.
- No medical or clinical data. No recorded telephone calls.