infopopai.com — Translation Quality Report

At the Food Market

Independent quality assessment of translations across 129 languages

📅 Generated 22 March 2026 🤖 Model: gpt-5-mini-2025-08-07 📊 6,063 translations evaluated
93.6 Average Score
129 Languages
100% Score 70+
4,207 Excellent (90+)
0 Flagged Items

Executive Summary

This pack covers everyday words and short phrases a child would hear at a market: fruit, vegetables, common stall items, simple shopping interactions and money words. Overall quality is strong — most languages score very highly and use age-appropriate, familiar vocabulary. A few languages show systematic notes (slightly formal wording, longer expressions, or regional variants) that we’ve called out below, but these are minor and do not reduce the set’s usefulness for early learners.

Confidence Distribution

How our review rated each language pack in this category.

100 Very High Confidence
27 High Confidence
2 Good Confidence
0 Moderate Confidence

Language-by-Language Assessment

129 languages reviewed. Each assessment includes a plain-language summary, strengths, and any points to be aware of.

af Afrikaans
Very high confidence

This Afrikaans set is clear and child-friendly — words are familiar and concise, so a child will quickly recognise common market items. Coverage is broad and consistent across fruit, vegetables and simple shopping words. A small number of labels lean a bit formal, but they remain correct and usable for young learners.

✓ Strengths
  • Clear, familiar everyday words
  • Comprehensive market coverage
⚠ Points to note
  • A few entries use a slightly formal register
sq Albanian
Very high confidence

Albanian translations are precise, concise and well-suited to child-facing flashcards. The pack needs minimal editing — mainly small simplifications where wording is slightly formal.

✓ Strengths
  • Clear, concise translations
  • Very suitable for young learners
⚠ Points to note
  • A few items use a formal register that can be softened
ar Arabic
Very high confidence

The Arabic pack is strong: concise, child-appropriate labels cover market items clearly and consistently. There are a few regional variants for certain items, which is normal across Arabic dialects — both options are valid but may differ by country. Overall this is a very dependable choice for young learners.

✓ Strengths
  • Concise, child-friendly labels
  • Consistent and accurate vocabulary
⚠ Points to note
  • Some items have regional variants across dialects
hy Armenian
Very high confidence

Armenian terms are natural and child-appropriate, making them easy for young learners to pick up. The set is well balanced between single-word items and easily teachable labels.

✓ Strengths
  • Clear, everyday vocabulary
  • Good consistency for teaching
az Azerbaijani
Very high confidence

Azerbaijani vocabulary here is accurate and easy for children to learn, with broad coverage of market staples. A small number of entries use a slightly formal register or show borrowed forms; these are linguistically valid but may feel less informal than typical speech. Overall the pack is reliable for early learners.

✓ Strengths
  • Accurate, child-appropriate core vocabulary
  • Good variety of market items
⚠ Points to note
  • Occasional entries use a more formal register or borrowed term
eu Basque
Very high confidence

Basque terms are well chosen and appropriate for children learning market words, using natural, regionally used vocabulary. Coverage is broad and teachable. Some labels are a bit formal or longer than ideal for flashcards, but the set is otherwise strong.

✓ Strengths
  • Natural, regionally relevant vocabulary
  • Good breadth across market items
⚠ Points to note
  • A few entries are somewhat formal or lengthy
be Belarusian
Very high confidence

Belarusian items are precise and well suited to young learners — expect familiar, age-appropriate names for fruit, vegetables and simple market phrases. The set is consistent and comprehensive. A few entries use slightly formal wording but do not reduce usefulness for children.

✓ Strengths
  • Precise, familiar vocabulary
  • Comprehensive market coverage
⚠ Points to note
  • A small number of translations are a bit formal
bn Bengali
Very high confidence

Bengali entries are accurate, familiar and suitable for young learners — common fruits, vegetables and shopping words are well represented. The set is comprehensive and uses natural terms children will hear in daily life. A few items use slightly formal wording, but overall quality is excellent.

✓ Strengths
  • Familiar, everyday vocabulary
  • Comprehensive market coverage
⚠ Points to note
  • Occasional entries use a slightly formal register
bs Bosnian
Very high confidence

The Bosnian pack uses clear, child-appropriate words for market items and simple shopping phrases. It is consistent and easy to use for early vocabulary learning. A small number of entries are a touch formal but remain correct and useful.

✓ Strengths
  • Clear, child-friendly labels
  • Consistent vocabulary across items
⚠ Points to note
  • Minor formal register in a few translations
bg Bulgarian
Very high confidence

Bulgarian market vocabulary is clear, concise and well suited to young learners. The set covers common foods and simple shopping words with consistent, child-friendly labels. A handful of entries are slightly formal but remain correct and usable in teaching.

✓ Strengths
  • Clear, concise labels
  • Consistent coverage of market items
⚠ Points to note
  • Minor formal register in a few items
my Burmese
Very high confidence

This Burmese pack offers simple, familiar words for market items and buying interactions suitable for children. The translations are consistent and accurate across the set. A few entries are slightly formal or wordier than child-directed speech.

✓ Strengths
  • Familiar market vocabulary
  • Consistent and accurate translations
⚠ Points to note
  • Occasional formal or lengthy phrasing
yue Cantonese
Very high confidence

The Cantonese (Traditional) pack is excellent: nearly every item is a clear, child-friendly way to talk about market foods and buying. The translations use standard traditional characters and cover a wide range of everyday items, though a handful may reflect regional spoken differences or a slightly more formal written tone. This is a high-quality set for learners who will hear or read Cantonese in markets.

✓ Strengths
  • Very high accuracy and coverage
  • Uses standard traditional characters
  • Great for real-world market language
⚠ Points to note
  • Some items may vary regionally or use a more formal written tone
ca Catalan
Very high confidence

Catalan vocabulary here is accurate and accessible to young learners, covering common market foods and simple shopping words. The content is consistent and teachable, though a few labels are longer or slightly formal. Overall this is a dependable set for early learners.

✓ Strengths
  • Accurate, accessible vocabulary
  • Good range of common market items
⚠ Points to note
  • A few labels are longer or slightly formal
ceb Cebuano
Very high confidence

Cebuano market words are well chosen and reflect everyday speech that children will recognise. The pack gives solid coverage of produce and shopping basics; a small number of entries are longer or use loaned forms. Overall it’s a reliable resource for young learners.

✓ Strengths
  • Everyday, regionally relevant vocabulary
  • Good coverage of common market items
⚠ Points to note
  • Some entries are longer or include borrowed forms
ny Chichewa
Very high confidence

The Chichewa pack gives clear, familiar market vocabulary suited to children learning to name produce, sellers and buying phrases. The set is consistent and accurate for early learning. A few items may use slightly longer phrasing than typical child-directed speech.

✓ Strengths
  • Familiar everyday vocabulary
  • Good consistency across items
⚠ Points to note
  • Some entries are a bit long or formal
hr Croatian
Very high confidence

Croatian vocabulary is precise and well suited for young learners at the market. Most terms are short and appropriate; a small number use a formal register that could be simplified in activities for younger children.

✓ Strengths
  • Accurate, child-appropriate labels
  • Mostly concise vocabulary
⚠ Points to note
  • Occasional formal phrasing
cs Czech
Very high confidence

Czech market vocabulary is accurate, succinct and very usable for young learners. Most labels are child-friendly and cover the full range of common market items. A small number of entries were flagged for script inconsistencies — they’re rare but worth noting.

✓ Strengths
  • Accurate, succinct labels
  • Comprehensive coverage of market vocabulary
⚠ Points to note
  • A few rare script inconsistencies were flagged
da Danish
Very high confidence

Danish terms are clear, natural and suitable for children learning market vocabulary. The set is consistent and covers everyday items a child will recognise. A handful of labels use slightly formal phrasing, but overall the quality is excellent.

✓ Strengths
  • Natural, child-friendly vocabulary
  • Consistent coverage of market items
⚠ Points to note
  • Minor formal register in a few items
prs Dari
Very high confidence

The Dari pack uses natural, everyday words for market items and simple shopping phrases suitable for children. Translations are accurate and consistent across the set. Some regional variation exists for a few items — we selected widely understood forms.

✓ Strengths
  • Natural, everyday vocabulary
  • Good regional coverage and consistency
⚠ Points to note
  • Minor regional variation in a few item names
nl Dutch
Very high confidence

The Dutch pack provides precise, child-friendly vocabulary for market items and simple shopping phrases. The translations are natural and well-suited to classroom or home learning. Very few concerns; a couple of terms read a bit formal but do not affect usability.

✓ Strengths
  • Precise and natural translations
  • Excellent suitability for young learners
⚠ Points to note
  • Occasional slightly formal phrasing
et Estonian
Very high confidence

Estonian vocabulary is accurate and very suitable for young learners, with concise names for common market items. The set’s consistency and clarity make it easy for children to learn new words. Only a few entries trend formal, which is a minor note.

✓ Strengths
  • Accurate, concise labels
  • Excellent consistency
⚠ Points to note
  • A handful of entries use a slightly formal tone
hif Fiji Hindi
Very high confidence

Fiji Hindi offers clear market vocabulary that will be familiar to children in relevant communities. Regional variation appears in some items, but overall the pack is consistent and ready for classroom use.

✓ Strengths
  • Appropriate local vocabulary
  • Good consistency across items
⚠ Points to note
  • Some regional variation in word choice
fi Finnish
Very high confidence

Finnish items are precise, concise and well suited to children learning market vocabulary. The pack covers the essentials with consistent, age-appropriate language. Only a tiny portion reads slightly formal, which is of little consequence for everyday learning.

✓ Strengths
  • Precise, child-friendly labels
  • Consistent coverage of market items
⚠ Points to note
  • Minor formal register in a very small number of items
fr French
Very high confidence

French market vocabulary is accurate, concise and well suited for young learners — most words are short, familiar and teachable. The pack covers a wide range of common foods and shopping words with strong consistency. A small number of entries are slightly formal but do not affect practical use.

✓ Strengths
  • Concise, familiar labels
  • Comprehensive market coverage
⚠ Points to note
  • Minor formal register in a few entries
gl Galician
Very high confidence

Galician delivers clear, natural market words that will be easy for children to learn and recognise. Most terms are concise; a few entries use a slightly formal tone that you may want to simplify for very young learners.

✓ Strengths
  • Concise and familiar vocabulary
  • High consistency across items
⚠ Points to note
  • Occasional formal phrasing that may feel adult-like
ka Georgian
Very high confidence

Georgian translations are accurate and appropriate for young learners, using everyday market vocabulary. Most items are concise and easy to teach.

✓ Strengths
  • Natural, familiar words
  • Good single-word label coverage
de German
Very high confidence

German market vocabulary here is precise and very child-appropriate — labels are short and familiar. The pack covers a wide range of common foods and simple shopping words with strong consistency. A very small number of entries are somewhat formal but remain correct and teachable.

✓ Strengths
  • Precise, familiar labels
  • Excellent coverage for early learners
⚠ Points to note
  • A few entries use slightly formal phrasing
el Greek
Very high confidence

Greek market vocabulary is concise and child-friendly, covering fruits, vegetables and simple shopping words well. The translations are accurate and consistent, making it easy for young learners to pick up common items. A very small number of labels read a bit formal but stay usable.

✓ Strengths
  • Concise, child-appropriate labels
  • Consistent and accurate vocabulary
⚠ Points to note
  • Minor formal register in a few items
gu Gujarati
Very high confidence

Gujarati terms are well chosen for young learners and use familiar market words a child will recognise. The list is consistent and ready to use in classroom or home settings.

✓ Strengths
  • Child-friendly, commonly used labels
  • Good consistency across items
ht Haitian Creole
Very high confidence

Haitian Creole provides natural, familiar market words that work well for children. The vocabulary reflects everyday speech, with a few loanwords that are common and expected in the language.

✓ Strengths
  • Natural, colloquial vocabulary
  • Good fit for young learners
ha Hausa
Very high confidence

Hausa translations are accurate and well suited for young children learning market vocabulary. A few entries are somewhat formal or longer than ideal for flashcards; these are easy to shorten if you prefer simpler labels.

✓ Strengths
  • Clear, culturally appropriate market vocabulary
  • Strong overall coverage
⚠ Points to note
  • Some items use a formal tone or longer phrasing
he Hebrew
Very high confidence

Hebrew delivers precise, natural words for market items that work well on flashcards. The vocabulary is concise and appropriate for young learners.

✓ Strengths
  • Concise, natural labels
  • High consistency and accuracy
hil Hiligaynon
Very high confidence

Hiligaynon translations are natural and child-friendly, using common market words children will recognise. A handful of entries include loanwords, which are natural in everyday speech and do not reduce usability.

✓ Strengths
  • Familiar market words for young learners
  • Clear, teachable labels
hi Hindi
Very high confidence

Hindi translations are familiar and easy for children to recognise at the market. Most labels are natural; a small number use a formal register that teachers or parents can simplify if desired.

✓ Strengths
  • Everyday vocabulary that children will know
  • Generally clear single-word labels
⚠ Points to note
  • A few items use a more formal tone than common child speech
hu Hungarian
Very high confidence

Hungarian translations are accurate, concise and suitable for flashcards. The terms are familiar to children and ready for classroom use.

✓ Strengths
  • Concise, child-friendly labels
  • High consistency and clarity
is Icelandic
Very high confidence

Icelandic terms are accurate and well suited to flashcards, using clear, familiar labels children will recognise. A few items use a more formal or longer wording, but the set is otherwise ready for classroom use.

✓ Strengths
  • Clear, accurate vocabulary
  • Strong consistency across items
⚠ Points to note
  • Occasional formal or longer phrasing
ilo Ilocano
Very high confidence

Ilocano translations are appropriate and familiar for market items, and most labels are simple and child-friendly. There were a few initial suggestions that required language corrections; we recommend a brief spot-check if you need strict regional accuracy.

✓ Strengths
  • Familiar, easy-to-learn labels
  • Good overall consistency
⚠ Points to note
  • Some entries required correction for language consistency — a quick spot-check is recommended
id Indonesian
Very high confidence

Indonesian delivers very natural, concise market vocabulary that children will easily recognise. This set is particularly classroom-ready with clear single-word labels.

✓ Strengths
  • Very natural, everyday words
  • Short, classroom-friendly labels
ga Irish
Very high confidence

Irish translations are accurate and child-appropriate, using common everyday words a child will recognise at the market. A small number of entries trend toward a slightly formal phrasing, but overall the labels are clear and suitable for flashcards.

✓ Strengths
  • Natural, everyday market vocabulary
  • Consistent single-word labels suitable for young learners
⚠ Points to note
  • A few items use a more formal register than typical child speech
it Italian
Very high confidence

Italian translations are concise, natural and very child-friendly for market vocabulary. The pack is well suited to classroom use with straightforward, familiar labels.

✓ Strengths
  • Very natural everyday words
  • Concise, classroom-ready labels
ja Japanese
Very high confidence

Japanese delivers accurate, child-appropriate market vocabulary that will be familiar to young learners. Some entries include loanwords (which are common in Japanese), but overall labels are clear and concise.

✓ Strengths
  • Accurate, natural labels
  • Good coverage of market items
jv Javanese
Very high confidence

Javanese offers clear, familiar market words that are suitable for children. A small number of entries appear slightly formal, but the set is otherwise ready for young learners.

✓ Strengths
  • Child-friendly, common vocabulary
  • Consistent label choices
⚠ Points to note
  • A few terms use a more formal register
kn Kannada
Very high confidence

Kannada terms are accurate and mostly concise, making them suitable for young learners. A few entries use a more formal tone or longer phrasing; these can be shortened for very young children.

✓ Strengths
  • Accurate, commonly used words
  • Generally child-friendly labels
⚠ Points to note
  • Some items trend formal or are longer than ideal
kk Kazakh
Very high confidence

Kyrgyz provides clear, child-friendly market vocabulary with strong consistency. A few longer or formal phrasings appear, but the majority of labels are short and suitable for flashcards.

✓ Strengths
  • Clear, everyday vocabulary
  • High consistency
⚠ Points to note
  • Occasional longer or more formal phrasing
km Khmer
Very high confidence

Khmer translations are natural and appropriate for children learning market words. Some entries are longer than ideal for flashcards, but the meanings are correct and usable.

✓ Strengths
  • Natural, familiar vocabulary
  • Accurate meanings
⚠ Points to note
  • A number of items use longer phrasing than ideal for flashcards
ko Korean
Very high confidence

Korean vocabulary here is accurate and well chosen for children learning market items. A small number of loanwords are present, which is normal in everyday Korean, and most labels remain concise.

✓ Strengths
  • Natural, familiar labels
  • Good single-word coverage
ku Kurdish (Sorani)
Very high confidence

Kurdish (Sorani) provides strong market vocabulary that children can easily learn. A few items reflect regional variation or formal phrasing, so local teachers may prefer to swap in an alternate regional term in rare cases.

✓ Strengths
  • Practical, everyday vocabulary
  • Good overall consistency
⚠ Points to note
  • Some regional variation and occasional formal phrasing
ky Kyrgyz
Very high confidence

Kyrgyz translations are accurate and child-appropriate for market items. Most labels are concise and ready to use in flashcards and classroom activities.

✓ Strengths
  • Clear, familiar vocabulary
  • Good consistency
lo Lao
Very high confidence

The Lao pack gives clear, everyday words a child will hear at a market — fruits, vegetables, sellers and simple buying phrases. Translations are accurate and consistent across the set, making it great for early vocabulary building. A small number of entries use a slightly formal register, but they remain correct and understandable for children.

✓ Strengths
  • Accurate, everyday market vocabulary
  • Consistent choices across all items
  • Complete coverage for young learners
⚠ Points to note
  • Occasional phrasing is a touch formal for very young children
lv Latvian
Very high confidence

The Latvian set provides reliable, everyday vocabulary for markets — perfect for introducing shopping words to children. Most terms are straightforward and familiar to native speakers. A small number of items use a more formal style or longer phrasing than typical baby-talk.

✓ Strengths
  • Familiar market vocabulary
  • Natural, native phrasing overall
⚠ Points to note
  • Occasional formal or longer phrasing
lt Lithuanian
Very high confidence

This Lithuanian pack uses natural, child-appropriate words for common market items and interactions. The translations are precise and well suited to classroom or home use for young learners. A few entries are slightly long or formal, but they do not affect usability.

✓ Strengths
  • Clear, precise translations
  • Well-suited for classroom and home learning
⚠ Points to note
  • Some entries read a bit formal or longer than ideal for toddlers
lb Luxembourgish
Very high confidence

Luxembourgish offers clear, familiar market words a child will recognise. The vocabulary is concise and well suited for flashcards.

✓ Strengths
  • Child-friendly, everyday labels
  • High consistency
mk Macedonian
Very high confidence

This Macedonian pack contains natural, child-friendly words for market items and simple buying phrases. The translations are precise and very consistent, making it easy for kids to recognise and practise vocabulary. A small number of items are phrased a touch more formally than casual child speech.

✓ Strengths
  • Precise and consistent translations
  • Well-suited for young learners
⚠ Points to note
  • Occasional formal phrasing
mg Malagasy
Very high confidence

This Malagasy pack covers the basic market vocabulary children are likely to meet: produce, sellers and simple buying language. The translations are consistent and appropriate for learners aged 3–10. A few entries lean toward a more formal register or longer phrasing, though they remain correct.

✓ Strengths
  • Consistent, child-friendly vocabulary
  • Good coverage of everyday market items
⚠ Points to note
  • Some items use slightly formal or lengthy phrasing
ms Malay
Very high confidence

This Malay pack uses natural, child-friendly words for market items and buying phrases. Translations are accurate and consistent, making it a reliable resource for early vocabulary learning. A few entries may be slightly formal in tone but remain suitable for classroom use.

✓ Strengths
  • Natural and familiar market vocabulary
  • Consistent across items
⚠ Points to note
  • Occasional formal phrasing
ml Malayalam
Very high confidence

The Malayalam pack gives clear, everyday market words that are appropriate for children learning to name fruits, vegetables and sellers. Translations are accurate and consistent across the set. A few labels are slightly formal or longer than ideal for the youngest learners.

✓ Strengths
  • Accurate everyday vocabulary
  • Consistent choices throughout
⚠ Points to note
  • Some items are a bit formal or wordy
mt Maltese
Very high confidence

The Maltese set contains clear, everyday market vocabulary that works well for young learners naming fruits, vegetables and sellers. Translations are accurate and consistent. A handful of words are a touch formal or longer than ideal for toddlers.

✓ Strengths
  • Clear, everyday market terms
  • Good consistency and coverage
⚠ Points to note
  • Some items use slightly formal or longer phrasing
zh-CN Mandarin Chinese (Simplified)
Very high confidence

The Mandarin (Simplified) pack provides excellent, natural words a child will meet at markets — fruits, vegetables, stalls and simple shopping phrases are all well covered. Translations are consistent and appropriate for young learners, with just a few entries tending toward a formal or longer written style rather than short spoken phrases. Overall this is a very reliable pack for home or classroom use.

✓ Strengths
  • Extremely high accuracy and completeness
  • Appropriate vocabulary for everyday market interactions
  • Consistent use of simplified characters
⚠ Points to note
  • A small number of items use slightly formal or longer phrasings
zh-TW Mandarin Chinese (Traditional)
Very high confidence

The Mandarin (Traditional) pack is highly reliable and child-friendly, giving clear names for foods, vendors and simple buying phrases in traditional characters. Coverage is excellent and vocabulary choices match what children hear in markets, though a very small number of entries are more formal or longer than casual speech. This pack is ideal for families and schools using traditional script.

✓ Strengths
  • Top-tier accuracy and coverage
  • Natural market vocabulary in traditional characters
  • Well-suited for real-world practice
⚠ Points to note
  • Occasional entries are slightly formal or more suited to written language
mr Marathi
Very high confidence

The Marathi pack presents clear, commonly used words for market items and simple shopping interactions a child will recognise. The vocabulary is accurate and fits everyday contexts. A small number of entries show English influence or a formal register; these reflect common usage but can sound adult-like to very young children.

✓ Strengths
  • Everyday, familiar market vocabulary
  • Accurate and consistent translations
⚠ Points to note
  • Some English-derived terms and slightly formal phrasing
mn Mongolian
Very high confidence

This Mongolian pack delivers natural, age-appropriate market vocabulary—fruits, produce, sellers and buying phrases—suitable for early learners. The set is consistent and accurate across items. A few entries use a slightly more formal register but remain correct and clear.

✓ Strengths
  • Natural, child-appropriate words
  • High consistency across items
⚠ Points to note
  • Occasional formal wording
cnr Montenegrin
Very high confidence

Montenegrin entries are concise, correct and well suited to young learners. The vocabulary covers the essentials a child would meet at a market, using familiar terms. A couple of translations appear a touch formal but do not affect usability.

✓ Strengths
  • Concise, familiar market vocabulary
  • Consistent and accurate labels
⚠ Points to note
  • Isolated instances of slightly formal wording
ne Nepali
Very high confidence

This Nepali pack includes clear, common market vocabulary — fruit and veg names, sellers and simple buying phrases — that children can easily learn. Translations are accurate and consistent. A few entries are slightly formal or longer than ideal for very young children.

✓ Strengths
  • Accurate everyday market words
  • Consistent across items
⚠ Points to note
  • Some items use a slightly formal tone
no Norwegian
Very high confidence

This Norwegian pack uses everyday, familiar words for market items and buying interactions that are child-appropriate and consistent. Translations are accurate and ready for classroom use. A tiny number of entries are slightly formal.

✓ Strengths
  • Everyday, familiar vocabulary
  • Consistent and accurate translations
⚠ Points to note
  • Minor formal register in a few items
or Odia
Very high confidence

The Odia pack uses familiar, everyday words for market vocabulary that children will recognise. Translations are accurate and consistent across all items. A small number of labels show English influence or a formal tone, but they remain usable for learners.

✓ Strengths
  • Accurate everyday vocabulary
  • Consistent translations
⚠ Points to note
  • Some English-influenced items and occasional formal wording
ps Pashto
Very high confidence

This Pashto pack contains clear, child-friendly market vocabulary — produce, sellers and simple buying language — that fits classroom use. Translations are accurate and well chosen. A few items show regional variation or use slightly formal wording.

✓ Strengths
  • Clear, familiar market terms
  • Accurate and consistent translations
⚠ Points to note
  • Minor regional variation and occasional formal phrasing
fa Persian (Farsi)
Very high confidence

Persian (Farsi) vocabulary is clear and appropriate for young learners, with familiar names for produce and simple market phrases. The pack is consistent and easy to use in classroom or home settings. A small number of items are slightly formal but remain correct and useful.

✓ Strengths
  • Clear, familiar vocabulary
  • Consistent and teachable labels
⚠ Points to note
  • Occasional slightly formal phrasing
pl Polish
Very high confidence

This Polish pack is precise and child-appropriate, with familiar market vocabulary and simple buying phrases. Translations are consistent and ready for classroom or home use. A couple of entries are slightly formal or missing diacritics in certain contexts, but overall quality is excellent.

✓ Strengths
  • Precise, familiar vocabulary
  • High consistency and usability
⚠ Points to note
  • Minor formal tone in a few items
pt Portuguese
Very high confidence

The Portuguese pack delivers natural, everyday market vocabulary that is very well suited to young learners. Translations are precise and consistent, making this pack ready for classroom or home use. Only a tiny number of items read a bit formal.

✓ Strengths
  • Natural and precise translations
  • Excellent suitability for children
⚠ Points to note
  • A couple of entries are slightly formal
pa Punjabi
Very high confidence

This Punjabi pack includes clear, common market vocabulary and simple buying phrases suitable for children. The translations are consistent and appropriate for early learners. A few entries are slightly formal or longer than typical child-talk.

✓ Strengths
  • Clear, familiar market words
  • Consistent across items
⚠ Points to note
  • Occasional formal or lengthy phrasing
ro Romanian
Very high confidence

This Romanian pack gives precise, familiar market vocabulary that children will easily recognise. Translations are consistent and well adapted for early learners. A very small number of entries are slightly formal or longer than ideal, but overall quality is excellent.

✓ Strengths
  • Precise and familiar vocabulary
  • High consistency across items
⚠ Points to note
  • Minor formal or lengthy phrasing in a few items
ru Russian
Very high confidence

The Russian pack contains clear, everyday market terms and simple buying phrases suited to children. Translations are accurate, natural and very consistent, making this an excellent choice for classrooms and homes. Only a couple of terms read slightly formal.

✓ Strengths
  • Accurate, natural translations
  • Excellent consistency and suitability for children
⚠ Points to note
  • Occasional slightly formal phrasing
se Sami
Very high confidence

Sami provides accurate market vocabulary with strong lexical choices and good consistency. You may notice regional variation in a handful of items — both forms are valid in different Sami-speaking areas — so pick the variant that matches your learners' background.

✓ Strengths
  • Accurate, culturally appropriate words
  • Good consistency across items
⚠ Points to note
  • A few items have valid regional variants — choose the form familiar to a children
sr Serbian
Very high confidence

Serbian provides dependable, accurate market vocabulary in Cyrillic script with strong consistency across items. Most words are ready for child use; a couple are marginally formal and can be adjusted for conversational tone.

✓ Strengths
  • Accurate, consistent Cyrillic entries
  • Comprehensive market coverage
⚠ Points to note
  • A small number of translations feel slightly formal
crs Seychellois Creole
Very high confidence

Seychellois Creole reflects the natural mixed vocabulary of the islands and will feel familiar to local children. Many entries show borrowing, which is part of normal usage in this language. The set covers everyday market items clearly and is well suited for early learners.

✓ Strengths
  • Authentic local vocabulary
  • Good practical coverage for market items
sn Shona
Very high confidence

Shona delivers accurate, usable market vocabulary that children will recognise with minimal guidance. Most translations are appropriate, though a few entries lean formal or are longer than ideal for flashcard text.

✓ Strengths
  • Solid, culturally appropriate translations
  • Good overall coverage
⚠ Points to note
  • Some items use a slightly formal register
  • A few terms are longer than ideal for very young learners
sd Sindhi
Very high confidence

Sindhi offers clear, accurate labels for market items with excellent coverage across the category. A small number of entries are slightly formal in register, but choices are linguistically correct and suitable with minimal simplification for very young learners.

✓ Strengths
  • Accurate, consistent translations
  • Excellent coverage of common market items
⚠ Points to note
  • Some terms use a more formal register than everyday child speech
sk Slovak
Very high confidence

Slovak shows very high-quality translations: clear, concise and culturally appropriate for market vocabulary. Most items are ready for child-facing use; a few entries flagged as slightly formal or lengthy are easy to simplify.

✓ Strengths
  • Very accurate and consistent translations
  • Concise entries suitable for flashcards
⚠ Points to note
  • A small number of entries use a formal register
  • Minor long forms that could be shortened
sl Slovenian
Very high confidence

Slovenian provides excellent, child-appropriate market vocabulary with strong consistency and accurate choices. Only a handful of items are slightly formal or a bit long; these are easy to adjust if you prefer simpler phrasing for younger children.

✓ Strengths
  • Accurate and consistent vocabulary
  • Very good suitability for flashcards
⚠ Points to note
  • Occasional formal phrasing that can be simplified
so Somali
Very high confidence

Somali provides clear, accurate names for common market foods and actions, suitable for classroom and home learning. A small number of entries are somewhat formal or wordy, but the choices are correct and easy to simplify if needed.

✓ Strengths
  • Accurate and culturally relevant vocabulary
  • Strong overall consistency
⚠ Points to note
  • Some entries use a more formal tone than everyday child speech
es Spanish
Very high confidence

Spanish entries are clear, familiar and ideal for children learning market vocabulary — you’ll find short, everyday words a child hears in real life. The set is comprehensive and consistent. A few items are slightly formal, but this does not affect classroom or home use.

✓ Strengths
  • Short, familiar everyday words
  • Wide and consistent coverage
⚠ Points to note
  • Occasional slightly formal phrasing
su Sundanese
Very high confidence

Sundanese provides excellent, accurate translations for market vocabulary with minimal editing needed. Loanwords are present but limited and reflect current everyday use.

✓ Strengths
  • Accurate, consistent translations
  • Suitable for child-facing materials
sw Swahili
Very high confidence

Swahili offers clear, accurate market vocabulary suitable for children and classroom use. A handful of items are written in a somewhat formal register or use longer phrasing, but overall the pack is strong and culturally appropriate.

✓ Strengths
  • Accurate, culturally relevant vocabulary
  • Strong consistency across items
⚠ Points to note
  • Some entries use a formal register or are a bit long
sv Swedish
Very high confidence

Swedish shows very high-quality, concise translations that work well on flashcards and in classroom activities. A few entries are slightly formal or a bit long, but the pack is otherwise ready to use.

✓ Strengths
  • Concise and child-friendly wording
  • Very consistent translations
⚠ Points to note
  • Occasional slightly formal or lengthy phrasing
tl Tagalog
Very high confidence

Tagalog presents strong, accurate market vocabulary appropriate for children. A number of entries are a touch formal or long; simplifying a few phrases will make them read more naturally for young learners.

✓ Strengths
  • Comprehensive, accurate translations
  • Good suitability for classroom use
⚠ Points to note
  • Several entries are slightly formal or wordy
nan Taiwanese Hokkien
Very high confidence

The Taiwanese Hokkien pack uses natural, local vocabulary for market items that children will recognise. Terms are chosen for everyday use and are consistent across the set. Expect a few regional variations in word choice — we selected widely understood forms.

✓ Strengths
  • Local, everyday vocabulary
  • Well-suited for young learners
⚠ Points to note
  • Minor regional variation in some item names
tg Tajik
Very high confidence

Tajik provides clear, accurate market terms with strong overall quality. A few entries are slightly formal or wordy, but the translations are correct and straightforward to adapt for younger children.

✓ Strengths
  • Accurate, consistent vocabulary
  • Wide coverage of common market items
⚠ Points to note
  • Occasional formal phrasing or longer terms
ta Tamil
Very high confidence

Tamil provides reliable, child-appropriate names for market items with broad coverage. Most entries are ready for use; a few are slightly formal or longer than ideal for flashcards and could be simplified.

✓ Strengths
  • Accurate and culturally informed translations
  • Good overall suitability for learners
⚠ Points to note
  • Some terms use a formal register
  • A few entries are longer than ideal for flashcards
te Telugu
Very high confidence

Telugu delivers accurate and appropriate market vocabulary for young learners. While the majority of items are suitable, a small number of entries use loanwords or more formal phrasing that can be adjusted for conversational tone.

✓ Strengths
  • Accurate, culturally appropriate labels
  • Good coverage across the category
⚠ Points to note
  • A few items include loanwords or formal wording that could be simplified
tet Tetum
Very high confidence

Tetum covers market vocabulary comprehensively, though borrowing from other languages appears in a number of entries — a normal feature of Tetum. The pack is otherwise accurate and usable with only minor edits for register.

✓ Strengths
  • Complete category coverage
  • Accurate translations within Tetum usage
⚠ Points to note
  • Borrowing is common in several items (typical for Tetum)
  • Some entries are a little formal in tone
th Thai
Very high confidence

Thai offers concise, child-friendly vocabulary that fits well on flashcards and in classroom activities. Loanwords appear in some items, but overall translations are natural and ready for learners.

✓ Strengths
  • Concise and natural child-facing phrasing
  • Strong overall consistency
⚠ Points to note
  • A few items include loanwords or longer phrasing
ti Tigrinya
Very high confidence

Tigrinya provides full coverage of market vocabulary with accurate translations. Many entries trend formal or a little long — a small style pass would make this feel even more playful and accessible to younger children.

✓ Strengths
  • Accurate and culturally appropriate terms
  • Complete category coverage
⚠ Points to note
  • Frequent formal phrasing and some long entries
tr Turkish
Very high confidence

Turkish provides excellent, child-ready market vocabulary with clear, natural phrasing across most items. Only a few entries are slightly long or formal and can be trimmed for younger learners.

✓ Strengths
  • Clear, natural child-facing wording
  • Very consistent and accurate translations
⚠ Points to note
  • Occasional slightly long or formal phrasing
tk Turkmen
Very high confidence

Turkmen delivers clear, accurate market vocabulary that will be familiar to child learners. Most items are well-suited to flashcards; only a few use a more formal register and could be made more conversational.

✓ Strengths
  • Accurate, culturally appropriate words
  • Good consistency across items
⚠ Points to note
  • Some entries use a formal tone that could be softened
uk Ukrainian
Very high confidence

Ukrainian shows very strong quality with concise, accurate market vocabulary that is well suited to flashcards. Minor formal phrasing appears in a small number of entries, but overall the set is classroom-ready.

✓ Strengths
  • Concise and accurate translations
  • Very good flashcard suitability
⚠ Points to note
  • A few items use a more formal register
ur Urdu
Very high confidence

Urdu provides reliable, culturally familiar market vocabulary suitable for children. Most entries are ready to use; a few terms include loanwords or formal phrasing that could be softened for conversational classroom use.

✓ Strengths
  • Accurate and culturally relevant vocabulary
  • Comprehensive coverage of market items
⚠ Points to note
  • Some entries use loanwords or formal language that can be simplified
uz Uzbek
Very high confidence

The Uzbek pack gives clear, reliable words for everyday market items — fruits, vegetables, staples and buying phrases — so a child will recognise common words when you shop together. Most translations are natural and consistent, though a few entries use slightly formal or longer phrasings that adults might use in writing rather than in quick spoken speech. Overall this is a strong set for classroom or family use.

✓ Strengths
  • Comprehensive coverage of common market items
  • Consistent, natural Uzbek vocabulary
  • Good balance of everyday food and buying phrases
⚠ Points to note
  • Some items use a slightly formal or longer wording better suited to written Uzbek
vi Vietnamese
Very high confidence

The Vietnamese pack is excellent for young learners — clear, familiar words for fruit, vegetables, stalls and simple buying language that children hear at markets. The translations are accurate and child-appropriate, with very few issues. A small number of entries show missing diacritics in source checks, which can affect reading and pronunciation, so please ensure the final display includes proper accents.

✓ Strengths
  • Very natural, child-friendly vocabulary
  • Complete set of everyday market terms
  • High accuracy across items
⚠ Points to note
  • A few items were flagged for missing diacritics in checks — ensure accents are present in the final display
xh Xhosa
Very high confidence

The Xhosa pack offers strong, reliable vocabulary for market life — fruits, vegetables, staples and basic buying words that children will recognise. Translations are largely natural and consistent, though a few items lean toward more formal or borrowed terms used in written or specialised contexts. Overall it’s well-suited to classroom and family learning.

✓ Strengths
  • Clear, consistent translations for common foods
  • Good fit for everyday market role-play
  • Comprehensive coverage across items
⚠ Points to note
  • A small number of entries use slightly formal or borrowed terms
yo Yoruba
Very high confidence

Yoruba learners get a strong set of market words that will help them name fruits, vegetables and buying phrases they see in real markets. Most items use familiar, child-appropriate terms; a few entries are slightly formal or show borrowings, which is common in everyday speech. This pack is a solid choice for families and schools wanting practical market vocabulary.

✓ Strengths
  • Natural, everyday market vocabulary
  • Good coverage of useful buying and food words
  • Consistent terminology across items
⚠ Points to note
  • A few items are slightly formal or include borrowed terms
ak Akan (Twi)
High confidence

The Akan (Twi) vocabulary gives good coverage of market items using natural local words that children will recognise. Most items are accurate, though some entries are longer than ideal for very young learners or show borrowed forms. Overall this is a reliable set for early vocabulary building.

✓ Strengths
  • Natural, locally relevant vocabulary
  • Good breadth across common market items
⚠ Points to note
  • Some labels are longer than ideal for young children
  • A noticeable number of borrowed forms appear
am Amharic
High confidence

Amharic terms are correct and well matched to everyday market objects — a child will recognise common produce and simple shopping words. A few translations use a more formal phrasing or longer wording than we prefer for flashcards, but they remain accurate and teachable.

✓ Strengths
  • Accurate everyday vocabulary
  • Good coverage of produce and shopping words
⚠ Points to note
  • Some entries are phrased a little formally or are lengthy
ber Berber (Amazigh)
High confidence

The Berber (Amazigh) set provides good market vocabulary that reflects local usage across different communities. Because Berber has regional variations, some items offer alternate forms — both are valid but may vary by area. A few entries read as more formal or longer than ideal for flashcards.

✓ Strengths
  • Locally relevant vocabulary
  • Includes valid regional variants
⚠ Points to note
  • Regional variation means some words differ by area
  • Some entries are moderately formal or lengthy
bi Bislama
High confidence

Bislama uses many English-derived words as part of normal everyday speech, and this pack reflects that natural vocabulary — children in the region will recognise these labels. The set is broad and practical for market language, though English influence is visible in many items. For Pacific contexts this is a natural choice.

✓ Strengths
  • Reflects authentic, locally used vocabulary
  • Good practical coverage for market items
dv Dhivehi
High confidence

Dhivehi entries cover the expected market vocabulary and will be recognisable to local children. The set is generally accurate, though there is some English influence and a tendency toward formal phrasing in parts. Overall it’s a useful resource for building early market words.

✓ Strengths
  • Relevant, locally recognisable vocabulary
  • Good coverage of common market items
⚠ Points to note
  • Some English-derived forms and occasional formal phrasing
dz Dzongkha
High confidence

Dzongkha provides broadly accurate market vocabulary that young learners can use to name common items. A number of entries are longer or phrased formally, and a few regional variants appear — these reflect how the language is used in different areas. The pack remains a solid tool for early vocabulary.

✓ Strengths
  • Good core market vocabulary
  • Locally appropriate terms
⚠ Points to note
  • Some entries are formal or lengthy
  • Regional variation appears for certain items
fj Fijian (iTaukei)
High confidence

Fijian (iTaukei) covers common market words using forms familiar in local speech; many everyday items are included. There is noticeable borrowing in some labels and a tendency toward more formal phrasing in places, but the vocabulary remains broadly useful for children. For maximum local accuracy you may want to cross-check a few items regionally.

✓ Strengths
  • Locally familiar vocabulary
  • Solid coverage of everyday market items
⚠ Points to note
  • Some borrowed forms and a few formal phrasings appear
fil Filipino
High confidence

Filipino (Tagalog) vocabulary here is practical and recognisable to children; it covers common market foods and shopping words. A few entries are more formal or longer than ideal for flashcards and some borrowed forms appear, but overall the set is well suited to early learners.

✓ Strengths
  • Practical, familiar market vocabulary
  • Good coverage of common items
⚠ Points to note
  • Some entries are slightly formal or lengthy
ff Fulani
High confidence

Fulani (Pulaar) provides useful market vocabulary, but you may see regional differences in some words — this reflects real variation across Fulfulde-speaking areas. A few entries flagged as possible borrowings and rare wrong-language occurrences were noted, so a quick local check is advisable if you need strict regional accuracy. Otherwise the set works well for early vocabulary learning.

✓ Strengths
  • Useful core market vocabulary
  • Reflects regional usage
⚠ Points to note
  • Regional variants are common for some items
  • A small number of entries flagged as wrong-language or uncertain
gn Guarani
High confidence

Guarani offers useful market vocabulary with strong overall coverage. Some items reflect regional differences in word choice, so learners from different areas may recognise alternate forms.

✓ Strengths
  • Good everyday vocabulary coverage
  • Generally natural and appropriate for children
⚠ Points to note
  • Regional variation: a few words may differ by area
ig Igbo
High confidence

Igbo provides strong coverage of market vocabulary, and most terms are appropriate for children. Some translations trend toward a formal tone or longer phrasing, so you may want to simplify a few items for preschool learners.

✓ Strengths
  • Good everyday vocabulary coverage
  • Generally accurate and usable
⚠ Points to note
  • A number of entries are somewhat formal or lengthy
rw Kinyarwanda
High confidence

Kinyarwanda delivers a complete, culturally appropriate set of market words that will help children recognise common foods and shopping actions. The vocabulary is accurate, though a number of entries use slightly formal phrasing or longer constructions that could be shortened for very young learners. Overall this is a solid pack for classroom and home use.

✓ Strengths
  • Comprehensive market vocabulary
  • Culturally appropriate, accurate translations
⚠ Points to note
  • Some entries are a bit formal in tone for very young children
  • A few terms are longer than ideal for flashcards
rn Kirundi
High confidence

The Kirundi pack offers clear market vocabulary — fruit, vegetables, sellers and buying phrases — appropriate for children. Most translations are natural, though several entries are longer or slightly formal. The set is suitable for learners with small adjustments for very young children.

✓ Strengths
  • Clear everyday market words
  • Good overall consistency
⚠ Points to note
  • Several items use longer or more formal phrasing
ln Lingala
High confidence

Lingala includes useful market vocabulary with generally accurate meanings. Some entries are longer than ideal for flashcards and a few use formal phrasing; simplifying those will help younger learners.

✓ Strengths
  • Good everyday coverage
  • Accurate translations
⚠ Points to note
  • Several items are longer or more formal than ideal for young children
mh Marshallese
High confidence

The Marshallese pack offers solid coverage of market vocabulary with natural choices for everyday items and sellers. You may notice several English-derived words or direct English influence in a few labels — this reflects real speech patterns in many communities. Overall the pack is suitable for young learners, but teachers may prefer to localise certain borrowed terms if they want fully traditional forms.

✓ Strengths
  • Good everyday market vocabulary
  • Consistent across items
⚠ Points to note
  • Several English-derived terms appear (common in local usage)
  • A few items use a slightly formal tone
om Oromo
High confidence

This Oromo pack covers the essential market words children need — fruits, vegetables, stalls and simple buying phrases — with generally natural choices. Most terms are appropriate for learners, though several entries use longer phrasing or slightly formal wording. Overall it’s a solid pack for classroom use.

✓ Strengths
  • Strong coverage of everyday market items
  • Generally natural, child-appropriate choices
⚠ Points to note
  • Several items are longer or more formal than ideal
pau Palauan
High confidence

The Palauan pack provides good basic market vocabulary with many everyday words children will encounter. You may notice English-derived terms and some longer or formal phrasing in places — these reflect local speech patterns and influence. The set is suitable for learning but teachers in Palauan-speaking communities may prefer to localise a small number of borrowed items.

✓ Strengths
  • Good coverage of common market items
  • Mostly natural, everyday vocabulary
⚠ Points to note
  • Several English-derived items present (reflects local usage)
  • Some entries are longer or more formal
rm Romansh
High confidence

The Romansh pack provides solid, everyday market vocabulary that works well for young learners. Translations are mostly natural and consistent; however, some regional variation and a handful of formal options appear. It’s a good classroom resource, with minor local adjustments possible.

✓ Strengths
  • Everyday, usable vocabulary
  • Consistent choices for most items
⚠ Points to note
  • Some regional variation and occasional formal phrasing
sm Samoan
High confidence

Samoan gives good coverage of market items with correct, culturally appropriate terms. The pack includes a noticeable number of loanwords — common in contemporary Samoan — and several items use formal phrasing or longer wording that could be shortened for very young learners.

✓ Strengths
  • Good cultural fit and accurate labels
  • Comprehensive coverage of market vocabulary
⚠ Points to note
  • Several entries use a formal register or longer phrases
  • Borrowing appears in a number of items (normal for modern Samoan)
sg Sango
High confidence

Sango offers solid coverage of market vocabulary that will be recognisable to most speakers. Many entries are correct but tend toward a more formal tone; borrowing from other languages is expected in Sango and appears across some items.

✓ Strengths
  • Good coverage of everyday market items
  • Generally clear and correct translations
⚠ Points to note
  • Several entries use a more formal register than casual child speech
  • Some items reflect common borrowing — normal for Sango
st Sesotho
High confidence

Sesotho delivers solid market vocabulary that is accurate and culturally appropriate. Expect a formal register across multiple entries and some longer phrases; simplifying these will improve child-facing usability.

✓ Strengths
  • Comprehensive and correct item labels
  • Culturally appropriate terms
⚠ Points to note
  • Many entries use a formal tone
  • Some terms are longer than ideal for flashcards
si Sinhala
High confidence

Sinhala translations are accurate and cover the full market vocabulary set. The main patterns to watch are slightly formal wording and a few longer phrases that could be shortened to suit young learners better.

✓ Strengths
  • Accurate and culturally appropriate labels
  • Complete coverage of the category
⚠ Points to note
  • Some items read more formally than everyday child speech
  • A few translations are longer than ideal for flashcards
ss Swati
High confidence

Swati covers market items well with generally accurate translations. Many entries trend formal and a number of phrases are longer than ideal for flashcards — a quick style pass would make this pack feel more playful for young learners.

✓ Strengths
  • Good coverage of everyday market vocabulary
  • Accurate lexical choices
⚠ Points to note
  • Frequent formal phrasing
  • Several longer entries that could be shortened
tpi Tok Pisin
High confidence

Tok Pisin gives practical, recognisable market vocabulary and reflects the language's normal pattern of borrowing. The set is accurate for everyday use, though a few items are more formal or long than ideal for small flashcards.

✓ Strengths
  • Practical, everyday vocabulary
  • Reflects authentic Tok Pisin usage
⚠ Points to note
  • High presence of loaned forms (expected in Tok Pisin)
  • Some entries use a formal tone or longer phrasing
to Tongan
High confidence

Tongan covers market vocabulary well and uses terms that are appropriate to local contexts. There are many loaned forms and several entries use a formal or longer phrasing — both common in modern Tongan — so a light edit for child-friendly brevity is recommended.

✓ Strengths
  • Culturally appropriate vocabulary
  • Good breadth of market items
⚠ Points to note
  • Several entries show borrowing from other languages
  • Many terms use a formal or lengthy phrasing
wo Wolof
High confidence

The Wolof pack supplies the common market words children need — names for foods, sellers and simple buying phrases — and will work well for everyday learning. Many entries are appropriate and useful, though the dataset shows several borrowings and some English influence in urban vocabulary; this reflects real spoken usage in many communities. It's a good pick for classrooms, with awareness that a few items use borrowed or urban terms.

✓ Strengths
  • Good coverage of familiar market items
  • Reflects contemporary spoken vocabulary
  • Useful for role-play and real-world visits
⚠ Points to note
  • Some entries show borrowings or English influence reflecting urban usage
zu Zulu
High confidence

The Zulu pack covers the main market words children need — names of common foods, stalls and buying phrases — and will be useful for everyday learning. Most translations are natural, but several entries were flagged as somewhat formal or as using borrowed terms, which can happen in modern spoken Zulu. It’s a solid set for classroom and family use with a small note to prefer simpler spoken variants if you want very casual child speech.

✓ Strengths
  • Good selection of common food and buying words
  • Practical for role-play and market visits
  • Consistent overall terminology
⚠ Points to note
  • Some entries are slightly formal or use borrowed terms rather than casual spoken forms
la Latin
Good confidence

Latin provides correct vocabulary but leans toward a literary and formal register, which can feel less natural for very young children. The set is still useful for older learners or classical studies, but may need simplification for preschool use.

✓ Strengths
  • Accurate classical vocabulary
  • Consistent terminology
⚠ Points to note
  • Tone is often literary/formal and less child-like
qu Quechua
Good confidence

The Quechua pack covers core market vocabulary but shows notable regional variation in how some items are named. We chose widely understood terms where possible, but regional differences mean children in different areas might use other words. The set is useful for learning, especially in mixed or classroom settings, but local adaptation may help for community-specific dialects.

✓ Strengths
  • Good coverage of essential market items
  • Choices aim for widely understood regional forms
⚠ Points to note
  • Strong regional variation — some item names differ by region
  • A few entries use a more formal register

About This Report

Methodology

Each translation was independently evaluated by an AI language model on four dimensions: meaning accuracy, naturalness for children, correct script usage, and contamination risk (English leakage or wrong-language content). Scores range from 0–100. A score of 70+ indicates the translation is appropriate for use in educational materials. Language-level confidence ratings are derived from the distribution of individual scores within that language pack.

Important Notes

This is an automated quality review, not a native-speaker audit. While it reliably catches mistranslations, script errors, and English leakage, it may not capture every subtle dialect preference or cultural nuance. For languages with very few speakers or limited digital resources, our confidence is naturally more conservative. We recommend supplementary review by a native speaker where possible, particularly for lower-confidence languages.