We measure the cost, time and complexity needed for two solutions per language to meet each set of quality requirements.

★ marks a one-step solution meeting the requirements. ☆ marks a qualifying solution with additional steps or the gender-neutrality agent. The errors per 1,000 words are those of the best solution, the cost per million characters that of the cheapest and the seconds per 1,000 words those of the fastest.

In the explorer, EPT counts the errors of every requirement, each error once. To the general translation quality errors (critical, major and minor), it adds the missed glossary terms, the sentences in the wrong register, the tag errors and the sentences that miss gender neutrality, per 1,000 source words of the four texts, at every quality level. Each count is the share missed times the number of terms, sentences or tags checked in the four texts. Formatting is a requirement a text meets or misses as a whole, so it decides only whether a solution meets a quality level. The tables on this page count the general translation quality errors only.

In 26 of the 78 languages with two solutions that meet every Standard requirement, the cheapest solution also has the fewest errors. Elsewhere, the solution with the fewest errors costs a median 4.2 times as much as the cheapest, for a median 4.0 fewer errors per 1,000 words. In 24 languages, the fastest solution also has the fewest errors.

In 43 languages, two solutions offer different balances of cost and errors; in 9 languages, three do. For each of these solutions, no alternative has both a lower cost and fewer errors.

Solutions, errors, cost and time to meet each quality level, by language

Quality levelTierSolutionsSimplest solutionErrors per 1,000 words, bestCost per million characters, cheapestSeconds per 1,000 words, fastest
Afrikaans
Basic3☆three-step18.8562.26203
Standard3☆three-step18.8562.26203
Advanced3☆with the gender-neutrality agent18.1968.28203
Albanian
Basic2★ ☆one-step17.111.4669
Standard2★ ☆one-step17.111.4669
Advanced3none
Amharic
Basic2☆☆three-step8.6612.38316
Standard2☆☆three-step8.6612.38316
Advanced2☆☆with the gender-neutrality agent8.91,043.05321
Arabic (MSA)
Basic1★★one-step13.510.2758
Standard1★★one-step13.510.2758
Advanced3none
Armenian
Basic2☆☆☆three-step7.3556.47254
Standard2☆☆☆three-step7.3556.47254
Advanced2☆☆with the gender-neutrality agent7.3556.47254
Assamese
Basic2☆☆☆three-step10.2587.92136
Standard2☆☆☆three-step10.2587.92136
Advanced2☆☆with the gender-neutrality agent9.9978.77292
Azerbaijani
Basic1★★★one-step15.27.7874
Standard2★ ☆one-step15.27.7874
Advanced2★ ☆one-step15.27.7874
Basque
Basic2☆☆three-step7.9573.57209
Standard2☆☆three-step7.9573.57209
Advanced2☆☆with the gender-neutrality agent7.9573.57209
Belarusian
Basic1★★★ ☆one-step15.25.4196
Standard1★★★ ☆one-step15.25.4196
Advanced2☆☆with the gender-neutrality agent6.677.04181
Bengali
Basic1★★★one-step15.811.5572
Standard1★★one-step15.811.5572
Advanced2★ ☆one-step6.611.55144
Bosnian
Basic1★★one-step17.14.461
Standard2★ ☆one-step17.14.461
Advanced3☆with the gender-neutrality agent6.3992.54267
Bulgarian
Basic1★×4one-step9.94.6726
Standard1★★★one-step9.94.6726
Advanced2☆☆with the gender-neutrality agent7.34.94116
Burmese
Basic3none
Standard3none
Advanced3none
Catalan
Basic1★×4one-step10.90.4113
Standard1★★one-step11.94.563
Advanced2☆☆with the gender-neutrality agent9.24.5268
Cebuano
Basic2☆☆three-step11.2604.2293
Standard2☆☆three-step11.2604.2293
Advanced2☆☆with the gender-neutrality agent11.2604.2293
Chinese Simplified
Basic2☆☆☆three-step13.2588.6166
Standard2☆☆☆three-step13.2588.6166
Advanced2☆☆with the gender-neutrality agent13.2588.6238
Chinese Traditional
Basic2☆×7three-step11.2489.93140
Standard2☆×6three-step11.2489.93140
Advanced2☆☆with the gender-neutrality agent11.2490.16172
Croatian
Basic1★×4one-step8.24.4661
Standard1★×4one-step8.24.4661
Advanced2☆☆with the gender-neutrality agent4.645.38172
Czech
Basic1★★★one-step9.94.4928
Standard1★★★one-step9.94.4928
Advanced3none
Danish
Basic1★★one-step12.24.0925
Standard1★★one-step12.24.0925
Advanced1★★one-step12.24.0925
Dutch
Basic1★★one-step13.26.4458
Standard2★ ☆one-step13.26.4458
Advanced2☆☆with the gender-neutrality agent2.69.6656
Estonian
Basic2★ ☆×4one-step7.97.5379
Standard2★ ☆☆one-step8.27.5379
Advanced2☆☆with the gender-neutrality agent5.6607.09202
Farsi
Basic1★★★one-step12.54.4168
Standard2★ ☆☆one-step12.54.4168
Advanced2★ ☆one-step12.54.4168
Finnish
Basic2★ ☆☆one-step13.27.667
Standard2★ ☆☆one-step13.27.667
Advanced2★ ☆one-step13.27.667
French
Basic2☆×4three-step15.5575.73106
Standard2☆☆three-step15.5575.73173
Advanced3none
Frisian
Basic2☆☆three-step8.2560.49281
Standard3☆three-step13.8560.49281
Advanced3☆with the gender-neutrality agent14.2964.47301
Galician
Basic1★×4one-step10.23.0148
Standard1★★★one-step10.23.0148
Advanced2☆☆with the gender-neutrality agent10.57.235
Georgian
Basic1★★one-step16.211.71120
Standard2★ ☆one-step16.211.71120
Advanced2★ ☆one-step16.211.71120
German
Basic1★★★ ☆×4one-step6.30.911
Standard2★ ☆☆one-step9.20.9130
Advanced2☆☆with the gender-neutrality agent8.64.0294
Greek
Basic1★×4one-step9.65.6695
Standard1★×4one-step9.65.6695
Advanced2☆☆with the gender-neutrality agent2.647.29249
Gujarati
Basic1★★ ☆☆one-step13.58.18174
Standard2☆☆two-step13.530.8206
Advanced3☆with the gender-neutrality agent15.228.72200
Haitian Creole
Basic4not measurable
Standard4not measurable
Advanced4not measurable
Hausa
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Hebrew
Basic2★ ☆☆one-step6.630.7286
Standard2★ ☆☆one-step6.630.7286
Advanced3none
Hindi
Basic1★★ ☆one-step9.67.4566
Standard2☆☆☆two-step9.67.4566
Advanced3☆with the gender-neutrality agent4.31,044.98228
Hungarian
Basic2★ ☆☆one-step12.530.6474
Standard2★ ☆☆one-step12.530.6474
Advanced2☆☆with the gender-neutrality agent12.533.04147
Icelandic
Basic2☆☆two-step6.644.58206
Standard2☆☆two-step6.644.58206
Advanced2☆☆with the gender-neutrality agent10.547.47237
Igbo
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Indonesian
Basic1★×7one-step12.50.1112
Standard1★×6one-step12.50.1112
Advanced1★★one-step12.50.3812
Irish
Basic2☆×5three-step6.9548.2138
Standard2☆×5three-step6.9548.2138
Advanced2☆☆with the gender-neutrality agent8.6950.84141
Italian
Basic1★×5one-step11.20.4112
Standard2☆×4two-step12.20.4112
Advanced3☆with the gender-neutrality agent12.237.56117
Japanese
Basic2☆☆☆three-step10.2569.86180
Standard2☆☆three-step14.2577.7191
Advanced2☆☆with the gender-neutrality agent10.9644.53191
Javanese
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Kannada
Basic2☆☆☆three-step4.9570.48282
Standard2☆☆☆three-step4.9570.48282
Advanced2☆☆with the gender-neutrality agent6.3947.89280
Kazakh
Basic2★ ☆one-step8.911.19108
Standard2☆☆two-step8.911.19108
Advanced2☆☆with the gender-neutrality agent8.911.19108
Khmer
Basic1★★one-step16.812.04216
Standard2★ ☆one-step16.817.75216
Advanced2☆☆with the gender-neutrality agent7.327.43432
Kinyarwanda
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Korean
Basic2☆×4three-step9.9577.23118
Standard2☆☆☆three-step9.9577.23118
Advanced2☆☆with the gender-neutrality agent9.9577.23293
Kurdish (Kurmanji)
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Kyrgyz
Basic2☆☆☆three-step7.6552.8196
Standard2☆☆three-step7.6552.8196
Advanced2☆☆with the gender-neutrality agent7.6552.8196
Lao
Basic1★★one-step15.56.3984
Standard2☆☆two-step15.227.98162
Advanced2☆☆with the gender-neutrality agent15.227.98162
Latvian
Basic2★ ☆☆☆one-step7.311.7768
Standard2☆×4two-step7.311.7768
Advanced3☆with the gender-neutrality agent12.5972.16274
Lithuanian
Basic1★★ ☆one-step8.24.9176
Standard2☆☆two-step8.24.9199
Advanced3☆with the gender-neutrality agent11.91,051359
Macedonian
Basic1★×4one-step11.94.8432
Standard1★×4one-step11.94.8432
Advanced3☆with the gender-neutrality agent12.212.5764
Malagasy
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Malay
Basic1★★★one-step9.60.3913
Standard1★★★one-step9.60.3913
Advanced1★★one-step9.60.3913
Malayalam
Basic2☆☆two-step7.928.94206
Standard2☆☆two-step7.928.94206
Advanced2☆☆with the gender-neutrality agent9.927.64213
Maltese
Basic4not measurable
Standard4not measurable
Advanced4not measurable
Marathi
Basic2★ ☆one-step8.28.2175
Standard2☆☆three-step4.6547.09274
Advanced2☆☆with the gender-neutrality agent5.9902.43277
Mongolian
Basic2☆×4three-step8.6608.82316
Standard2☆☆three-step9.9608.82325
Advanced2☆☆with the gender-neutrality agent9.9608.82325
Nepali
Basic2★ ☆one-step5.911.09118
Standard2★ ☆one-step5.911.09118
Advanced3★one-step17.111.09118
Norwegian
Basic1★×5one-step9.90.412
Standard1★×5one-step9.90.412
Advanced1★★one-step9.910.1150
Odia (Oriya)
Basic2☆☆three-step11.5647.02372
Standard2☆☆three-step11.5647.02372
Advanced2☆☆with the gender-neutrality agent11.51,054.4360
Pashto
Basic2☆☆three-step10.9631.59361
Standard2☆☆three-step10.9631.59361
Advanced3☆with the gender-neutrality agent13.21,071.14403
Polish
Basic1★★ ☆one-step13.54.4923
Standard2☆☆two-step5.910.5147
Advanced3none
Portuguese (European)
Basic1★★ ☆one-step7.90.3811
Standard2☆☆two-step14.80.3812
Advanced3☆with the gender-neutrality agent14.272.19104
Punjabi
Basic2★ ☆☆one-step9.610.88258
Standard2☆☆☆two-step9.610.88258
Advanced3☆with the gender-neutrality agent14.81,000.08679
Romanian
Basic1★★ ☆one-step12.519.291
Standard2★ ☆one-step12.519.2960
Advanced3☆with the gender-neutrality agent41,028.8216
Russian
Basic1★×4 ☆one-step10.23.0544
Standard2★ ☆×4one-step10.23.0544
Advanced3☆with the gender-neutrality agent14.228.91201
Scottish Gaelic
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Serbian
Basic1★★★one-step15.57.560
Standard2★ ☆☆one-step15.216.962
Advanced3☆with the gender-neutrality agent9.21,033.75224
Sesotho
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Shona
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Sinhala
Basic1★★ ☆☆☆one-step8.65.7782
Standard2☆☆two-step8.646136
Advanced3none
Slovak
Basic1★×4one-step10.23.4629
Standard1★★one-step10.24.6666
Advanced2☆☆with the gender-neutrality agent44.9108
Slovenian
Basic1★×4one-step10.94.655
Standard1★★one-step10.910.6155
Advanced3☆with the gender-neutrality agent14.249.13192
Somali
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Spanish (European)
Basic1★★★one-step8.61.0117
Standard1★★one-step8.63.7417
Advanced3☆with the gender-neutrality agent6.33.9224
Sundanese
Basic3none
Standard3none
Advanced3none
Swahili
Basic2☆☆☆three-step8.2542.99119
Standard2☆☆☆three-step8.2542.99119
Advanced2☆☆with the gender-neutrality agent8.2542.99119
Swedish
Basic1★★★one-step11.24.0324
Standard1★★one-step11.24.2351
Advanced2★ ☆one-step13.84.2341
Tagalog
Basic2☆×5three-step7.6541.1165
Standard2☆×4three-step7.6541.1165
Advanced2☆☆with the gender-neutrality agent7.6566.31216
Tajik
Basic2☆☆☆three-step7.3577.05271
Standard2☆☆☆three-step7.3577.05271
Advanced2☆☆with the gender-neutrality agent7.3577.05271
Tamil
Basic2★ ☆one-step10.59.1200
Standard2☆☆two-step10.59.1200
Advanced2☆☆with the gender-neutrality agent10.59.1200
Tatar
Basic2☆☆☆three-step7.9609.87254
Standard2☆☆three-step7.9645.04254
Advanced2☆☆with the gender-neutrality agent7.9645.04254
Telugu
Basic2★ ☆☆one-step9.229.87176
Standard2☆☆☆two-step9.229.87176
Advanced2☆☆with the gender-neutrality agent5.6929.18273
Thai
Basic2★ ☆×5one-step9.221.28119
Standard2☆×4three-step9.2554165
Advanced2☆☆with the gender-neutrality agent9.2554180
Turkish
Basic1★×5one-step10.94.2345
Standard1★★★one-step10.94.2345
Advanced1★★one-step10.910.4445
Turkmen
Basic4not measurable
Standard4not measurable
Advanced4not measurable
Ukrainian
Basic1★★★one-step8.94.6154
Standard2★ ☆one-step9.64.6183
Advanced2☆☆with the gender-neutrality agent5.920.2194
Urdu
Basic1★★one-step14.511.2897
Standard2☆☆two-step4.611.28114
Advanced3none
Uyghur
Basic4not measurable
Standard4not measurable
Advanced4not measurable
Uzbek
Basic2☆☆two-step5.637.87223
Standard2☆☆two-step5.637.87223
Advanced2☆☆with the gender-neutrality agent5.637.87223
Vietnamese
Basic1★★one-step12.516.8267
Standard1★★one-step12.516.8267
Advanced1★★one-step12.516.8267
Welsh
Basic1★★ ☆☆one-step11.55.2391
Standard2★ ☆☆☆one-step11.55.2391
Advanced2☆☆with the gender-neutrality agent8.94.87108
Wolof
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Xhosa
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Yiddish
Basic2☆☆three-step8.9652.67408
Standard2☆☆three-step8.9652.67408
Advanced3none
Yoruba
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess
Zulu
Basic4cannot assess
Standard4cannot assess
Advanced4cannot assess

★ a one-step solution that meets every requirement of the level, ☆ a two-step or three-step solution or, for Advanced, a solution with the gender-neutrality agent. Errors per 1,000 words of the best solution, cost of the cheapest, time of the fastest, among the solutions that meet the level. The cost of a three-step solution includes the LQA step, an estimate.

Cost against errors of the solutions that meet every Standard requirement, by language

LanguageCheapest solutionIts costIts errorsSolution with the fewest errorsIts costIts errors
AlbanianOpenAI GPT-5.6 Terra, two-step11.4617.1the same solution11.4617.1
AmharicGoogle Gemini 3.1 Pro Preview, three-step612.388.6the same solution612.388.6
Arabic (MSA)OpenAI GPT-5.5, one-step10.2713.5the same solution10.2713.5
ArmenianOpenAI GPT-5.6 Terra, three-step556.477.3the same solution556.477.3
AssameseGoogle Gemini 3.1 Pro Preview, three-step587.9210.2the same solution587.9210.2
AzerbaijaniOpenAI GPT-5.6 Sol, two-step7.7816.8OpenAI GPT-5.5, one-step11.2915.2
BasqueOpenAI GPT-5.6 Sol, three-step573.577.9the same solution573.577.9
BelarusianGoogle Gemini 3.1 Pro Preview, one-step5.4117.1z.ai GLM-5, three-step599.715.2
BengaliOpenAI GPT-5.5, one-step11.5515.8the same solution11.5515.8
BosnianGoogle Gemini 3.1 Pro Preview, one-step4.417.5Anthropic Claude Fable 5, two-step28.3817.1
BulgarianOpenAI GPT-5.6 Terra, one-step4.6712.9Google Gemini 3.1 Pro Preview, one-step4.699.9
CatalanGoogle Gemini 3.1 Pro Preview, one-step4.511.9the same solution4.511.9
CebuanoGoogle Gemini 3.1 Pro Preview, three-step604.211.2the same solution604.211.2
Chinese Simplifiedz.ai GLM-5, three-step588.613.8Google Gemini 3.1 Pro Preview, three-step590.4313.2
Chinese TraditionalOpenAI GPT-5.6 Sol, three-step489.9313.5OpenAI GPT-5.5, three-step490.1611.2
CroatianGoogle Gemini 3.1 Pro Preview, one-step4.4612.5OpenAI GPT-5.5, one-step10.838.2
CzechOpenAI GPT-5.6 Terra, one-step4.4913.8Anthropic Claude Fable 5, one-step27.879.9
DanishOpenAI GPT-5.6 Terra, one-step4.0912.5OpenAI GPT-5.5, one-step10.3512.2
DutchOpenAI GPT-5.6 Sol, one-step6.4413.2the same solution6.4413.2
EstonianOpenAI GPT-5.6 Sol, one-step7.5316.8Anthropic Claude Fable 5, three-step641.298.2
FarsiGoogle Gemini 3.1 Pro Preview, one-step4.4112.9OpenAI GPT-5.5, two-step10.9912.5
FinnishOpenAI GPT-5.6 Sol, one-step7.613.2the same solution7.613.2
FrenchGoogle Gemini 3.1 Pro Preview, three-step575.7317.8Anthropic Claude Fable 5, three-step603.6115.5
GalicianGoogle Gemini 3.5 Flash, one-step3.0115.2Anthropic Claude Fable 5, one-step27.0210.2
GeorgianOpenAI GPT-5.5, two-step11.7116.5Anthropic Claude Fable 5, one-step39.9516.2
GermanOpenAI GPT-5.6 Luna, two-step0.9111.9Google Gemini 3.1 Pro Preview, one-step4.079.2
GreekGoogle Gemini 3.1 Pro Preview, one-step5.6613.5OpenAI GPT-5.5, one-step13.189.6
GujaratiGoogle Gemini 3.1 Pro Preview, two-step30.813.5the same solution30.813.5
HebrewAnthropic Claude Fable 5, one-step30.7212.5Google Gemini 3.1 Pro Preview, three-step540.176.6
HindiOpenAI GPT-5.6 Sol, two-step7.4511.2Google Gemini 3.1 Pro Preview, two-step27.869.6
HungarianAnthropic Claude Fable 5, one-step30.6413.5Google Gemini 3.1 Pro Preview, two-step33.0412.5
IcelandicOpenAI GPT-5.5, two-step44.5814.5Google Gemini 3.1 Pro Preview, three-step565.766.6
IndonesianGoogle Gemma 4, one-step0.1116.5Google Gemini 3.1 Pro Preview, one-step3.7412.5
IrishOpenAI GPT-5.6 Luna, three-step548.211.2Google Gemini 3.1 Pro Preview, three-step561.46.9
ItalianOpenAI GPT-5.6 Luna, two-step0.4113.5OpenAI GPT-5.5, two-step31.2512.2
JapaneseGoogle Gemini 3.1 Pro Preview, three-step577.715.2Anthropic Claude Fable 5, three-step644.5314.2
KannadaOpenAI GPT-5.6 Terra, three-step570.484.9the same solution570.484.9
KazakhOpenAI GPT-5.5, two-step11.1916.5Google Gemini 3.1 Pro Preview, three-step591.328.9
KhmerOpenAI GPT-5.5, one-step17.7516.8the same solution17.7516.8
KoreanGoogle Gemini 3.1 Pro Preview, three-step577.239.9the same solution577.239.9
KyrgyzOpenAI GPT-5.6 Terra, three-step552.88.6Anthropic Claude Fable 5, three-step623.397.6
LaoOpenAI GPT-5.6 Sol, two-step27.9815.2the same solution27.9815.2
LatvianOpenAI GPT-5.5, two-step11.7715.5Anthropic Claude Fable 5, three-step581.527.3
LithuanianGoogle Gemini 3.1 Pro Preview, two-step4.9118.5DeepSeek V3.2, three-step547.528.2
MacedonianOpenAI GPT-5.6 Terra, one-step4.8411.9the same solution4.8411.9
MalayOpenAI GPT-5.6 Luna, one-step0.3912.2OpenAI GPT-5.5, one-step9.829.6
MalayalamGoogle Gemini 3.1 Pro Preview, two-step28.9415.5OpenAI GPT-5.5, three-step601.277.9
MarathiOpenAI GPT-5.6 Sol, three-step547.094.6the same solution547.094.6
MongolianGoogle Gemini 3.1 Pro Preview, three-step608.8211.5Anthropic Claude Fable 5, three-step665.979.9
NepaliOpenAI GPT-5.5, one-step11.0917.1Google Gemini 3.1 Pro Preview, three-step562.825.9
NorwegianOpenAI GPT-5.6 Luna, one-step0.415.8OpenAI GPT-5.5, one-step10.119.9
Odia (Oriya)Google Gemini 3.1 Pro Preview, three-step647.0211.5the same solution647.0211.5
PashtoGoogle Gemini 3.1 Pro Preview, three-step631.5915.8OpenAI GPT-5.5, three-step632.410.9
PolishOpenAI GPT-5.6 Terra, two-step10.5116.2Anthropic Claude Opus 4.8, three-step528.915.9
Portuguese (European)OpenAI GPT-5.6 Luna, two-step0.3816.8Anthropic Claude Fable 5, two-step61.0914.8
PunjabiOpenAI GPT-5.6 Sol, two-step10.8814.5OpenAI GPT-5.5, three-step599.199.6
RomanianOpenAI GPT-5.6 Sol, two-step19.2912.5the same solution19.2912.5
RussianGoogle Gemini 3.5 Flash, two-step3.0515.2Anthropic Claude Fable 5, two-step59.7310.2
SerbianOpenAI GPT-5.6 Sol, two-step16.915.2the same solution16.915.2
SinhalaAnthropic Claude Fable 5, two-step4616.5OpenAI GPT-5.6 Luna, three-step556.198.6
SlovakGoogle Gemini 3.1 Pro Preview, one-step4.6612.9Anthropic Claude Fable 5, one-step29.3710.2
SlovenianOpenAI GPT-5.5, one-step10.6117.5Anthropic Claude Fable 5, one-step28.4610.9
Spanish (European)OpenAI GPT-5.6 Terra, one-step3.748.6the same solution3.748.6
SwahiliOpenAI GPT-5.6 Luna, three-step542.9910.5Anthropic Claude Fable 5, three-step617.18.2
SwedishGoogle Gemini 3.1 Pro Preview, one-step4.2315.8OpenAI GPT-5.5, one-step10.1311.2
TagalogOpenAI GPT-5.6 Terra, three-step541.112.2OpenAI GPT-5.5, three-step566.317.6
TajikOpenAI GPT-5.6 Sol, three-step577.058.2Anthropic Claude Fable 5, three-step638.917.3
TamilOpenAI GPT-5.6 Sol, two-step9.110.5the same solution9.110.5
TatarAnthropic Claude Fable 5, three-step645.047.9the same solution645.047.9
TeluguGoogle Gemini 3.1 Pro Preview, two-step29.8715.8OpenAI GPT-5.5, three-step590.789.2
ThaiOpenAI GPT-5.6 Sol, three-step5549.2the same solution5549.2
TurkishGoogle Gemini 3.1 Pro Preview, one-step4.2317.5OpenAI GPT-5.5, one-step10.4410.9
UkrainianGoogle Gemini 3.1 Pro Preview, one-step4.6112.5OpenAI GPT-5.6 Sol, two-step18.359.6
UrduOpenAI GPT-5.5, two-step11.2815.8Anthropic Claude Fable 5, three-step603.244.6
UzbekGoogle Gemini 3.1 Pro Preview, two-step37.8717.5OpenAI GPT-5.5, three-step563.155.6
VietnameseAnthropic Claude Opus 4.8, one-step16.8213.8Anthropic Claude Fable 5, one-step33.5612.5
WelshGoogle Gemini 3.1 Pro Preview, two-step5.2311.5the same solution5.2311.5
YiddishOpenAI GPT-5.5, three-step652.6716.5Anthropic Claude Fable 5, three-step682.638.9

Units — Its cost: US$ per million characters; Its errors: errors per 1,000 words; Its cost: US$ per million characters; Its errors: errors per 1,000 words

Languages with two or more solutions that meet every Standard requirement and have a measured cost. The cost of a three-step solution includes the LQA step, an estimate.

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