Grok vs. Claude don fassara: abin da ma'aunan gwaji suka nuna (2026)

Grok (xAI) da Claude (Anthropic) duka kayan aikin fassara na AI ne masu inganci, amma suna da mabanbantan ƙarfi ta fuskar tsari. Ga yawancin ayyukan fassara na gabaɗaya, ba za ku lura da wani gagarumin bambanci a tsakaninsu ba. Domin yanayi guda biyu na musamman (fassara abubuwan da suka shafi abubuwan da suka faru kwanan nan, da kuma fassara takaddun hukuma da ke buƙatar daidaito), bambancin na gaske ne kuma ya ginu ne akan yadda aka gina kowane model.

Wannan makala tana bayyana abin da kowane model yake samarwa a zahiri don fassara, inda ma'aunan gwaji masu zaman kansu suka sanya su, da kuma abin da za a yi amfani da shi lokacin da sakamakon kowane model da kansa bai wadatar ba.

Yaya Grok da Claude suke kwatanta da juna dangane da ingancin fassara?

Takaiceccen amsa:‎ Claude yana kan gaba a ma'aunan fassara na kwararru masu zaman kansu. Keɓaɓɓiyar fa'idar Grok ita ce samun damar yin amfani da ilimi na ainihin lokaci, ba ingancin fassara na gaba ɗaya ba.

A cikin ma'aunin cikin gida na MachineTranslation.com, Claude (matakin 3.5 Sonnet) ya sami maki 93.8 cikin 100 akan ingancin fassara — haɗe da daidaito, kalmomi, da salon rubutu. Grok bai bayyana a cikin manyan mafita 14 na Intento's State of Translation Automation 2025 ba, wanda ya kimanta MT engines guda 46 da LLMs a fadin haɗin harsuna 11. Claude Opus 4 da Claude Sonnet 3.7 duka biyun sun bayyana a cikin manyan 14. Tushe: MachineTranslation.com ma'aunan gwaji na cikin gida; Intento State of Translation Automation 2025.

A WMT24 (babban gasar ma'aunin gwaji mai zaman kanta na masana'antar fassara), Claude 3.5 ya zo na farko a cikin haɗakar harsuna 9 cikin 11, gabanin GPT-4 da kuma injunan neural MT na musamman. A cikin binciken sirri na 2025 na Lokalise da kwararrun masu fassara suka gudanar, kashi 78% na fassarorin Claude 3.5 an kimanta su a matsayin masu kyau — mafi girma cikin duk wani LLM da aka gwada.

Grok ba a kimanta shi ba a cikin WMT24 ko kuma kimantawar LQA mai zaman kanta ta Intento a mataki mai kwatankwaci. Slator Pro Guide (2025) ya lissafa Grok a matsayin ɗaya daga cikin LLMs na gabaɗaya da ake amfani da su don fassara a wuraren aiki na ƙwararru, tare da GPT da Claude, amma bai sanya shi sama da kowannensu ba.

Tushe: ma'aunan cikin gida na MachineTranslation.com; Intento State of Translation Automation 2025; WMT24 General MT Findings; Lokalise 2025.

A ina Grok yake da fa'ida ta gaske?

Fassarar take-yanke da ta abubuwan da ke faruwa a yanzu.‎ Siffar tsarin gine-gine ta musamman ta Grok ita ce haɗewarsa da bayanan dandalin X (wanda a dā aka sani da Twitter) da kuma binciken intanet na kai-tsaye. Sabanin Claude da yawancin sauran LLMs, waɗanda aka horar a kan static datasets tare da fixed knowledge cutoffs, Grok yana haɗa real-time information a cikin sakamakonsa. Don ayyukan fassara da suka shafi abubuwan da suka faru kwanan nan, sabbin kayayyakin da aka fitar, sabbin kalmomin siyasa da ke tasowa, labaran yanzu, ko abubuwan da ke nuni ga abubuwan da suka faru a cikin makonnin da suka gabata, Grok yana da damar samun mahallin da Claude ba shi da shi.

Wannan yana da mahimmanci musamman ga: fassara labaran jaridu game da abubuwan da suka faru kwanan nan, daidaita sanarwar kayayyaki don kasuwanni masu saurin canzawa, kula da sabbin kalmomi ko karin harshe da aka ƙirƙira waɗanda suka zo bayan bayanan horarwa na sauran samfuran, da kuma duk wani bayani da ma'anarsa ta dogara da sanin abin da ya faru kwanan nan.

Sabbin kalmomi da ke tasowa da kuma canzawa.‎ Fannonin fasaha, masana'antu, da yanayin al'adu suna ci gaba da samar da sabbin kalmomi. Ga ayyukan fassara da suka shafi kalmomin da aka ƙirƙira kwanan nan, sabon yaren ƙa'idoji, ko sabbin sunayen samfura, horarwa da aka sabunta da kuma bincike na ainihin lokaci na Grok suna ba shi damar samun hanyoyin amfani da kalmomi waɗanda tsofaffin bayanan horarwa ba su iya kamawa ba.

Grok 4.1 context window da reasoning.‎ Grok 4.1 (ya zuwa ƙarshen 2025) yana da 131K-token context window da ingantaccen ikon yin tunani, wanda ke sa ya iya aiki a kan hadaddun takardu masu matakai daban-daban inda alaƙar jimloli da daidaiton ma'ana ke da mahimmanci.

A ina ne Claude yake da fifiko na gaske?

Ingancin fassara a kan ma'aunan gwaji masu zaman kansu.‎ Fifikon Claude an tabbatar da shi ne ta hanyar kimantawar kwararru masu zaman kansu, maimakon ikirarin da aka yi da kansa. WMT24 ya sanya Claude 3.5 a matsayi na farko a cikin haɗakar harsuna 9 cikin 11 akan daukacin fagen gasar. Binciken sirri na Lokalise na shekarar 2025 ya gano cewa ƙwararrun masu fassara sun fi son sakamakon Claude 3.5 a matakin kyau na kashi 78% — wanda ya fi na GPT-4, DeepL, da Google Translate a cikin kimantawa guda. Wadannan kimantawa ne na sirri: kwararrun masu fassara sun auna sakamakon ba tare da sanin wane model ne ya samar da shi ba.

Takamaiman rukunonin harsuna na Intento 2025.‎ Claude Opus 4 da Sonnet 3.7 sun bayyana a rukunin mafi kyau don Turanci zuwa Jamusanci, Turanci zuwa Japananci, Turanci zuwa Italiyanci, Turanci zuwa Koreyanci, Turanci zuwa Holandanci, Turanci zuwa Larabci, da Turanci zuwa Faransanci a cikin kimantawar LQA ta mutum na Intento. Ga waɗannan bibbiyun, Claude shi ne zaɓi mafi ƙarfi da aka tabbatar da bayanansa a tsakanin su biyun.

Daidaiton yanayin magana da kuma abun ciki mai zurfin ma'ana. Kwararrun masu fassara a cikin binciken Lokalise sun fi son sakamakon Claude a mafi girman mizanin kowane LLM — yana nuna ƙarfin Claude da aka tabbatar wajen kiyaye salon magana, muryar marubuci, da ma'anar mahallin. Domin fassarar adabi, takardun shari'a, sadarwa ta hukuma, da rubuce-rubucen tallace-tallace inda yadda aka faɗi abu ke da mahimmanci kamar abin da aka faɗa, Claude yana gudanar da aiki da kyau akai-akai a duk faɗin kimantawa masu zaman kansu.

Daidaituwar dogayen takardu.‎ Claude 4.6 Sonnet yana goyon bayan context window na token 200K, yayin da Claude Opus 4.6 ke goyon bayan tokens 1M a beta. Domin dogayen takardun hukuma (kwangiloli, littattafan jagora na fasaha, rahotannin gwajin asibiti), Claude zai iya sarrafa cikakkiyar takardar a tafi guda, yana kiyaye daidaiton kalmomi a ko'ina. Takaddun da aka sarrafa kashi-kashi suna nuna ƙimar rashin daidaiton kalmomi da ta fi girma da 28% idan aka kwatanta da sarrafa takarda baki ɗaya. Madogara: Bayanan cikin gida na MachineTranslation.com.

Yaya suke kwatanta da juna ta fuskar tallafin harshe da farashi?

Tallafin harshe: Dukansu Grok 4.1 da Claude 4.6 suna tallafawa fassara a yawancin manyan harsunan duniya. An tantance Claude ta hanyar bincike mai zaman kansa a fadin haɗin harsunan Turai da na Gabashin Asiya tare da samun sakamako mai kyau sosai. Taimakon harsuna da yawa na Grok ya inganta a cikin sigogi daban-daban da suka biyo baya. Ga harsunan da ba su da wadatattun bayanai, ingancin duka samfuran biyu yana raguwa — bita ta ɗan adam ta dace don abun ciki a cikin nau'ikan harsuna marasa wadatattun bayanai ba tare da la'akari da wane samfuri aka yi amfani da shi ba.

Farashi:

A matakin mai amfani, Claude Pro ($20/month) is cheaper than SuperGrok ($30/wata). A matakin API, Grok 4.1 yana da ɗan fifikon kuɗi akan Claude Sonnet 4.6 don ayyukan fassara masu nauyin shigarwa.

Wanne ne ya fi dacewa don takamaiman nau'ikan abun ciki?

Abin da za a yi amfani da shi lokacin da samfuri guda ɗaya bai isa ba

Dukansu Grok da Claude kayan aiki ne na samfuri guda ɗaya. Kowane samfurin AI guda ɗaya (ba tare da la'akari da yadda yake da ƙwarewa ba) yana yin kura-kurai da ba zai iya ganowa a cikin sakamakonsa ba. Fassara mai gudu da kwarin gwiwa daga ko dai Grok ko Claude na iya kasancewa da kuskure ta fuskar ma'ana, kuma ba tare da sake dubawa ba babu yadda za a iya sani.

Dukansu Grok da Claude suna cikin samfura 22 na tsarin SMART na MachineTranslation.com. SMART yana gudanar da duka model 22 a lokaci guda (gami da Grok da Claude) kuma yana dawo da sakamakon da mafi rinjaye suka amince a kai.

Abin da wannan ke nufi ga tambayar Grok vs. Claude: Ƙarfin Grok na ainihin lokaci da zurfin mahallin Claude duka biyun suna ba da gudummawa ga matsaya guda. Idan suka amince, wannan amincewar alama ce mai ƙarfi ta inganci.

A cikin ma'aunan cikin gida na MachineTranslation.com, samfura na sahun gaba na ɗaiɗaikunsu suna samun maki 93-94 cikin 100 akan ingancin fassara. Sakamakon yarjejeniya na SMART ya kai 98.5/100. Majiya: Ma'aunan cikin gida na MachineTranslation.com da Sakamakon Binciken Fassarar Inji ta Gabaɗaya na WMT24.

Masu amfani da suka sauya daga fassarar inji guda ɗaya zuwa SMART sun yi amfani da ƙarancin lokaci da kashi 27% wajen tantancewa da gyara sakamakon fassarar. Madogara: Bayanan cikin gida na MachineTranslation.com.

Domin bayanai masu matukar muhimmanci (takardun shari'a, shigarwar ka'idoji, umarnin likitanci), Tabbatarwa ta hanyar Dan Adam yana mika matsaya ta SMART zuwa ga kwararren mai bita mai takardar shaida a cikin dandalin guda. Babu hukuma ta waje. An tabbatar da daidaito na 100%.

Fassara tare da Grok, Claude, da sauran samfura 20 a MachineTranslation.com — kyauta, babu buƙatar yin rajista.

Tambayoyin da aka fi yawan yi

1. Shin Grok ya fi Claude kyau wajen fassara?

Ga yawancin ayyukan fassara na yau da kullum, Claude ne ke gaba a ma'aunan gwaji masu zaman kansu: na farko a cikin 9 daga cikin 11 na haɗakar harsuna a WMT24, kashi 78% na kima mai kyau a cikin blind study na Lokalise na 2025, da kuma 93.8/100 a ma'aunan inganci na cikin gida na MachineTranslation.com. Keɓaɓɓiyar fa'idar Grok ita ce ga abubuwan da ke buƙatar sanin al'amuran yau da kullum, damar da yake da ita ta samun bayanai a ainihin lokaci tana ba shi mahallin da samfuran da aka horar da su a kan tsayayyen bayanai, ciki har da Claude, ba su da shi. Don sabbin labarai, kalmomi masu tasowa, da kuma bayanai masu muhimmanci ga lokaci, Grok ne mafi kyawun zaɓi.

2. Mene ne fifikon Grok akan Claude wajen fassara?

Grok yana haɗa bayanai na ainihin lokaci daga X (tsohon Twitter) da kuma binciken intanet na kai-tsaye. Sabanin Claude da yawancin sauran LLMs da aka horar a kan static datasets, Grok yana iya samun damar shiga bayanai game da abubuwan da suka faru kwanan nan, sabbin kalmomin da aka ƙirƙira, da kuma yanayin da ake ciki yanzu lokacin da yake samar da fassarori. Wannan ya sa ya fi ƙarfi musamman wajen fassara abubuwan da ke cikin labarai, kayayyakin da aka fitar kwanan nan, da kowane irin bayani inda ma'anar ta dogara da abubuwan da suka faru ko salon yare na 'yan makonnin da suka gabata.

3. Mene ne fifikon Claude akan Grok wajen fassara?

An rubuta fifikon Claude ta hanyar tantancewar kwararru masu zaman kansu. Claude 3.5 ya zo na farko a cikin haɗakar harsuna 9 cikin 11 a WMT24, kuma kwararrun masu fassara a cikin blind study na Lokalise na 2025 sun fi son sakamakonsa a kan kashi 78% na matakin kyau — mafi girma a cikin duk wani LLM da aka gwada. Claude kuma ya bayyana a cikin manyan mafita 14 na Intento a fadin nau'ikan harsuna da yawa a cikin kimantawar LQA ta dan adam, yayin da Grok ba ya ciki. Domin ayyukan fassara na hukuma, na ƙwararru, da kuma masu matuƙar muhimmanci, matsayin Claude na ma'aunin gwaji mai zaman kansa shi ne bambancin da aka tabbatar a rubuce.

4. Wanne ne ya fi kyau don fassarar shari'a, Grok ko Claude?

Claude ne zaɓi mafi ƙarfi don fassarar shari'a bisa ga kimantawa mai zaman kanta. Claude 3.5 ya zo na farko a yawancin biyun harsunan Turai masu wadataccen albarkatu a WMT24 kuma ya sami mafi girman maki na fifiko na gwajin sirri daga ƙwararrun masu fassara. Domin abubuwan da suka shafi shari'a da ke buƙatar inganci tabbatacce, babu wani samfuri guda ɗaya da ya isa shi kaɗai — Human Verification na MachineTranslation.com yana samar da inganci kashi 100% daga ƙwararren mai duba da aka amince da shi a cikin dandamali guda, ba tare da buƙatar wani mai ba da sabis na waje ba.

5. Shin duka biyun Grok da Claude suna samuwa a kan MachineTranslation.com?

Eh. Duka biyun suna cikin samfura 22 na tsarin SMART na MachineTranslation.com. Kowace fassarar SMART tana gudanar da Grok, Claude, da wasu samfura 20 daban a lokaci guda, tana dawo da sakamakon da mafi rinjaye suka amince a kai. Maimakon ka zaɓa a tsakaninsu, kana samun matsaya guda ta dukkan samfuran AI.

6. Yaya aka kwatanta farashin Grok da Claude?

A matakin masu amfani, Claude Pro yana da farashin $20/month versus SuperGrok at $30/month. A matakin API, Grok 4.1 ya ɗan fi arha a kan input tokens ($2/M vs. $3/M ga Claude Sonnet 4.6) da kuma output ($10/M vs. $15/M). Tsarin kyauta na MachineTranslation.com ya haɗa da samfura biyun duka a matsayin ɓangare na yarjejeniyar samfura 22 na SMART, babu buƙatar yin rajista.

7. Wane AI model ne ya fi kyau don fassara kasidun labarai?

Don fassara kasidun labarai, Grok yana da fa'ida ta tsari: haɗakar bayanansa na ainihin lokaci yana nufin yana da masaniyar halin yanzu game da abubuwan da ake siffantawa, wanda static-trained models ka iya rasa shi. Ga fassarar labarai na gabaɗaya inda kasancewar na kwanan nan ba shi da muhimmanci, bajintar benchmark ta Claude ta fi ƙarfi. Domin fassarar labarai masu yawa inda kasancewar na baya-bayan nan da kuma daidaito ke da mahimmanci, SMART na MachineTranslation.com yana gudanar da duka models din biyu kuma yana dawo da sakamakon da suka amince a kai.‎