October 16, 2026
Claude da DeepSeek V3 dukansu kayan aikin fassara ne masu inganci. Suna da ƙarfi daban-daban dangane da nau'in harsuna da nau'in abun ciki, salon farashi daban-daban, manufofin sarrafa bayanai daban-daban, da kuma iyakancewar tsari iri ɗaya: babu wanda zai iya tabbatar da sakamakon kansa.
Wannan maƙalar ta ƙunshi abin da kowane samfuri ke yi da kyau musamman wajen fassara, inda kowannensu ke da gazawa, da kuma abin da za a yi lokacin da kwarin gwiwar samfuri guda ɗaya a kan amsarsa bai wadatar ba.
Claude wani babban samfurin harshe ne da Anthropic ta haɓaka, wani kamfanin tsaron AI da aka kafa a 2021. Tun lokacin da aka fitar da shi na farko, Claude ya ci gaba ta hanyar tsararraki da dama. Rukunin Claude 4 na yanzu (ya zuwa Afrilu 2026) ya haɗa da Claude Sonnet 4 da Claude Opus 4, tare da wanda ya gabata Claude 3.7 Sonnet wanda har yanzu ake amfani da shi sosai ta hanyar API. Claude 3.5 Sonnet (nau'in da wannan maƙala ta tattauna a asali) dukkan su uku sun maye gurbinsa.
Musamman don fassara, tsarin gine-ginen Claude yana samar da sakamako tare da kyakkyawan sarrafa sautin murya, ma'anar mahallin magana, da kuma ƙwarewa mai zurfi a cikin nau'ikan harsunan Turai da Gabashin Asiya. Dangane da State of Translation Automation 2025 na Intento, Claude Opus 4 da Claude Sonnet 3.7 suna cikin hanyoyin warwarewa na single-agent mafi kyawun aiki a fadin nau'ikan harsuna na English zuwa German, English zuwa Italian, English zuwa Japanese, English zuwa Korean, English zuwa Dutch, da kuma English zuwa Portuguese a cikin kimantawar LQA ta na'ura mai sarrafa kanta da ta ɗan adam. Claude Sonnet 4 kuma yana bayyana a manyan matsayi don English zuwa Spanish da English zuwa Korean.
A cikin ma'aunin cikin gida na MachineTranslation.com, Claude 3.5 Sonnet ya sami maki 93.8 cikin 100 a kan ingancin fassara a fannin abubuwan da suka shafi fasaha da talla, wanda ya sanya shi cikin samfuran guda ɗaya mafi samun maki da aka gwada. (Tushe: rahotannin cikin gida na MachineTranslation.com da WMT24 General Machine Translation Findings.)
Claude samfuri ne na sirri kuma na mallakar kamfani. Dukkan bayanan da aka aika zuwa Claude ta hanyar API ana sarrafa su ne ta sabar Anthropic. Anthropic tana aiki a ƙarƙashin tsarin kariyar bayanai na US da EU. Don kasuwanci da abubuwan da ke ƙarƙashin ƙa'idoji, manufofin sarrafa bayanai na Claude ana ɗaukar su a matsayin masu ƙarancin haɗari idan aka kwatanta da madadin mallakar Sinawa.
Abin da Claude ke yi da kyau wajen fassara: Nau'ikan harsunan Turai masu zurfin ma'ana, fassarar talla da muryar alamar kasuwanci, fassarar shari'a da fasaha da ke buƙatar daidaiton sautin murya, daidaiton takarda mai dogon mahallin rubutu.
Inda Claude ke da gazawa: Farashin API ya fi na madadin open-source tsada. A matsayinsa na tsarin samfuri guda ɗaya, yana samar da sakamako ɗaya ba tare da wata alamar tabbatarwa ta ciki ba.
DeepSeek V3 wani babban samfurin harshe ne da DeepSeek AI ta haɓaka, dakin bincike na AI na ƙasar Sin da aka kafa a 2023. An fitar da ainihin V3 a watan Disamba 2024 kuma an sabunta shi ta hanyar V3-0324, V3.1, da V3.2 a cikin 2025 har zuwa 2026. Kowane sabuntawa ya inganta aiki a kan tunani na harsuna da yawa da sarrafa abun ciki da aka tsara.
Samfurin yana amfani da tsarin Mixture-of-Experts (MoE) tare da jimillar sigogi biliyan 671, inda biliyan 37 kacal ke aiki a kowane token. Wannan tsari ya sa yana da inganci sosai wajen aiki ba tare da rage ingancin sakamako ba, wanda shine dalilin da ya sa farashin API na DeepSeek V3 ya yi ƙasa sosai fiye da na Anthropic ko OpenAI.
Wajen fassara, DeepSeek V3 yana nuna ƙarfi na musamman a ayyukan Chinese-English, wanda ke nuna zurfin horonsa na harsuna da yawa akan bayanan harshen Sinanci. Dangane da State of Translation Automation 2025 na Intento, DeepSeek-V3 yana bayyana a matsayin mafita mai aiki mafi kyau don nau'ikan fassarar English zuwa Italian da English zuwa Japanese a cikin kimantawar na'ura mai sarrafa kanta da kuma makin LQA na ɗan adam.
DeepSeek open-source ne, wanda ke ba da damar self-hosting da custom deployment. Ga ƙungiyoyin da suka ƙware a infrastructure management, DeepSeek mai self-hosted yana kawar da damuwar data residency da ke tasowa yayin amfani da cloud API.
Abin da DeepSeek V3 ya fi yin fice a kai wajen fassara: Tagwayen harsunan Chinese-English da na East Asian, babban adadin structured content, hanyoyin aiki na API masu sauƙin farashi, takardun technical da masu fasalin da ke maimaita kansa.
Inda DeepSeek V3 ke da iyaka: A matsayinsa na samfurin da kamfanin ƙasar Sin ya mallaka, bayanan da ake sarrafawa ta cloud API na DeepSeek na iya kasancewa ƙarƙashin dokokin tsaron bayanai na ƙasar Sin. Ga bayanan sirri na kasuwanci, takardun shari'a, ko kayan aikin masana'antu da aka kayyade, kamfanoni da yawa sun fi son kayan aiki masu ingantaccen ikon sarrafa data residency. Kuma kamar dukkan tsarin single-model, DeepSeek yana samar da amsa ɗaya ne ba tare da cross-check ba — idan ya yi hallucination, babu wata alama ta ciki da za ta nuna hakan.
Ga yawancin ayyukan fassara na yau da kullum, duka samfuran biyu suna samar da sakamako mai inganci sosai. Bambance-bambancen na zama masu ma'ana lokacin da abin da ake fassarawa ya kasance na musamman, harsunan fassarar suna da wahala, ko kuma tasirin kuskure yana da yawa sosai.
Kamar yadda aka bibiya a cikin binciken cikin gida na MachineTranslation.com game da kurakuran fassarar AI, kurakuran fassara na zahiri (grammar, syntax, tsarin kalmomi) sun ragu zuwa kusan sifili tare da LLMs na zamani. Kurakuran da suka rage kusan gaba ɗaya na semantic ne: kuskuren sautin magana, kuskuren register, kuskuren kalmar domain-specific. A nan ne Claude da DeepSeek V3 suka fi bambanta a fili.
Bayanai da tsarin horarwa na Claude suna samar da sakamako mafi inganci a kan abubuwan da register da ma'anoni daban-daban suka zama jigo: marketing copy, rubutun shari'a, sadarwar brand, da duk wani abu da bambanci tsakanin fassara mai fita a dabi'ance da wadda take daidai a fasaha amma mai tauri ke da tasiri na gaske. Ƙarfin DeepSeek V3 yana cikin structured, technical, da kuma abubuwan da suke da yawa sosai inda sauri da farashi a babban ma'auni suka fi inganta sautin magana muhimmanci.
Abin da babu ɗaya daga cikin samfuran da zai iya yi shi ne tantance sakamakonsa da kansa. Dangane da bayanan da aka harhaɗa daga State of Translation Automation 2025 na Intento da WMT24 General Machine Translation Findings, manyan LLMs na sahun gaba sukan yi hallucinate ko ƙirƙirar bayanan ƙarya tsakanin 10% da 18% na lokuta yayin ayyukan fassara. Ga abubuwan da suka shafi ƙwarewa ko na abokan ciniki, wannan adadin ba karɓaɓɓe ba ne.
| Claude (Opus 4 / Sonnet 4) | DeepSeek V3 | |
|---|---|---|
| Makin ingancin fassara | 93.8/100 (Claude 3.5 Sonnet, na cikin gida na MT.com) | Yana da kyau sosai a kan structured content; takamaiman maki [INSERT DATA] |
| Manyan tagwayen harsuna (Intento 2025) | en-de, en-it, en-ja, en-ko, en-nl, en-pt, en-es | en-it, en-ja |
| Mafi kyawun nau'in abun ciki | Mai zurfin ma'ana, muryar alama, na shari'a, tallace-tallace | Na fasaha, mai tsari, mai yawa, Sinanci-Turanci |
| Tabbatar da sakamako | Samfuri guda ɗaya, babu alamar tabbatarwa | Samfuri guda ɗaya, babu alamar tabbatarwa |
| Ƙimar hallucination | 10–18% (Intento/WMT24) | 10–18% (Intento/WMT24) |
Claude yana goyon bayan harsuna da yawa a cikin dangin harsunan Turai, Gabashin Asiya, da sauran manyan dangogin harsuna. Mafi kyawun aikinsa da aka rubuta yana cikin haɗin yarukan Turai (Jamusanci, Faransanci, Italiyanci, Sifaniyanci, Fotiganci, Holanci) da haɗin yarukan Gabashin Asiya (Japananci, Koriyanci), wanda ke nuna duka bayanan horaswarsa da kuma ci gaba da samun babban matsayi a cikin jerin gwano na LQA na ɗan adam na Intento na 2025 don waɗancan haɗin yarukan.
DeepSeek V3 yana da ƙaƙƙarfan ɗaukar yarukan Turai da na Asiya, tare da zurfi na musamman a cikin Sinanci. Yana ɗaya daga cikin samfura guda ɗaya mafi ƙwarewa da ake da su don fassarar Sinanci-Turanci, saboda yawan bayanan horaswarsa na harshen Sinanci da kuma ingancin tsarin MoE ɗinsa don takardu masu dogon bayani.
MachineTranslation.com yana goyon bayan harsuna 330+ ta hanyar gudanar da samfura 22 a lokaci guda (ciki har da Claude da DeepSeek V3) da kuma zaɓar sakamakon matsaya ɗaya. Ga ƙungiyoyin da ke aiki a kasuwanni da yawa ko haɗin harsuna marasa yawa, wannan yana kawar da buƙatar kimanta kowane samfuri akan kowane harshe daban.
Claude (Anthropic):
DeepSeek V3:
MachineTranslation.com:
Farashin API na DeepSeek V3 ya kusan ninka sau 10 ƙasa da na Claude Sonnet 4 a kowane token, wanda hakan ke sa ya zama mai jan hankali ga ayyukan fassara masu yawa inda farashin kowace kalma shi ne babban abin la'akari. Ga fassarar ƙwararru inda inganci da tantancewa suka fi yawan aiki mahimmanci, wannan bambancin farashin ba shi da tasiri sosai idan aka kwatanta da amincin sakamakon fassarar.
Wannan wani muhimmin bangare ne na yanke shawara ga manyan kamfanoni da masu amfani a masana'antu masu tsauraran ka'idoji.
Anthropic, wani kamfanin Amurka ne ya kirkiro Claude, wanda ke aiki a karkashin tsarin kariyar bayanai na US da EU. Anthropic ta wallafa alkawuran sarrafa bayanai da suka shafi amfani da API, yarjejeniyoyin bayanan kamfanoni, da zabin rashin rike kowane bayani (zero-data-retention) ga matakan kamfanoni da suka cancanta.
Wani kamfanin kasar Sin ne ya kirkiro DeepSeek, kuma idan aka yi amfani da shi ta hanyar cloud API, ana sarrafa bayanai a kan sabobin da ke karkashin dokokin tsaron bayanai na kasar Sin — ciki har da Data Security Law (2021) da Personal Information Protection Law (2021), wadanda ke bai wa hukumomin kasar Sin damar samun bayanan da kamfanonin kasar Sin ke rike da su. Ga takardu na sirri, shigar da kararrakin shari'a, bayanan kudi, ko duk wani abun ciki da ke da ka'idojin inda za a ajiye bayanai, wannan wani babban abin la'akari ne.
Yin amfani da DeepSeek wanda aka girka da kanka (self-hosted) yana magance wannan matsalar gaba daya: kungiyoyin da ke da kayan aiki na tafiyar da weights na open-source a cikin gida ba sa tura bayanai zuwa sabobin DeepSeek ko kadan. Ga kungiyoyin da ba su da wannan kayan aikin, nau'in cloud API yana dauke da hadarin sarrafa bayanai wanda Claude ba shi da shi.
MachineTranslation.com, wanda Tomedes (babban kamfanin fassara) ya kirkiro, yana sarrafa bayanai a karkashin ka'idojin kariyar bayanan kasuwanci na yau da kullum. Ga abubuwan da ke da matukar sirri, akwai Secure Mode a cikin dandamalin.
Yi amfani da Claude (Opus 4 ko Sonnet 4) domin:
Yi amfani da DeepSeek V3 domin:
Kada a yi amfani da ko ɗaya daga cikinsu shi kaɗai don:
Claude da DeepSeek V3 dukansu samfuran fassara ne masu ƙarfi da gaske. Matsalar ta tsari ce maimakon ta inganci: samfuri guda ɗaya ba zai iya gano kuskuren kansa ba. Lokacin da Claude ya fassara wata kalmar shari'a ba daidai ba ko DeepSeek V3 ya ƙirƙiro wata lambar fasaha da babu ita, sakamakon yakan fito cikin sauƙin karantawa da kwarin gwiwa. Babu wata alama ta gargaɗi. Daga baya za ka gano, ko kuma ba za ka gano ba kwata-kwata.
Kamar yadda gwaje-gwajen cikin gida na MachineTranslation.com suka nuna, har ma da manyan samfura guda ɗaya mafi kyawun aiki (masu maki sama da 90/100) har yanzu suna fitar da abubuwan da aka ƙirƙiro ko na bogi a wasu jimloli na musamman. Babban kan labarin daidaito ba zai gaya maka ko wanne jimloli ba ne.
Tsarin SMART na MachineTranslation.com yana magance wannan ta hanyar tura kowace fassara ta samfuran AI guda 22 a lokaci guda (ciki har da Claude da DeepSeek V3 a cikinsu) sannan ya yi binciken matsaya: fassarar da yawancin samfura suka amince a kanta ita ce ake bayarwa a matsayin sakamako. Saboda ƙirƙirar bayanai na bogi ya bambanta daga samfuri zuwa samfuri, amincewar tsakanin samfura daban-daban tana tace su ta hanyar tsari.
Gwaje-gwajen cikin gida sun nuna cewa tsarin matsaya na SMART yana samun jimillar maki na inganci 98.5 cikin 100 (idan aka kwatanta da Claude 3.5 Sonnet a 93.8) kuma yana rage haɗarin kuskuren fassara da 90%. Fassarorin da aka yi ta hanyar SMART suna rage kurakurai masu haɗari zuwa ƙasa da 2%, idan aka kwatanta da kashi 10-18% na ƙirƙirar bayanan bogi a LLMs masu samfuri guda ɗaya. (Tushe: Rahotannin cikin gida na MachineTranslation.com; Intento State of Translation Automation 2025; WMT24 General Machine Translation Findings.)
Don abun ciki inda kowane kuskure ke haifar da alhaki (na shari'a, likitanci, kuɗi, ko na abokan ciniki), ana samun tabbatarwa daga ɗan adam a cikin dandamali ɗaya. Babu wata hukuma ta waje. An ba da garantin daidaito 100%.
Yi fassara tare da Claude, DeepSeek V3, da sauran samfuran AI guda 20 a MachineTranslation.com — kyauta, ba a buƙatar rajista.
Ya dogara da nau'in harsunan biyu da nau'in abun ciki. Claude Opus 4 da Sonnet 3.7 suna cikin hanyoyin warwarewa na wakili guda ɗaya da suka fi samun babban matsayi don fassarar Turanci zuwa Jamusanci, Italiyanci, Jafananci, Koriya, Holandanci, da Fotigal, a cewar kimantawar mutum ta LQA ta Intento ta State of Translation Automation 2025. DeepSeek V3 ya fi ƙarfi don fassarar Sinanci da Turanci kuma ya fi sauƙin farashi a aiki mai yawa. Dukansu tsarin samfuri guda ɗaya ne ba tare da ginanniyar hanyar tabbatar da sakamako ba.
Ga abubuwan da ba na sirri ba, DeepSeek V3 yana da ƙwarewa kuma yana da araha. Ga takardun kasuwanci na sirri, takardun shari'a, ko abubuwan da ke ƙarƙashin ƙa'idojin masana'antu, bayanai da aka aika zuwa cloud API na DeepSeek ana sarrafa su ne a kan sabobin da ke ƙarƙashin dokokin tsaron bayanai na ƙasar Sin. Ƙungiyoyi masu buƙatun wurin ajiye bayanai ya kamata su yi amfani da self-hosted DeepSeek (open-source weights) ko kuma wani kayan aiki mai ƙarin bayyanannun alƙawura na sarrafa bayanai.
Ya zuwa watan Afrilu na 2026, dangin Claude 4 sun haɗa da Claude Sonnet 4 da Claude Opus 4. Har yanzu ana amfani da Claude 3.7 Sonnet sosai ta hanyar API. Dukkan nau'ikan guda uku sun zarce asalin Claude 3.5 da aka ambata a kwatancen da suka gabata. Musamman ga fassara, Claude Opus 4 yana da mafi ƙarfin aiki na ma'aunin gwaji a tsakanin nau'ikan harsuna daban-daban a cikin kimantawar LQA ta mutum ta Intento ta 2025.
DeepSeek V3 yana aiki sosai a kan abubuwan da aka tsara kuma yana ɗaya daga cikin mafita mafi girma don fassarar Turanci zuwa Italiyanci da Turanci zuwa Jafananci a cikin kimantawar Intento ta 2025. Kamar dukkan LLMs na samfuri guda ɗaya, yana ɗauke da ƙimar hallucination ta 10-18% a kan ayyukan fassara bisa ga bayanan da aka tattara daga State of Translation Automation 2025 na Intento da WMT24. Ga ƙwararrun abubuwan da aka rubuta, wannan haɗarin yana buƙatar ko dai bita da hannu ko kuma matakin tantancewa na yarjejeniya.
Ee. Duka Claude da DeepSeek suna cikin samfuran AI guda 22 da MachineTranslation.com ke amfani da su a lokaci guda ta hanyar tsarin SMART ɗin sa. Maimakon dogara ga kowane kayan aiki shi kaɗai, SMART yana zaɓar fassarar da yawancin samfuran 22 suka amince a kanta, yana ɗaukar ƙarfin kowannensu yayin da yake tace kura-kuran da suka keɓanta ga kowane samfuri. Cikakken jerin samfuran ya haɗa da ChatGPT, Claude, Gemini, DeepSeek, Grok, DeepL, da wasu 16.
DeepSeek V3 ya fi araha sosai: kusan $0.27 a kowace miliyan na input tokens ta hanyar API, idan aka kwatanta da $3.00 na Claude Sonnet 4 da $15.00 na Claude Opus 4. Don ayyukan fassara masu yawa kuma marasa babban haɗari inda farashi ne babban abin la'akari, farashin DeepSeek V3 babbar fa'ida ce. Matakin kyauta na MachineTranslation.com da Pro Plan a kan $19/wata suna ba da damar yin amfani da samfuran biyu tare da wasu 20 ta hanyar fuska guda ɗaya.