I-Artificial intelligence njenge-cross-cutting and strategic lever

Informatec Digital » Izinsiza » I-Artificial intelligence njenge-cross-cutting and strategic lever

La I-Artificial intelligence isingenile inhliziyo yezinhlangano ngesivinini eminyakeni embalwa edlule esasiyobonakala njengenganekwane yesayensi. Akusesona isizinda esikhethekile sama-tech giants noma amaqembu e-R&D anomfudlana oqhubekayo wama-PhD: namuhla iku-CRM, ukumaketha, ukusebenza, ukuhlaziya, ukuthuthukiswa kwesofthiwe, ngisho nasendleleni esikala ngayo isithunzi somkhiqizo.

Ngibheke phambili ku-2026, I-AI ivela njengesendlalelo esihlukanisayo, samasu, nesishintsha kakhulu. amabhizinisi kanye nokuphathwa komphakathi. Sisukile ekuhlolweni kokuhlola namaphrojekthi angawodwa saya esigabeni sezezimboni: I-AI njengengqalasizinda eyisisekelo, ehlanganiswe nezinqubo. Ukuphela kokuphela, obuswa izinga kanye nemibandela yokuphepha, futhi ihambisane nezinjongo zebhizinisi ezicace kakhulu.

Ubuhlakani bokwenziwa obuhlukanisayo obukhona kuyo yonke imikhakha

Eminyakeni emibili edlule, i- Ukuthuthukiswa kobuhlakani bokwenziwa kuye kwadiliza izithiyo zobuchwepheshe nezamasikoOkwake kwaba yinselelo ecishe ibe yisilingo, nokungaqiniseki okuningi kanye nezingxenye zocwaningo, manje kuyizixazululo ezisekelwa amapulatifomu asebekhulile, amamodeli aqeqeshwe ngaphambilini, kanye amathuluzi afinyelelekayo ngamaphrofayili obuchwepheshe amancane.

Ngokwemibiko eminingi, eduze kwe U-20% wezinkampani zaseSpain sezivele zisebenzisa izinhlelo ze-AI emisebenzini yazo yansuku zonkeFuthi lelo nani liyaqhubeka likhula. Lokhu kusho ukuthi womabili amaqembu ezobuchwepheshe kanye nabasebenzi bebhizinisi basebenza ngokuhambisana... abasizi abahlakaniphile, okuzenzakalelayo namamodeli wedatha lokho Bathuthukisa izinqubo zangaphakathi, benze ukuzizwisa kube ngokwakho, futhi banike amandla amamodeli ebhizinisi amasha.

Amaphrofayili ochwepheshe nawo ahlukene: manje izibalo ezibalulekile zifaka phakathi I-AI Engineer, abaklami bedatha, kanye ne Abathuthukisi be-software ye-AIabasebenza ngendlela edidiyelwe ngokumaketha, ukuthengisa, ezezimali, nezinsiza zabantu. Umphumela uba ukubambisana okuhlukahlukene kakhulu, okunemijikelezo yokuthuthukiswa eshesha kakhulu nemikhakha eminingi.

Konke lokhu kuhumushela ku-a ukwamukelwa okukhulu nokujwayelekile kwe-AIAyisathathwa njengento engavamile, kodwa njengethuluzi lansuku zonke lokwenza izinqumo ezinolwazi olungcono, ukwenza imisebenzi evamile, kanye nokusekela ubuhlakani beqembu.

Ibheke ekuvuthweni kobuchwepheshe: I-AI ayisahlolwa

Umkhathizwe ka-2026 ukhula ube yi-a uguquko olubheke ekuvuthweni kobuchwepheshe bobuhlakani bokwenziwaIzinhlangano seziqala ukuphatha izinhlelo ze-AI ngendlela efanayo neyabantu. isofthiwe okubalulekile: ngezindlela zobunjiniyela, ukuhlola okuqinile namazinga ekhwalithi acace kakhulu.

Izinkampani zibeka phambili i ukuthuthukiswa kwemikhiqizo ye-AI eqinile, enwebekayo, nethembekileokungase kuguquke ngokuhamba kwesikhathi ngaphandle kokubhidlika ngesikhathi sokuqala kwenkinga. Singena enkathini yokuhlola okuphelele, ukuqinisekiswa okuhlelekile, kanye nezindlela zokulawula ezithuthukisiwe ukuqinisekisa imiphumela engaguquki, elinganisekayo neqhubekayo ekukhiqizeni.

Lokhu kubandakanya izinhlaka zokwakha ze amamodeli okubusa, ukulandelelwa kwezinqumo, nokwengamela komuntuIkakhulukazi uma sikhuluma ngezimo ezibucayi zokusetshenziswa ezifana nengcuphe yezezimali, ezempilo, ubudlelwano bamakhasimende, noma ukuphathwa kwengqalasizinda ebalulekile. I-AI iyayeka ukuba “ithoyizi” laselabhorethri nokuba ibe ingqalasizinda ebalulekile yokusebenza kwebhizinisi.

Ngokuhambisanayo, umbono wesu ocacile uyabamba: I-AI ihlanganiswe njengongqimba oluvundlile oluxhuma idatha, izinqubo, nezinqumo. ngesikhathi sangempela, esikhundleni sokuba isethi yezixazululo ezingazodwa. Kusukela ekuxhumaneni kokuqala nekhasimende kuya kwezokuthutha noma ihhovisi elingemuva, i-AI isiqala ukucacisa lonke uhambo lolwazi.

Amathrendi ango-2026: ukwenziwa komuntu siqu kwe-hyper, i-automation, nama-ejenti ahlakaniphile

Ngo-2026 sizobona ukuthi kanjani I-Hyper-personalization kanye ne-automation ethuthukisiwe iba ingqikithi yokuvela kwe-AIUkuhlukaniswa okubanzi noma imithetho emile ayisanele: ukuziphatha komlando kwereferensi yama-algorithms, umongo wesikhathi sangempela, indawo, ukusebenzelana kwenkundla yezokuxhumana, nedatha yokwenziwayo ukuze ivumelane nomsebenzisi cishe ngesikhathi sangempela.

Lokhu kuzokwenza kwenzeke okuhlangenwe nakho kwedijithali okuguquguqukayo ngokuvumelana nenhloso nomongo ngokombono womsebenzisi. Imikhankaso yokumaketha izokwenziwa isebenze uma kunamasiginali okuguqulwa okungenzeka aphezulu, izincomo zizovela ngaphambi kokuba ikhasimende liveze isidingo salo, futhi uhambo luzohlelwa ngendlela eguquguqukayo ngenxa yamamodeli aqagelayo athuthukile.

Ngesikhathi esifanayo, i- I-automation yebhizinisi izodlulela kuzo zonke izinqubohhayi nje ukwenza imisebenzi ehlukene. Izinkampani eziningi zizosuka ekuzenzeleni imisebenzi emincane, engayodwa ziye ezinqubweni zokuklama kabusha. Ukuphela kokuphela nge-AI: kusukela ekufakweni kwedatha kuya esinqumweni sokugcina, kuncike kumamodeli amaningi nama-ejenti ahlanganisiwe.

Isici esibalulekile kuzoba yi- ama-agent azimele kanye nama-ecosystem enama-ejenti amaningiLawa masistimu azokwazi ukuhumusha idatha, enze imisebenzi eyinkimbinkimbi, futhi asebenzisane ngaphakathi kwenhlangano: amanye azothuthukisa ukuthengisa, amanye azosingatha imibuzo, amanye azohlaziya ubungozi noma enze okuqukethwe, ashintshisane ngendawo ukuze alondoloze okuhlangenwe nakho okungenazihibe.

Ngenxa yale ndlela yokwenza, Ukusebenzisana phakathi kwabantu nama-ejenti kuzoba ngaphandle komthungo futhi kungabi nazingxabano.Sizokwazi ukuqala ukusebenzelana nomuntu, sikuqhube nomenzeli, futhi sibuyele kumuntu ngaphandle kokulahlekelwa umkhondo wengxoxo noma ithoni yomkhiqizo. Ku-CRM, isibonelo, lokhu kuzosho ukuthuthukiswa okukhulu ezikhathini zokuphendula, ukungaguquguquki kwemilayezo, nokwenza kube ngokwakho.

I-Generative AI njengenjini yokudala nekhiqizayo

Enye yezitayela ezinamandla kakhulu yi- Ukuhlanganiswa kwe-AI ekhiqizayo njenge-lever yokudala ebhizinisiniAkukhona nje mayelana khiqiza izithombe, umsindo noma ividiyokodwa kunalokho ukusungula imikhiqizo, izinsizakalo, iziphakamiso zenani nokuqukethwe okulungele umongo wenkampani ngayinye kanye neklayenti ngalinye.

Amamodeli akhiqizayo amanje ayakwazi hlaziya inqwaba yolwazi olungahlelekile (ukuphawula ezinkundleni zokuxhumana, izinkundla, ukubuyekezwa, izingcingo ezilotshiwe) futhi uwaguqule abe yimibono esebenzisekayo: ukusuka emibonweni yomkhankaso kuye kumilayezo eklanyelwe izingxenye ezithile kakhulu.

Inguquko yangempela ilele eqinisweni lokuthi Ukudala kuncike enanini elikhulu ledatha kunokuzwa nje ngabantuUkuthola amaphethini, ukulindela ukuthambekela kokusetshenziswa, kanye nezimo zokuphendula ezilingisayo kuvumela ukuklanywa kwamasu aqondaniswe ngokuseduze kakhulu nemakethe yangempela.

Ngaphezu kwalokho, i-AI ekhiqizayo isiqala ukushintsha kakhulu umjikelezo wokuthuthukisa isofthiweAmathuluzi akhethekile asheshisa imibhalo, idizayini yokuhlola, ukubuyekezwa kokuphepha, ukuhlaziya ukusebenza, nokukhiqizwa kwekhodi. Kwezinye izimo, kufinyelelwa intuthuko enkulu. ukuncipha okufika ku-90% esikhathini esichithwa emisebenzini yamadokhumentari noma ekubhalweni kwemibikoukukhulula amaqembu ukuthi agxile ekwakhiweni kwezakhiwo, ukwakheka komkhiqizo, nezinqumo zekhwalithi.

Le nhlanganisela ye i-creative automation kanye nombono wedatha wamasu Kuzokwenza umehluko phakathi kwezinkampani ezisebenzisa i-AI kuphela njengomphelelisi kanye nalezo eziyibeka emnyombweni wesu lomkhiqizo wazo, ukumaketha, nokuthuthukiswa kobuchwepheshe.

Okuzenzakalelayo okuthuthukile nabasizi abahlakaniphile kulo lonke ibhizinisi

Eminyakeni yokuqala yokutholwa, izinkampani eziningi zazilinganiselwe ukuhlola i-AI ezinhlelweni zokuhlola ezinomkhawulo kakhuluNgo-2026, isithombe sihlukile: I-AI-based automation izoba yiqiniso eliphambene, elixhunywe kumasistimu amakhulu. core futhi ihambisane nezinjongo zebhizinisi.

Abasizi abahlakaniphile baye basuka ekuphenduleni imibuzo elula baye kuye yenza njengabahlanganyeli bedijithali beqinisoBaphatha amashejuli, balungise imibiko, bahlonze amathuba ebhizinisi, futhi basebenze njengendawo yokuqala yokuxhumana namakhasimende nabaphakeli, ngamanani okunemba adlula kude lawo ama-chatbot amadala asekelwe emithethweni.

Emikhakheni efana nezezimali noma ezokuthutha, i-AI isivele iyahlaziya izigidi zokuthengiselana nemicimbi ukuthola ukukhwabanisa ngesikhathi sangempela, ukuthuthukisa imizila yokusabalalisa, noma ukulindela izehlakalo. Ekukhangiseni, ama-algorithms acubungula imibono, ukubuyekezwa, kanye nezinkulumo ezinkundleni zokuxhumana ukuze kukhishwe amasiginali avumelayo klama imikhankaso eyenzelwe umuntu siqu kakhulu futhi enenzuzo eyengeziwe.

Umphumela owodwa oqondile uzoba yi- ukunciphisa okukhulu kwezikhathi zokuxazulula izigameko ezinhlelweni ezibucayiNgokuqeqeshwa kwamamodeli anedatha yesevisi yomlando, izikhathi zokulungiswa ezimaphakathi zincishiswa cishe ngo-30%, okunomthelela oqondile ekutholakaleni kwesistimu nokwaneliseka kwamakhasimende nabasebenzisi bangaphakathi.

Ngaphezu kwalokho, i-AI iba ukhiye kuhlelo ukwenziwa kwesimanjemanje kwezinhlelo zefaUkuhlaziywa okuzenzakalelayo kwama-codebases amakhulu kusivumela ukuthi siqonde ukuncika, ukwakheka kwangempela, kanye namaphoyinti abalulekile engxenyeni yesikhathi esidingekayo ngaphambili, okwenza amaphrojekthi esimanje asebenze kuze kube muva nje abebhekwa njengento engenakwenzeka ngenxa yezindleko, ubungozi, noma ubude besikhathi.

Hyper-personalization in marketing and sales

Konke kukhomba ukuthi u-2026 ukhunjulwa njengonyaka lapho Ukwenza kube ngokwakho ekukhangiseni nasekuthengisweni kufinyelela ezingeni elingakaze libonwe ngaphambiliSizosuka ezingxenyeni ezibanzi nezincomo ezilula siye ezinjinini ezikwazi ukulindela ukuthi umuntu ngamunye udingani nalapho sebelungele ukuthola umlayezo noma isipho.

Ama-algorithms azohlaziya amaphethini okusetshenziswa kwesikhathi sangempela futhi izozihlobanisa nomongo (indawo, idivayisi, isikhathi sosuku), umlando wokusebenzelana, namasiginali avela ezinkundleni zokuxhumana noma ezinye iziteshi. Lokhu kuzokwenza kwenzeke ukuxhumana okubalulekile ngesikhathi esiqondile lapho umsebenzisi ekhombisa khona ukuthambekela okukhulu kokuguqula.

Umthelela uzodlula ukuthengisa okwandayo: ikhono lokwakha ubudlelwano obuqondene nawe nobungaguquki Kuzoqinisa ukwethembana nokwethembeka, izimpahla ezibalulekile endaweni egcwele ukukhangisa. Ukwethembeka kwekhasimende kuzoba inzuzo yokuncintisana yezinga eliphezulu.

Ngokuhambisanayo, amaqembu athengisa azobona indlela yawo yokusebenza ishintshile. Ngeke besancika isizindalwazi esiphelelwe yisikhathi noma imibiko ejwayelekilekodwa kunalokho ukubukwa okungu-360° okwakhiwe ngedatha ehlanganisiwe ehlelekile nengahlelekile. Lokhu kuzobavumela yenza izinqumo ezinolwazi oluthe xaxaukubeka phambili amathuba kangcono futhi uguqule umlayezo ngesikhathi sangempela.

Umphumela obonakala kakhulu uzoba a ukuthuthukiswa okubalulekile kokutshalwa kwezimali kokukhangisaKulinganiselwa ukuthi ukwenza kube ngokwakho okuthuthukisiwe kunganciphisa ukusetshenziswa kwemali emikhankasweni engasebenzi cishe ngo-40%, ngokugxila ekutshalweni kwezimali ezithamelini ezinentshisekelo yangempela kanye nemilayezo eqondiswe kakhulu.

Ukuhlangana kwe-AI, i-IoT, kanye ne-edge computing

Enye i-vector ebalulekile yokuguqulwa yi- ukuhlanganiswa phakathi kobuhlakani bokwenziwa, i-Intanethi Yezinto (IoT), kanye ne-edge computingKuze kube manje, ukusetshenziswa okuningi kuthuthuke ngokuhlukana, kodwa okuzayo ukuhlangana kwangempela ezimbonini, ezamandla, ezokuthutha, ezempilo, nasezindaweni zasemadolobheni.

Amadivayisi axhunyiwe asevele ayakha amavolumu amakhulu wedatha yesikhathi sangempelaFuthi ukucutshungulwa konqenqemeni kuvumela ukuhlaziya okusendaweni, ngaphandle kokuncika njalo efwini. Lokhu kunciphisa ukubambezeleka kuye kuma-millisecond, okubalulekile ezinhlelweni zokusebenza ezifana nezimoto ezixhunyiwe, amagridi ahlakaniphile, nemishini yezimboni.

Embonini yokukhiqiza, isibonelo, izinkulungwane zezinzwa zingakwazi ngokuqhubekayo ukuqapha isimo semishiniNgokuhlaziya idatha endaweni, i-AI ingathola ukuchezuka okuncane, ilindele ukwehluleka, futhi yenze kusebenze ukulungiswa okuzenzakalelayo ngaphambi kokuba inkinga ishube, ivimbele isikhathi sokuphumula esibizayo.

Ekunakekelweni kwezempilo, izinto ezigqokekayo kanye nemishini yezokwelapha exhunyiwe ingakwazi humusha amasignali e-biomedical eduze nesikhathi sangempela, enikeza izexwayiso zangaphambi kwesikhathi ngaphandle kwesidingo soxhumano olungunaphakade noma ukuthunyelwa njalo kwedatha kuseva emaphakathi.

Amadolobha ahlakaniphile nawo azozuza: amasistimu wezokuthutha, ukukhanyisa, nokuphathwa kwemfucuza kuzothatha izinqumo zasendaweni ezisuselwe kuma-algorithms we-AI. ukunciphisa izindleko zamandla kanye nokwenza ngcono izinga lempilo yezakhamuziInselelo, nokho, kuzoba ukuqinisa ukuphepha kwe-inthanethi, njengoba ukucubungula okusatshalaliswa okuningi kusho amaphuzu amaningi okuhlasela.

I-Digital Spain 2026 kanye nesu lomphakathi ku-AI

Ezingeni lesikhungo, i I-ajenda ye-Spain Digital 2026 ihlanganiswe njengomhlahlandlela wezwe wenguquko yedijithaliKuyisibuyekezo sesu elethulwa ngo-2020 elihlanganisa izinto ezibalulekile zeminyaka ezayo futhi lengeza izimbazo ezimbili ezinqamulanayo: i-PERTE (Imiklamo Yamasu Okuvuselela Umnotho Noguquko) kanye nohlelo lwe-RETECH, olugxile kumaphrojekthi edijithali anomphumela omkhulu ophakanyiswe imiphakathi ezimele.

Phakathi neminyaka embalwa edlule, kube nokuphusha okunamandla koku Ukutshalwa kwezimali ekuxhumekeni, i-R&D, ukwenziwa kwedijithali kokuphathwa komphakathi kanye nokwesekwa kwama-SMEisekelwa yizimali zokubuyisela zaseYurophu. Ingxenye yalezi zinsiza yabelwe ukuqinisa amakhono ezakhamuzi edijithali nokwenza ingqalasizinda yezobuchwepheshe yomkhakha womphakathi ibe yesimanje.

I-Digital Spain 2026 isebenza izigaba ezintathu ezinkulu: ingqalasizinda nobuchwepheshe, umnotho kanye nabantuIgcina izimbazo zamasu ayishumi (ukuxhumana, i-5G, i-cybersecurity, umnotho wedatha kanye ne-AI, umkhakha womphakathi wedijithali, izinkampani, imikhakha yezokushayela, ihabhu le-audiovisual, amakhono edijithali namalungelo edijithali) futhi yengeza izimbazo ezimbili ezinqamulanayo ezigxile kumaphrojekthi amakhulu kanye namanethiwekhi ezindawo ochwepheshe bezobuchwepheshe.

Phakathi kwezinjongo ezifanele kakhulu, izinhloso ezifana nalezi ezilandelayo ziyagqama: iqinisekisa ukusabalala kwe-broadband enesivinini esiphezulu cishe kuso sonke isibalo sabantu, ukuhola ukukhishwa kwe-5G eYurophu, ukuqinisa i-cybersecurity ecosystem nokuqinisekisa ukuthi okungenani ama-25% ezinkampani zaseSpain zisebenzisa ubuhlakani bokwenziwa kanye idatha enkulu esikhathini esiyiminyaka emihlanu.

Isu lihambisana nezinhlelo ezithile ezifana ne Uhlelo Lukazwelonke Lwamakhono Edijithali, Uhlelo Lukazwelonke Lokuphepha Kwe-Cybersecurity, Uhlelo Lokuphathwa Kwedijithali Lokuphathwa Komphakathi noma izinhlelo zokugqugquzela ukwenziwa kwedijithali kwama-SME, wonke anendima ebalulekile ye-AI njengesici soshintsho.

I-Industrialization ye-AI: ukubusa, ukuphepha, nezindima ezintsha

Njengoba izinhlangano zisebenzisa i-AI ngezinga, iba yinto ebalulekile ukusuka ekuhloleni okungalawuleki ukuya kumodeli yezimbonienezinhlaka ezicacile zokubusa, ukuphepha, kanye nokuziphendulela.

Ukushintshela kundlela ye-"AI-Centric" kuhilela hlanganisa i-AI kuyo yonke inqubo efanele, ezinhlelweni core nasemamodelini ezinqumoukuqinisekisa ukuthi konke lokhu kuyahlangabezana nezidingo zokucwaningwa kwamabhuku, ukuchazeleka, kanye nokulawula. Izinkampani ezifinyelela lokhu zizokwazi ukulinganisa ngokunembile umthelela we-AI futhi zandise ukusetshenziswa kwayo ngokumelana okuncane kwangaphakathi.

Kulo mongo, Ama-agent azimele amelela ukweqa okulandelayo kokuziphendukela kwemveloAsisakhulumi nje ngamamodeli enza izincomo, kodwa mayelana nezinhlelo ezikwazi ukwenza izenzo ezibambekayo ngaphakathi kwemikhawulo echazwe kahle, njengokwabiwa kabusha kwezabelomali, ukubeka phambili izehlakalo, noma ukwenza imisebenzi yezezimali elula.

Lokhu kusiphoqa ukuthi siklame izinhlaka zokubusa ezinamandla kakhuluKudingekile ukuchaza ukuthi i-ejenti ngayinye ingenzani, ngaphansi kwemiphi imithetho, ngamiphi yokuqondisa komuntu, futhi ngaziphi izindlela zokulandeleka. Imizamo efana "nezindawo zemakethe zama-ejenti" yangaphakathi iyavela, evumela ukuthi isetshenziswe ngaphansi kokulawulwa okumaphakathi futhi ihambisane nemigomo ye-AI enomthwalo wemfanelo.

Konke lokhu kunomthelela oqondile emakethe yezabasebenzi: izindima zihlelwa kabusha futhi kuvela ezintsha amaphrofayili amasha asebenza ekwakhiweni, ekusetshenzisweni, nasekuqashweni kwezinhlelo ze-AIKude nokuqeda ubukhulu bomuntu, i-AI iguqulela abantu emisebenzini enenani eliphakeme: isu, ubudlelwano bamakhasimende, ubuhlakani, ukuphathwa kwengozi, kanye nokwenza izinqumo eziyinkimbinkimbi.

Kulesi simo, i- Ukuvuthwa kwezobuchwepheshe kanye nenhlangano kuzoba yisici esinqumayo.Izinhlangano ezihlanganisa i-AI yonkana, ngenjongo ecacile nethalente elinekhono, yizo ezizohola ngokuncintisana, ukukhiqiza kanye nokusabela esimweni esishintshashintshayo.

Konke kukhomba ukuthi ubuhlakani bokwenziwa busungulwa njengo i-eksisi echaza idatha, izinqubo nezinqumo ezinkampanini nasekuphathweniInani layo selivele libambeke: lithuthukisa izikhathi, linciphisa izindleko, livula amamodeli ebhizinisi amasha, futhi livumela ukukalwa okunembe kakhudlwana kwezinto ezingaphatheki njengesithunzi nokwethenjwa. Eminyakeni ezayo, umehluko phakathi kokusalela emuva nokuhola uzoba senkundleni yokukusebenzisa yonke indawo, ngamasu, kanye nokuphatha okuhle, ukusuka ekulingweni okungawodwa kuye ekuthathweni okunomthwalo wemfanelo, kwezimboni.

I-athikili ehlobene:

Konke mayelana ne-Generative Artificial Intelligence: ukuthi isebenza kanjani, isetshenziswa kanjani, kanye nezingozi