10-202: Intangiriro kuri AI igezweho (CMU)

Impamvu Umuyobozi wese wubucuruzi akeneye gutekereza nkumunyeshuri wa kijyambere wa AI

Kaminuza ya Carnegie Mellon - aho yavukiye muri gahunda ya mbere ya dogere ya AI muri Amerika - ubu itanga amasomo nka 10-202: Intangiriro kuri AI igezweho irenze kure gukuramo ibitekerezo. Izi porogaramu zigisha abanyeshuri gusobanukirwa imiyoboro yo kwiga imashini, imiyoboro y'urusobe rw'imitsi, hamwe nibikorwa bifatika bivugurura inganda zose ku isi. Ariko dore ikintu abantu benshi babuze: ibitekerezo byigishijwe muri ibyo byumba by'ishuri ntabwo bigenewe ubumenyi bwa mudasobwa gusa. Bahinduka ubumenyi bwingenzi kubantu bose bakora ubucuruzi mumwaka wa 2026.Kumva uburyo AI igezweho ikora - ndetse no kurwego rwibanze - ni itandukaniro riri hagati yamasosiyete atera imbere nayasigaye inyuma.

Ubushakashatsi bwakozwe na Grand View bwerekana ko isoko rya AI ku isi riteganijwe kurenga miliyari 826 z'amadolari mu 2030. Nyamara ubushakashatsi bwakozwe na 2025 McKinsey bwerekanye ko 28% gusa ba nyir'ubucuruzi buciriritse n'abaciriritse bumva bafite icyizere ko bumva AI bihagije kugirango bafate ibyemezo byubuguzi. Itandukaniro riri hagati yubushobozi bwa AI hamwe nabayobozi bashoramari kubyumva byerekana ingaruka zikomeye n'amahirwe adasanzwe. Iyi ngingo isenya inkingi yibanze ya AI igezweho - imwe yigishijwe muri gahunda za kaminuza - ikayihindura mubumenyi bwubucuruzi bukora.

Guhindura kuva muri AI ya kera ya AI igana AI igezweho

AI ya kera, yiganje kuva mu myaka ya za 1960 kugeza mu ntangiriro ya 2000, yashingiye cyane kuri sisitemu ishingiye ku mategeko. Abashinzwe porogaramu banditse amabwiriza asobanutse: "Niba ibyo umukiriya yatumije arenga $ 500, koresha 10%." Izi sisitemu zinzobere zakoze neza kubibazo bigufi, bisobanuwe neza ariko byasenyutse munsi yuburemere bwukuri-bwisi. Sisitemu ishingiye ku mategeko ntishobora guhanura abakiriya bagiye gutombora, gusobanura amarangamutima y'itike yo gushyigikirwa, cyangwa guhuza inzira zo gutanga ibicuruzwa 47 bihinduka icyarimwe.

AI igezweho ihindura inyandiko rwose. Aho kugirango amategeko agenga porogaramu, ugaburira amakuru ya sisitemu hanyuma ukayireka ikavumbura imiterere yonyine. Imashini yiga imashini yatojwe kumyaka itatu yamakuru yimyitwarire yabakiriya irashobora kwerekana ibimenyetso byerekana ko nta musesenguzi wabantu wafata - nkisano iri hagati yumukiriya igabanya inshuro zabo zo kwinjira 40% no guhagarika muminsi 90. Ubu buryo bushingiye ku makuru ni bwo butuma AI igezweho ikomera n'impamvu kaminuza nka CMU zahinduye integanyanyigisho zazo zose.

Kubakora ubucuruzi, inzira ifatika irasobanutse: ibikoresho ukoresha bigomba kuba byigira kumakuru yawe, ntibikurikize gusa amategeko ahamye. Amahuriro nka Mewayz yashyizemo imashini ikoreshwa na AI muburyo bwabo 207 mubyukuri kuberako ubucuruzi bugezweho butanga amakuru menshi yimikorere ya sisitemu ishingiye kumategeko kugirango ikore neza. Kuva kuri CRM kuyobora amanota kugeza kuri fagitire anomaly gutahura, guhindura kuva kera kugeza AI igezweho ntabwo ari amasomo - birakora.

Igenzurwa Ryigishijwe: Ifarashi Yakazi Inyuma Yumushinga Wubucuruzi

Niba amasomo ya AI agezweho yarakunzwe cyane, byakurikiranwa no kwiga. Igitekerezo kiroroshye kubeshya: utanga algorithm yanditseho ingero (iyi imeri ni spam, iyi ntabwo) kandi yiga gutondekanya amakuru mashya, atagaragara. Igenzurwa ryimyigishirize iha imbaraga moteri yerekana ibyifuzo kuri Netflix, gutahura uburiganya muri banki yawe, hamwe n amanota yambere muri CRM yawe. Ubushakashatsi bwakozwe mu 2024 bwakozwe n’ikigo cya AI cyita ku bantu cya Stanford bwerekanye ko uburyo bwo kwiga bugenzurwa bugera kuri 70% bya AI byose bikoreshwa mu bucuruzi.

Igituma imyigire ikurikiranwa cyane cyane kubafite ubucuruzi nuburyo bworoshye. Ntukeneye PhD kugirango ubyungukiremo - ukeneye amakuru asukuye, yanditseho amakuru. Igihe cyose itsinda ryanyu ryo kugurisha ryerekana icyerekezo "cyahinduwe" cyangwa "cyatakaye," bakora amakuru yimyitozo. Igihe cyose itsinda ryanyu rishyigikiye rishyira itike nk "ikibazo cyo kwishyuza" cyangwa "ikibazo cya tekiniki," baranga ingero. Ubucuruzi butsindira hamwe na AI ntabwo byanze bikunze ubuhanga buhanitse - ni bwo bwahawe imyitozo yo gutegura amakuru yabo.

Inyungu imwe ikomeye yo guhatanira ibihe bya AI ntabwo ari algorithm - ni ubwiza n'imiterere yamakuru yawe. Ibigo bifata isuku yamakuru nkibyingenzi byingenzi uyumunsi bizarusha abanywanyi babo mumyaka icumi iri imbere.

Gutunganya Ururimi Kamere no Gutangiza Itumanaho

Gutunganya ururimi karemano - NLP - nishami rya AI rivuga ururimi rwabantu. Nicyo cyemerera chatbots kumva ibibazo byawe, akayunguruzo ka imeri kugirango umenye kugerageza kugerageza, hamwe nabafasha kumajwi gusobanura amategeko yawe. NLP igezweho, ikoreshwa nubwubatsi bwa transformateur ("T" muri GPT), yateye imbere cyane kuva muri 2020 kuburyo imashini zishobora kubyara, kuvuga muri make, no guhindura inyandiko muburyo bwa muntu. Gahunda ya AI ya CMU yitaye cyane kuri kariya gace kuko NLP yicaye ku masangano ya porogaramu zifite agaciro gakomeye mu bucuruzi.

Kubucuruzi, NLP ihindura muburyo bukora neza. Reba ingano y'itumanaho rishingiye ku nyandiko isosiyete isanzwe ikora buri munsi: imeri, amatike yo gushyigikira, ubutumwa bwimbuga nkoranyambaga, insanganyamatsiko ya Slack imbere, gusubiramo amasezerano, inyandiko zinama. Raporo ya Salesforce 2025 yagereranije ko abakozi bashinzwe ubumenyi bamara 23% byakazi kicyumweru basoma, kwandika, no gusubiza ubutumwa. Imashini ikoreshwa na NLP irashobora gutegura ibisubizo, gukuramo amakuru yingenzi mumasezerano, kuvuga mu ncamake inyandiko-mvugo yinama, hamwe n’ibibazo by’abakiriya bibaza ku ishami ryukuri - byose bitabaye ngombwa ko abantu bitabira imirimo isanzwe.

Ihuriro rihuza NLP muri moteri yakazi yabo itanga ubucuruzi kumurongo wukuri. Muri Mewayz , gukoresha moteri ikoreshwa na AI ikora imirimo nko gutanga inyemezabuguzi yerekana inyemezabuguzi, gushyira mu byiciro ibyifuzo byinjira, no gutegura imeri ikurikira nyuma yimikoranire ya CRM. Ibi ntabwo ari ibitekerezo bya futuristic - ni ibintu byerekana umusaruro ubika amakipe amasaha buri cyumweru.

Ibice bitanu byingenzi bya AI Buri bucuruzi bugomba gusobanukirwa

Ntukeneye kwiyandikisha mumasomo ya kaminuza kugirango wumve ibyingenzi. Dore ibitekerezo bitanu biva muri gahunda zigezweho za AI zifite ingaruka zitaziguye mu gufata ibyemezo byubucuruzi:

1. Amahugurwa yamakuru nu mwanzuro: Amahugurwa nigihe AI yigira kumateka yamateka. Umwanzuro nigihe ushyira mubikorwa ibyo kwiga mubihe bishya. Ibikoresho byawe bya AI nibyiza gusa nkamakuru yatojwe - imyanda, imyanda hanze iracyari itegeko ryicyuma cyo kwiga imashini.
• Mubyerekeranye nubucuruzi, ibi ni nko kubaka ingamba zawe zose hafi yigihembwe kidasanzwe no gutungurwa mugihembwe gitaha gisa nkikindi.
• Imiterere yubuhanga: Ubuhanga bwo guhitamo no guhindura iburyo bwinjiza. Kumenya ibiranga abakiriya mubyukuri bahanura imyitwarire yo kugura (kwisubiraho, inshuro, agaciro k'ifaranga) ugereranije n urusaku (ibara ukunda, ubwoko bwa mushakisha) nibyo bitandukanya AI yingirakamaro nibikinisho bihenze.
• Kubogama no kurenganura: Moderi ya AI iragwa kubogama mumibare yabo yo guhugura. Niba amateka yawe yo gutanga akazi yerekana ko ukunda abakandida bo muri kaminuza zimwe na zimwe, AI yatojwe kuri ayo makuru izakomeza kandi yongereze kubogama. Inshingano zoherejwe na AI zisaba gukurikirana kubogama.
• Ibisobanuro: Urashobora kumva impamvu AI yafashe icyemezo cyihariye? Mu nganda ziteganijwe nkimari nubuvuzi, ibisobanuro ntabwo ari ubushake - birasabwa n'amategeko. Ndetse no mu nganda zitagengwa, amakipe arashobora kwizera no gukoresha ibikoresho bya AI mugihe ashobora kubona impamvu yibyifuzo.

Kubaka va Kugura Icyemezo cya AI mubucuruzi

Kimwe mu byemezo byingenzi umuyobozi wubucuruzi afata kubijyanye na AI ni ukubaka ibisubizo byabigenewe cyangwa kugura ibisubizo bihari. Kubaka munzu biguha kugenzura no kugena ibintu byose, ariko ibiciro biratangaje. Dukurikije isesengura rya Deloitte ryo mu 2025, impuzandengo yo guteza imbere imiterere imwe yo mu rwego rwo hejuru ya AI kuva mu ntangiriro - harimo ubwubatsi bw'amakuru, iterambere ry'icyitegererezo, kugerageza, no kohereza - kuva ku $ 150.000 kugeza 500.000. Kandi ibyo mbere yo gukomeza kubungabunga, mubisanzwe ikoresha 15-25% yikiguzi cyambere cyiterambere buri mwaka.

Kubenshi mubucuruzi - cyane cyane abafite abakozi batageze kuri 500 - ubukungu bushimangira kugura. Ihuriro rya SaaS rigezweho ubu ryinjije ubushobozi bwa AI mubikorwa byubucuruzi, bivanaho gukenera amatsinda yubumenyi yihariye. Urufunguzo ni uguhitamo urubuga rudahinduka gusa kuri AI nkijambo ryamamaza ariko rikabishyira mubikorwa mubikorwa. Mewayz ifata ubu buryo muburyo bwububiko bwayo: AI ntabwo yongeyeho ariko ahubwo ni urwego rwakozwe muri CRM, HR, inyemezabuguzi, isesengura, hamwe nuburyo bwo gutumaho. Umucuruzi muto ukoresha Mewayz abona uburyo bwo gukoresha moteri ya AI yatwara ibihumbi magana yo kubaka yigenga - guhera kuri gahunda y'ubuntu.

Kubaka no kugura calculus ihindura ibigo bifite ibikenewe byihariye (kuvumbura ibiyobyabwenge, sisitemu yimodoka yigenga, algorithms yubucuruzi bwihariye). Ariko kubikorwa byingenzi byubucuruzi - gucunga abakiriya, gutunganya ubwishyu, guteganya abakozi, gusesengura imikorere - icyemezo cyubuguzi nticyigeze kigaragara neza.

Gutegura Ikipe Yawe Kumwanya wa AI-Yongerewe Akazi

Kaminuza zitekereza cyane ntabwo zigisha abanyeshuri gusa uko AI ikora - ibigisha gukora hamwe nayo. Gahunda y’imyigishirize ya CMU ishimangira ubufatanye bw’abantu na AI, ikemera ko ejo hazaza hatarimo AI gusimbuza abakozi ahubwo ko ari abakozi bakoresha AI basimbuza abatabikora. Raporo y’ihuriro ry’ubukungu ku isi 2025 ryagereranije ko miliyoni 85 imirimo izimurwa na AI bitarenze 2030, ariko miliyoni 97 zizavuka - inshingano zisaba abantu gukorana neza na sisitemu ya AI.

Abayobozi bashoramari bagomba gushora imari mubice bitatu kugirango bategure amakipe yabo. Ubwa mbere, amahugurwa yo gusoma no kwandika AI - ntabwo ari amasomo ya code, ariko amahugurwa afatika afasha abakozi kumva icyo AI ishobora kandi idashobora gukora, uburyo bwo gusuzuma umusaruro wa AI cyane, nigihe cyo kwizera automatike nigihe cyo kuyirenga. Icya kabiri, gutunganya ibyangombwa - Gukoresha AI bisaba gukora neza neza ibikorwa byakazi kugirango ubishyire mubikorwa neza, bityo umurimo udashimishije wo gushushanya ibikorwa byawe byishyura inyungu nyinshi. Icya gatatu, guhuza ibikoresho - impuzandengo yubucuruzi buciriritse ikoresha SaaS 137 zitandukanye, nkuko raporo ya SaaS ya 2025 yabitangaje. Buri kimwe ni data silo igabanya imikorere ya AI.

> Iki nicyo kibazo rwose urubuga-rumwe-rumwe nka Mewayz rukemura, kuzana modul 207 munsi yinzu imwe aho amakuru atembera hagati yimikorere na AI ashobora kwerekana imiterere mubikorwa byose byubucuruzi aho gucecekeshwa mubikoresho byihariye.

Umurongo w'urufatiro: gusoma no kwandika ni ubumenyi bwo mu bucuruzi

Itandukaniro riri hagati y "ibigo byikoranabuhanga" n "ubucuruzi busanzwe" riragenda. Buri sosiyete ubu ni isosiyete ikora amakuru, yaba iyizi cyangwa itayizi. Ibitekerezo byigishijwe mumasomo agezweho ya AI - bigenzurwa no kwiga, NLP, kubogama kubogama, gukora ubuhanga - ntabwo ari amasomo gusa. Namagambo yinyungu zo guhatanira muri 2026 na nyuma yayo.

Ntugomba kubaka imiyoboro yimitsi kuva kera. Ntugomba gukoresha itsinda ryaba injeniyeri biga imashini. Ariko ukeneye gusobanukirwa bihagije kubyerekeranye nuburyo AI igezweho ikora kugirango ubaze ibibazo bikwiye, usuzume ibikoresho neza, kandi ukoreshe automatike aho itanga agaciro nyako. Ubucuruzi bufata AI nkubushobozi bufatika aho kuba ijambo ryijambo - bagahitamo ibikoresho byinjiza AI mubikorwa mubikorwa bya buri munsi - nibyo byandika igice gikurikira cyamateka yinganda zabo.