Ngā Mea e Tika Ana kia Mārama Ngā Pakihi I Mua I Te Whakamahi I Ngā Otinga AI

Kua tere te whanake o te umanga AI mai i ngā whakamātautau whakamātautau ki tētahi rautaki matua mō te tipu pakihi, te whai huatanga o te whakahaere, me te rerekētanga whakataetae. E ai ki a Gartner, e matapaetia ana ka eke te whakapaunga AI o te ao ki te $2.5 trillion i te tau 2026 , e whakaatu ana i te tauine e whakapau kaha ana ngā umanga ki ngā hanganga me ngā tono e whakahaerehia ana e te AI.

I taua wā anō, kei te tīmata te pakeketanga o te AI ki te whakaatu i ngā hua e kitea ana. E whakaatu ana ngā rangahau ahumahi tata nei neke atu i te 50% o ngā whakamahinga AI e whakaputa ana i te pānga pakihi ka taea te ine, e tohu ana i te nekehanga mai i te hihiri auaha ki te uara whakahaere. Hei tautoko i tēnei ia, e whakaatu ana tētahi rangahau EY-CII tata ki te haurua o ngā umanga nunui he maha ngā whakamahinga AI e whakahaerehia ana i roto i ngā taiao whakaputa, e tohu ana i tētahi nekehanga whakatau mai i ngā whakamātautau ki te mahi.

Ahakoa te pikinga ake o te whakamahinga, he maha ngā whakahaere e raru ana ki te huri i ngā haumitanga AI ki te ROI pumau. Ka piki haere te angitu, ehara i te mea ko te tere o te whakamahinga, engari ko te whakatinana i tētahi rautaki whakatinanatanga AI mārama e hangai ana ki ngā putanga pakihi me te whakahaere.

He aha ngā take e whai tikanga ai ngā otinga AI hinonga inaianei

Kua whanake te whakaurunga o te AI hinonga mai i ngā mahi auaha tōmua ki te whakatinanatanga puta noa i te whakahaere me te tautoko a te Kamupene Whakawhanake AI.

• E matapae ana a Gartner hei te tau 2026, ka mutu 80% o nga umanga kua whakatinanahia ngā API AI whakaputa, ngā tono rānei kua whakahohea e GenAI i roto i ngā rerengamahi matua.
• Ko nga korero a McKinsey he nui ake te tūponotanga ka pāngia ngā pakihi e ngā whakahaere e whakauru ana i te AI puta noa i ngā waeine pakihi maha ki te pānga pūtea nui, ki te whakaritea ki ngā whakatinanatanga mahi kotahi.
• E ai ki a Statista (2025), ka nui ake te whakapaunga a ngā umanga ki ngā pūmanawa me ngā ratonga AI i te USD 600 piriona ia tau i te tau 2026, e whakaata ana i te whakapono ki te mātauranga pakihi me te aunoatanga e peia ana e te AI.

Ahakoa tēnei nekehanga, he iti noa te ōrau o ngā umanga e kiia ana kua pakari ki te AI, arā, kua taea e rātou te whakanui ake i te AI puta noa i ngā tukanga, ngā pūnaha raraunga, me ngā paparanga whakahaere.

Ngā Wāhi Mamae o te Hinonga i mua i te Whakamahinga o te AI

I mua i te whakamahi i ngā otinga AI hinonga , he maha ngā wā ka tūtaki ngā whakahaere ki ngā wero e horapa ana ki tua atu i te hangarau.

1. Te Kore o te Whakaritenga Rautaki me ngā Tumanakohanga ROI Mārama

E whakaatu ana te pūrongo a McKinsey "Te Āhua o te AI i te tau 2025" ahakoa he tino teitei te whakamahinga o te AI, he maha ngā whakahaere kei roto tonu i ngā whakamātautau tuatahi, ā, kāore anō kia whakanuia te AI ki te uara hinonga, e whakaatu ana i te āputa tonu i waenga i te whakamahinga me te pānga ka taea te ine. Tata ki te rua hautoru o ngā kaiwhakautu kāore anō kia whakanuia te AI puta noa i te hinonga.

Pānga ki te hinonga: Ina kāore i te mārama ngā putanga pakihi me ngā whāinga ROI o ngā kaupapa AI, ka uaua ki a rātou te whiwhi i te whakapau kaha a te hunga whakahaere me te pūtea pumau.

2. Ngā Wero o te Kounga Raraunga, te Whakaurunga me te Whakahaere

E ai ki te rangahau a te OECD / BCG / INSEAD 2025 mō te whakamahi i te AI, he maha ngā kamupene e kī ana ko ngā take e pā ana ki ngā raraunga (te wehewehenga raraunga, te uauatanga o te whakaurunga, te kore mārama o te whakahaere) hei arai nui ki te whakamahinga me te tauine o te AI, tae atu ki ngā wero a te kaihoko me te koretake o te ture/ture.

Pānga ki te hinonga: Ka whakaitihia te pono o te tauira nā te ngoikore o te rite o ngā raraunga, ā, ka uaua ake hoki mā ngā kaiārahi te whakawhirinaki me te whakahaere i ngā māramatanga AI.

3. Ngā Āputa Pūkenga me ngā Tālena puta noa i te Whakahaere

He arai nui ngā āputa taranata mō ngā umanga e ngana ana ki te whakatinana me te whakanui i te AI. E whakaatu ana ngā rangahau ahakoa kei te whakamahi ngā whakahaere i ngā taputapu AI, he tokomaha kāore i te whai i te hunga mahi pūkenga e hiahiatia ana hei whakanui ake i te pūmanawa o te AI, mai i ngā kaipūtaiao raraunga ki ngā kaiārahi ka taea te whakauru i te AI ki ngā rerengamahi. E whakaatu ana ngā kitenga mai i ngā pūrongo ahumahi maha kei te noho tonu te korenga o ngā taranata hei wero tonu i te tau 2025.

Pānga ki te hinonga:

Ka whakaroa te whakatinanatanga o te AI mēnā kāore i te rawaka ngā tāngata whai pūkenga, ka nui ake te whakawhirinaki ki ngā hoa mahi o waho, ā, ka whakawhāiti i te kaha o tētahi whakahaere ki te auaha me te hopu i te uara pakihi.

4. Te Whakawhanui Mai i te Whakamātautau ki te Whakaputa

He uaua ki te nuinga o ngā whakahaere te neke atu i ngā kaupapa whakamātautau ki ngā whakatinanatanga whānui, ā-hinonga. E whakaatu ana ngā rangahau hou a McKinsey , ahakoa kei te tipu haere tonu te whakamahinga o te AI i ētahi wā, he maha tonu ngā kamupene kei te noho tonu ki te whakamātautau me ngā whakatinanatanga iti, kaua ki te whakatutuki i te whakatinanatanga whānui, ā-whakahaere.

Pānga ki te hinonga:

Ki te kore he anga mō te whakahaere i te AI i te tauine nui, tae atu ki te aunoatanga, te hanganga whakamahi anō, me te mahi tahi i waenga i ngā tari, ka noho motuhake ngā kaupapa, ā, ka kore e puta he uara taumata hinonga.

5. Te Whakawhirinaki, te Whakahaere Mōrearea me te Whakahaere Pūtaiao Hinengaro Kawenga

E whakaatu ana te pūrongo ahumahi a IBM (ko te whakahaere i te AI te mea nui rawa atu) ko te korenga o te whakahaere, ngā pūkenga, me te whakaurunga e kiia ana ko ngā wero matua. He pūrongo ahumahi tēnei e taea te pānui e te marea, e whakamārama ana he aha te whakahaere AI kawenga e kapi ana i te whakawhirinaki, ngā tikanga matatika, me te tutuki i ngā whakaritenga he mea nui mō te whakarahi ake i te AI hinonga.

Pānga ki ngā umanga: Ka tūpono ngā whakahaere ki ngā hapa ture, ngā take matatika, me ngā ngoikoretanga haumarutanga nā te ngoikore o ngā anga whakahaere – ā, ka pōturi katoa ēnei i te whakaurunga o te AI puta noa i te umanga.

Te Mahere Arataki mō te Whakamahinga o te Hinonga AI (Putanga 2025–2026)

1. Tautuhia ngā Huanga Pakihi Rautaki (AI hei Āwhina Pakihi)

I mua i te aromatawai i tētahi hangarau AI, me mārama te tautuhi a ngā umanga i ngā putanga pakihi tuatahi, kaua ko ngā whāinga tauira tuatahi. Inaianei, ko ngā whakahaere matua e hono tika ana i ngā kaupapa AI ki te pānga o te P&L, te whakapiki hua, me te tere o te whakatau.

Ko ngā kāwai putanga noa ko:

• Te tipu o ngā moni whiwhi me te arotautanga o te tahuritanga
• Te wheako kiritaki me te whakapai ake i te pupuri
• Te whakaiti i ngā utu mā te aunoatanga atamai
• Te whakatau tere ake, te whakatau kounga teitei ake

Te au hou: Kei te neke ngā umanga mai i ngā inenga ROI whānui ki ngā anga whakatinanatanga uara e aroturuki tonu ana i te pānga o te AI, ehara i te mea i te wā whakatinanatanga anake.

2. Whakatūria he Kaunihera Whakahaere AI Mahi-maha

Ka angitu ngā otinga AI hinonga hou ina mahi tahi ngā tīma pakihi me ngā tīma hangarau. Inaianei ka hangaia e ngā whakahaere he kaunihera whakahaere AI mahi-maha e hono ana i ngā mahi kaiārahi, hangarau mōhiohio, ngā tīma raraunga, ngā mahi ture, me ngā mahi mōrearea.

Ko te tikanga, ka tirotirohia e tēnei tinana:

• Rautaki AI hinonga me te whakatau kaupapa matua mō te whakamahinga
• Ngā anga mahi AI whai kawenga me te matatika
• Te tūmataitinga raraunga, te haumarutanga, me te tutuki i ngā ture
• Te ine i te mahi AI, te mōrearea, me te ROI

Auahatanga hou: He maha ngā whakahaere kei te whakawhanake i tēnei hei Pokapū Hiranga AI (AI CoE) hei Tauira Whakahaere AI Whakakotahi rānei, hei whakataurite i te whakahaere matua me te whakahaere ā-motu.

3. Kōwhiria te Kamupene Whakawhanake AI Tika me ngā Ratonga Whakawhanake AI

I te nekenga o te AI ki ngā mahi matua o te pakihi, ka nui haere te whakawhirinaki o ngā umanga ki ngā kamupene whakawhanake AI motuhake , kaua ki ngā kaihoko pūmanawa whānui. Mā te hoa tika ka tere ake te whakatinanatanga me te whakaiti i te mōrearea whakatinanatanga.

Ko ngā paearu aromatawai matua inaianei ko:

• He wheako kua whakamātauhia ki te tuku ngā otinga AI hinonga, ehara i te mea ko ngā whakamātautau anake
• He tohungatanga hōhonu ki te whakauru i te hangarau AI me ngā pūnaha hinonga o nāianei (ERP, CRM, tūāpapa raraunga)
• Ngā anga MLOps kaha, haumarutanga, me te tauine
• He arotahi mārama ki ngā putanga pakihi me te ROI e taea te ine

Te mātāpono rautaki:

Tukua tō hoa whakawhanake AI kia whakahāngai i ngā otinga hangarau ki tō rautaki whakatinanatanga AI hinonga – kaua e akiaki i tō rautaki kia uru ki tētahi huinga taputapu kua tautuhia kē.

4. Tīmata ki ngā Whakamahinga Whai Hua, Whai Tauine

Kei te neke atu ngā umanga mai i ngā whakamātautau takitahi ki ngā tauira whakamahinga AI ka taea te tukurua, te tauine hoki e whakaatu ana i te pānga tere me te kitea.

Ko ngā tīmatanga whai pānga nui ko:

• Te mātauranga pakihi me te AI mō te matapae me te whakamahere
• Te matapae i te kaute arataki me te matapae i te huringa
• Te tukatuka tuhinga atamai me te tātaritanga tutuki i ngā whakaritenga
• Ngā pairati AI kua whakauruhia tika ki roto i ngā rerengamahi a ngā kaimahi

Auahatanga hou: E whakaatu ana ngā rangahau he nui ake ngā hua ka puta mai i ngā umanga e whakauru ana i te AI puta noa i ngā wāhanga pakihi maha i ērā e whakawhāiti ana i te AI ki tētahi mahi kotahi, ā, ka whakakaha ake i te hiahia mō ngā mahere whakatinanatanga mahi-maha.

5. Whakatairangahia mā te Whakahaere, te Whakawhirinaki me te Arotau Tonu

I te nuinga o te wā, ko te angitu o te AI e whakawhirinaki ana ki te whakawhirinaki, te māramatanga, me te pumau o te mahi. Me whakauru e ngā umanga te whakahaere puta noa i te huringa ora katoa o te AI hei wāhanga o te mahere whakamahi AI mō te wā roa .

Ko nga waahanga tino nui ko:

• Te aroturuki tonu i te mahi tauira me te nekenekehanga
• Te kimi pianga me te whakaiti
• Ngā paipa raraunga haumaru me ngā mana whakahaere urunga
• Te whakamārama mō ngā kaiwhakahaere, ngā kaitātari kaute, me ngā kaiārahi pakihi

Auahatanga hou: Kei te whakamahi ngā umanga i ngā tūāpapa tirotiro me te whakahaere huringa ora o te AI hei whakarite kia mau tonu te tutuki i ngā whakaritenga a ngā tauira, kia pono ai, kia rite hoki ki ngā hiahia pakihi e whanake haere ana.

Ngā Reo Kaiārahi – Ngā Whakaaro a ngā Tohunga

I whakaatuhia e te rangahau a te Tumu Whakahaere Matua o Gartner (2025):

• Ahakoa 77% o ngā Tumu Whakahaere Matua e kite ana i te AI hei whakarerekētanga mō ngā pakihi, he tokomaha hoki e whakapono ana kāore anō ā rātou tīma whakahaere kia tino mōhio ki te AI hei ārahi i te whakarerekētanga puta noa i te hinonga.
• Ko te rite o ngā tālena, te kaha ki te whakauru i te AI ki ngā rerengamahi, me te māramatanga o ngā kaiwhakahaere matua ki ngā āheinga AI, i tohua hei arai ki te whakawhānui ake i te AI.

E whakaatu ana tēnei i tētahi kaupapa e tipu haere ana i roto i te ao kaiārahi, arā, me tautoko te rautaki AI e te rite o te whakahaere, te kāwanatanga, me te whakapakari pūkenga puta noa i ngā tīma.

Te Whakakī i ngā Āputa – Ngā Mea e Ngarohia ana e te nuinga o ngā Pakihi

Te Anamata o te Hinonga AI

Kāore te hinonga AI i te mea whiriwhiri – koia te miihini e akiaki ana i te whai huatanga, te auahatanga, me te rerekētanga whakataetae. Ko ngā whakahaere e peke matapo ana ki te hangarau me te kore he rautaki ka tūpono ka aukati i ngā kaupapa whakamātautau, ka moumou rauemi, ka kore hoki e tutuki te ROI. Kei te angitu te tango i tētahi rautaki whakatinanatanga AI hanganga, te mahi tahi me ngā ratonga whakawhanake AI tohunga , me te whakauru i te whakahaere, te whakawhirinaki, me ngā putanga pakihi ka taea te ine ki roto i ia wāhanga.

Mā te aro ki te kounga raraunga, te rite o ngā pūkenga, me ngā whakaaro matatika, ka taea e ngā umanga te whakatuwhera i te pūmanawa tūturu o te AI. Ko te hunga e awhi ana i tētahi huarahi whai whakaaro, e aro nui ana ki ngā otinga AI umanga, ehara i te mea ka arotau noa i ngā mahi engari ka whakarite hoki i ā rātou pakihi mō te heke mai i tētahi wā kua tautuhia e te whakatau atamai, aunoa. Mā te mahi tahi me Antier, he kamupene whakawhanake AI matua , ka whakamanahia ngā umanga ki te hoahoa, ki te whakatinana, me te whakanui i ngā otinga AI me te tika, me te whakarite i te pānga ka taea te ine me te painga whakataetae pumau.