Te Hurihanga o te Whakahaere Utauta e te AI me te Aroturuki Wā-Tūturu
Kupu Whakataki
Mō ngā tekau tau, he iti noa ngā mōhiohio i whakamahia e te whakahaere utanga. I wehe atu tētahi uta i tētahi wheketere i Shenzhen, ka ngaro atu ki te whatunga whakahaere, kātahi ka puta anō—i ētahi wā he rā i muri mai—i te ūnga, i te raruraru rānei e tika ana kia whakamāramahia ki tētahi kiritaki pouri. Ehara te tirohanga i te tikanga; he atawhai. I muri i te meka, ko ngā whakataunga e pā ana ki te whakawhiti huarahi, te whakahou i ngā taonga, te mahi rānei a te kaikawe i mahia i runga i ngā pūrongo kua tawhito kē i te wā i pānuitia ai.
Ināianei, kei te pakaruhia taua momo mahi pakihi. Ko te matauranga horihori me ngā hangarau aroturuki wā-tūturu, e ahu mai ana i ngā pūoko IoT, ngā whatunga GPS, ngā papaaho kapua, me ngā miihini ako mīhini, kua huihui mai hei waihanga i tētahi mea kāore anō kia kitea e te umanga kawe taonga: te kaha ki te kite i ngā mea e tupu ana puta noa i te mekameka tuku taonga o te ao i a ia e tupu ana, me te mahi i mua i te noho hei raruraru. He nui te moni kua pau ki tēnei huringa. Ko te mākete o te ao mō ngā pūnaha whakahaere utanga he $19.76 piriona i te tau 2025, ā, e matapaetia ana ka piki ki te $43.21 piriona i te tau 2034. Ko te Ipurangi o ngā Mea (IoT) i roto i ngā kawe taonga e matapaetia ana ka whānui ake mai i te $61.17 piriona i te tau 2025 ki te $161 piriona i te tau 2032. Kei te tipu haere te mākete mō te pūmanawa tirohanga mekameka tuku taonga i te tere o te 24.98% ia tau. Ehara ēnei i te whakapae noa iho; e whakaatu ana kei te haere te moni ki roto i ngā pūnaha e whakarerekē ana i te rere o ngā utanga.
E titiro ana tēnei tuhinga ki te āhua o taua whakawhiti i te ao tūturu, tae atu ki ngā tono motuhake e hua mai ana ngā hua e kitea ana, ngā āhuatanga o te mākete e tere ake ana te whakamahinga, ngā raruraru tūturu e mau tonu ana, me tōna tikanga mō ngā kamupene e kawe ana i ngā utanga i waenga i a Haina me te ara o Amerika me tua atu.
He aha i noho ai te tirohanga utanga hei raruraru matua o te ahumahi
Ehara i te mea nā te tūponotanga i noho ko te aroturuki wā-tūturu te mea tino nui i roto i te hangarau kawe taonga. I noho hei mea nui nā te mea he nui ake te utu mō te korenga o taua mea i tā te nuinga o ngā kamupene i whakaaro ai i te tīmatanga. I te tau 2024, kua piki ake te maha o ngā wā i whakararuraruhia ai ngā mekameka tuku taonga mā te 32% i roto i te maha o ngā ahumahi. Neke atu i te 78% o ngā kaihanga huri noa i te ao i kī kāore i taea e rātou te kite i ā rātou kaiwhakarato katoa. Engari i ētahi tau kua pahure ake nei, ko te whakautu ki te pātai "Kei hea taku uta?" he rite tonu: he waea atu ki tētahi kaituku uta, he tirotiro i te paetukutuku tawhito o tētahi kaikawe, me te takaro tatari.
Nā te pikinga ake o te hokohoko ipurangi i tere ake te tatau. Ko te hunga i taunga ki te whai i tētahi mōkihi mai i tētahi whare putunga i New Jersey ka tīmata ki te tumanako i te taumata tika o tētahi ipu e whakawhiti ana i te Moana-nui-a-Kiwa. Ko taua pēhanga mai i ngā tumanakohanga i rere ake i te mekameka, ā, ka whakapau moni ngā kamupene utanga ki ngā hanganga hei homai i ngā whakautu tūturu, kaua ki ngā matapae noa iho. I te tau 2025, ko te whai i te wā-tūturu te wāhanga nui rawa atu o te mākete mō te pūmanawa tirohanga mekameka tuku. Neke atu i te 58% o ngā whakatinanatanga kei runga i ngā papaaho kapua nā te mea me taea e ngā tīma kua tohatohahia puta noa i te ao te uru atu ki ngā raraunga ora mai i tētahi taputapu me tētahi rohe wā.
Nā te āhua o te tari tāke i te tau 2025 i nui ake ai te tere o ngā mahi. Nā ngā panonitanga tata nei o ngā tari tāke o Amerika kua piki ake ngā utu kawe waka puta noa i te ao, ā, kua tere te whakarerekē a ngā kamupene i ā rātou mahere hoko. Ko ngā kamupene kāore i te kite i ā rātou mekameka tuku i te wā tūturu, kāore i taea te tere te urupare ki ngā panonitanga o te ara, ngā whakarōpūtanga ritenga, ngā whakaritenga ture hou rānei. Ko ngā kamupene i tino angitu i roto i aua raruraru ko te hunga kua ahu mai ā rātou pūnaha whakahaere i ngā raraunga wā tūturu, kaua ki ngā pūrongo kua tawhito.
AI i roto i te Utauta: Kei tua atu i te Kupu rongonui
Nga Tatari Matapae me te Matapae Tono
Ko te whakamahinga tino whai hua o te AI i roto i ngā utanga ehara i te mea e tino kitea ana. Ka whakamahia e te tātari matapae te ako mīhini hei tirotiro i ngā au o mua, ngā whakaurunga o nāianei, me ngā tohu o waho hei matapae i te tono me te whakamahere mō ngā raruraru. Ka mahi mārire, i muri i ngā whakaaturanga, i roto i ngā pūnaha whakamahere, kia kore ai ngā raruraru e puta ki te mata o te kaituku. E ai ki a McKinsey, ka whakaitihia e te matapae whakarei ake i te AI ngā hapa i roto i te mekameka tuku mā te 30% ki te 50%. Ka whakaitihia e te matapae tono e whakahaerehia ana e te AI ngā hapa whakamahere ratonga ma te 30%, i te mea kua piki ake te tika o te whakamahere kaha utanga ma te 25% i waenga i ngā kaiwhakamahi. Ko te tikanga o aua tatauranga he iti ake ngā taraka takoto kau, he ipu pai ake te whakamahi, me te pai ake o te ōrite i waenga i te tuku me te tono tuturu mō te kaikawe e whakahaere ana i ngā rau ara.
He mea nui kia mōhiotia te whakamahinga mō te whakahaere i ngā whakararuraru. I te wā i whakarerekētia ai te huarahi o te maha o ngā waka i roto i te Moana Whero i te tau 2024, i taea e ngā kamupene whai tūāpapa tirohanga ā-AI te whakamahere i ngā huarahi hou, te kimi i ngā ETA hou, me te kōrero matatau ki ngā kaihoko i te wā e waea atu ana ā-ringa ana ō rātou hoa whakataetae ki ngā kaikawe. He rite tonu te tauira mō te pupū o te tauranga, te huarere kino, ngā porotēhi, me te korenga ohorere o te kaha. Mā te AI ka taea e te whakahaere utanga te whakatika i ngā raruraru i mua i te kitenga o ngā kaihoko, kaua e whakamārama i muri i te puta.
Arotautanga Ara me te Whakamahere Utaina Hihiri
Kua roa te ahunga whakamua o te arotautanga huarahi AI mai i te whakamahinga o ngā pūnaha TMS o te whakatupuranga tuatahi i ngā rauropi "ara poto rawa" māmā. Ka tangohia e ngā pūnaha hou ngā raraunga waka i te wā tūturu, ngā whāngai pupū o te tauranga, ngā matapae huarere, ngā ture hāora ratonga a ngā taraiwa, me ngā huringa o ngā utu wahie i te wā kotahi. Kātahi ka hangaia he huarahi e arotau ana i te utu katoa, kaua ko te tawhiti anake. E ai ki ngā kamupene e whakamahi ana i te AI hei arotau i ā rātou huarahi, he 25% te pai ake o tā rātou kawe utanga, ā, he 15% ki te 20% te iti iho o tā rātou whakamahinga wahie. Kua kite ētahi kaikawe i te hekenga o ngā maero taraka kau ki te 50% nā te whakamahere kawenga aunoa, e whakakotahi ana i ngā taonga hei whakaiti i ngā maero kau.
I te marama o Poutū-te-rangi 2025, i tukuna e Freight Technologies Inc. tana AI Tendering Bot me tana tūāpapa TMS. Nā tēnei i aunoa ai te tukanga tuku uta, i mua ko te tuku īmēra me te waea. Ko taua momo aunoatanga otinga-ira, e tāpirihia ana puta noa i ngā mahi maha i roto i te mahi utanga, koinei te huarahi e hangaia ai ngā tau whai huatanga whānui i roto i ngā rangahau whakauru AI.
Tuhinga Aunoa
I ngā wā o mua, ko te tuhi tuhinga utanga tētahi o ngā wāhanga tino ā-ringa, tino ngāwari ki te hapa, ā, tino roa hoki o te mekameka kawe. Ko ngā pire utanga, ngā whakapuakitanga tikanga, ngā tiwhikete takenga mai, ngā nama, ngā puka whakaritenga, me ētahi atu tuhinga katoa me whakauru raraunga tika, me whakawhitiwhiti kōrero, me te maha o ngā waitohu, ngā tāmati rānei mai i te neke atu i te kotahi tangata. Ka taea e ngā pūnaha AI Tukatuka Reo Māori (NLP) te pānui, te mārama, me te whakakī i ēnei pepa i te tere me te tika ake i tā te tangata. Ko ngā mahi kua whakamahi i te aunoatanga tuhinga AI kua whakaiti i ā rātou whakapaunga whakahaere tae atu ki te 40%. He rite tonu te kaha o te tautohe pono ki te tautohe whai hua, inā koa mō ngā utanga whakawhiti-rohe, i te wā ka taea e te hapa kotahi i roto i ngā pepa te arahi ki ngā tatari tikanga he nui ake te utu i ngā penapena i roto i te whakahaere.
Te Mākete i Muri i te Momentum: Ngā Raraunga Matua
E whakaatu ana te ripanga e whai ake nei i te nui o te moni e whakangaohia ana ki ngā hangarau whakahaere AI me te IoT i te tau 2025, i runga i ngā rangahau mākete o nāianei:
| wāhanga | Rahi o te Mākete 2024–2025 | matapae | CAGR |
| Ngā Pūnaha Whakahaere Utauta (Ao Whānui) | USD 19.76 piriona (2025) | $43.21 piriona hei te tau 2034 | 9.4 orau |
| IoT i roto i te Logistics | USD 61.17 piriona (2025) | $161.17 piriona hei te tau 2032 | 14.84 orau |
| Pūmanawa Tirohanga Mekameka Tuku | USD 1.74 piriona (2025) | $12.94 piriona hei te tau 2034 | 24.98 orau |
| Mākete Ratonga Honohono | USD 38.04 piriona (2024) | Te tipu kaha ki te tau 2030 | 14.9 orau |
| Te hangarau mohio ki te whakamahi i ngā utanga (CAGR tae noa ki te tau 2028) | - | - | 21.4 orau |
| Ngā Ratonga Whakahaere Ipurangi o te Ao (whānui) | USD 17.5 piriona (2024) | $809 piriona hei te tau 2034 | 46.7 orau |
E whakaatu ana ēnei tau kei te haere te rāngai i roto i tētahi huringa nui, ehara i te ngaru hurihuri o ngā haumitanga auaha. Kei te tipu haere te mākete pūnaha whakahaere utanga i te tere o te 9.4% ia tau. Kei te piki haere te mākete pūmanawa tirohanga mekameka tuku i te tere o te 25% ia tau. Koinei te paparanga e hangaia ana i runga ake. Ko te CAGR 46.7% o te mākete kawe waka e whakamahia ana e te IoT e whakaatu ana i te hanganga taputapu me te whakawhitiwhiti kōrero e taea ai ngā mea e rua o runga ake nei. Ko Āhia-Moana-nui-a-Kiwa te rohe tino tere te tipu nā te haumitanga ki ngā tauranga atamai me te tipu o te IoT pūkoro. Ko te US te whenua e whakamahia ana te nuinga o ngā hanganga i Amerika Te Raki. Ko te uara o te umanga kawe waka e whakamahia ana e te IoT he $6.65 piriona i te tau 2024, ā, e matapaetia ana ka piki ake i te tere o te 41.8% ia tau.
Te Aroturuki IoT Wā-Tūturu: Ngā Mea Ka Huri Ina Ka Taea e Koe te Kite i Ngā Mea Katoa
He pānga nui tō te tirohanga tūturu ki te mahi a te mahi utanga, ehara i te mea he mahi ā-pūmanawa noa iho. Ko te tukanga whakahaere okotahi, e uru ana ki te kimi me te whakahaere i ngā uta kāore i te haere pērā i te whakamahere, ka huri mai i te tauhohe ki te mahi matatau. Mena ka whakaroahia he ipu whakahohea-IoT i te tauranga whakawhiti, ka whiwhi te papatohu a te kaiwhakahaere utanga i te whakaoho i mua i te āwangawanga o te kaiwhiwhi. Ina piki, ina heke rānei te pāmahana i roto i te taraka pouaka whakamātao e kawe ana i ngā rongoā, ka tukuna e te pūoko he pānui i te wā tika hei whakamutu, engari kāore i te wā tika hei tuku pūrongo kino.
He tino whakamere ngā raraunga mō te mekameka matao. Mā te whakamahi i te IoT i roto i ngā mahi whakahaere mekameka matao kua pai ake te mahi a ngā taputapu ki te 25%. Nā te tātari matapae i roto i ngā mahi mekameka matao kua āwhina ki te aukati i te 75% o ngā raruraru i roto i te mekameka tuku. Nā te aroturuki me te IoT kua whakaitihia ngā tuku ngaro mā te 23% i roto i ngā kāwai utanga katoa. Ehara ēnei i te mea iti noa ngā painga mō ngā utanga e aro nui ana ki te wā, e nui ana rānei te utu, tae atu ki ngā hikohiko, ngā rongoā, me ngā wāhanga waka. Mā te karo i te rahunga o te mekameka matao ka taea te penapena moni nui atu i te utu katoa o te whakatinanatanga o te IoT mō te tau.
Kua roa te ahunga whakamua o ngā taupānga geofencing. Nā ngā pūnaha aroturuki IoT me te geofencing—ngā whakatūpato aunoa e tangi ana ina hē te huarahi o tētahi uta—kua iti ake te kitea o te tahae utanga me te ngaronga o te whakatakotoranga. Ko ēnei tikanga te mea tino kaha te whakamahi i runga i ngā uta o ngā taonga utu nui tae atu ki ngā semiconductors, ngā taonga papai, me ngā rongoā. Inaianei ko te whakahaere waka te 32.47% o te umanga kawe taonga IoT mā te tono. Ko te tere tipu ā-tau (CAGR) o te aroturuki rawa he 14.63% i te mea kua noho te aroturukitanga āhua hei paerewa mō ngā taonga utu nui.
He huarahi hou tēnei hei whai i ngā utanga moana. Mā te AIS (Aunoa Tāututanga Pūnaha) me ngā otinga matapae e whakamahia ana e te AI ka taea e ngā kaiwhakahaere utanga te kite i te wāhi tika o tētahi kaipuke, me te whakarato i ngā matapae ETA e whai whakaaro ana ki te huarere, ngā huringa o te huarahi, me te pupū o te tauranga. I te tau 2024, i piki ake te maha o ngā taputapu aroturuki e whakahohea ana e te IoT mō ngā utanga moana mā te 52% puta noa i te ao. Nā te mea i hiahia ngā umanga ki te aroturuki i ngā āhuatanga o te huarere i te wā tūturu mō ngā taonga e pāngia ana e te pāmahana. I tapahia e tētahi kamupene tohatoha ngā utu pupuri me te utu whakaheke mā te 40% mā te tuku noa i ngā whakatūpato whakaritenga tauranga wawe i muri i te tāutanga o te aroturuki e whakahohea ana e te IoT. He hokinga mai kotahi tēnei ki te haumitanga (ROI) e taea te whakaatu, e whakamana ana i te take pakihi mō te whakatinanatanga.
Ngā Taupānga AI me te IoT i roto i te Utauta: Ngā Mahi me ngā Tuku
| Taupānga AI/IoT | He Aha Te Mea | Hua ine |
| Matapae Tono Matapae | Tātarihia ngā raraunga hītori + wā-tūturu hei matapae i ngā rahinga utanga | Ka whakaiti i ngā hapa o te mekameka tuku 30–50% (McKinsey) |
| Arotautanga huarahi AI | Ka hurihia ngā ara i runga i te waka, te rangi, te tūnga o te tauranga | Tukunga tere ake 25%; whakahekenga wahie 15–20% |
| Aroturuki Tukunga IoT Wā-tūturu | Te tirohanga ora e ahu mai ana i te GPS/pūoko puta noa i te haerenga katoa | He whakaiti i ngā utu kawe waka 20–30%; he whakaiti i ngā uta ngaro 23% |
| Te Tiaki i te Rōpū Whakahaere Matapae | Ka aroturuki i te hauora o ngā waka, ka tohu hoki i ngā hapa i mua i te puta mai | Tae atu ki te 40% te iti iho o ngā utu tiaki; 50% te iti iho o te wā whakatā |
| Ngā Tuhinga Aunoa (NLP) | Pānuihia, whakakīia, me te tuku i ngā BoL, ngā puka tikanga, me ngā nama nama | Kua heke ngā utu whakahaere ki te 40%; tata kore ngā hapa ā-ringa |
| Utu Hihiri AI | Ka whakarerekē i ngā utu utanga i te wā tūturu mā te tono me te kaha | Te hekenga o te utu kawe waka 15–20%; te whakahaere tawhē kua whakapaitia |
| Aroturukitanga IoT mekameka makariri | Ngā whakatūpato pāmahana/haumākū tonu mō ngā utanga tairongo | 25% te pai ake o te whai huatanga o ngā taputapu; 75% te iti iho o ngā whakararuraru |
| Whakahaere Okotahi AI-Powered | Ka tohu i ngā peka ke; ka tūtohu aunoa i ngā mahi whakatika | Whakatau tere ake; 15% teitei ake te makona o te kiritaki |
Ngā Wero Kāore e Taea te Whakakore
He kaha te tautoko i te AI me te aroturuki wā-tūturu i roto i ngā utanga, engari kei reira tonu ngā raruraru nui me whakatau i mua i te whakamahinga whānui. Kāore te umanga e āwhina i a ia anō mā te whakaiti i ēnei raruraru. Ko ngā raruraru kua whakarārangihia i raro nei he raruraru tūturu e pāngia ana e ngā kamupene kawe waka o ngā rahi katoa.
| wero | Paanga-Ao-Tuturu | Whakaiti Mahi |
| Te haumitanga nui ki te IoT/AI i mua | Ka ārai i ngā SME; ka puhoi te kitea o te ROI | Tīmata ki ngā ara tino mōrearea; whakamahia ngā tūāpapa IoT ohaurunga |
| Whakaurunga TMS/WMS tawhito | Kāore ngā taputapu hou e hono atu ki ngā pūnaha tawhito | Ngā hononga API whakamātautau; te whakarite i ngā tūāpapa kapua-taketake |
| Ngā ngoikoretanga o te haumarutanga ipurangi | Ko te Logistics te tino ūnga o te ransomware | Hanganga kore-whakawhirinaki; whakangungu hītinihanga kaimahi |
| Te nui rawa o ngā raraunga me te kore e tātari AI | Ngenge mataara; ka puhoi haere ngā whakataunga | Te kimi i ngā āhuatanga rerekē o te AI hei whakaatu i ngā tohu mahi anake |
| Te āputa o ngā pūkenga kaimahi | Kāore e taea e ngā tīma te tango i te uara katoa mai i ngā taputapu | Te whakapakari pūkenga hanganga; ngā atanga pairati AI |
| Ngā paerewa raraunga kāore i te ōrite | Kāore ngā raraunga aroturuki maha-kawe e ōrite ana | Whakamahia ngā paerewa tau BoL/ipu noa mā roto i ngā API |
Me aro nui te haumarutanga ipurangi ki tēnei kaupapa. I te mea ka hono haere ngā mahi utanga mā te Ipurangi o ngā Mea (IoT) me ngā API e hono ana i ngā kaituku, ngā kaikawe, ngā mana whakahaere tikanga, me ngā kaiwhakahaere tauranga, ka nui haere te whakaekenga mō te ransomware me te tahae raraunga. Ko ngā rangahau mōrearea ipurangi e whakatakoto ana i te kawe waka me te whakahaere ratonga ki te tihi o te rārangi o ngā ahumahi e tino arohia ana. Ko te whakaeke ransomware e kati ana i te TMS a te kaikawe i te wā tino pukumahi ka nui ake te utu i ngā mahi haumarutanga i taea ai te aukati. Me rite te pakeke o te tūnga haumarutanga ipurangi a te kaiwhakahaere ki tōna hanganga matihiko, kaua ki muri.
He rite tonu te āhua o te whakahaere. E ai ki te Rangahau Rautaki ā-Wā o Gartner, ko tētahi o ngā raruraru nui e aukati ana i ngā pakihi ki te whiwhi uara mai i ā rātou haumitanga hangarau ehara i te hangarau tonu, engari ko te kore e mahi tahi ngā tāngata, ngā tukanga, me ngā taputapu matihiko. Ko ngā miihini taunakitanga AI kāore e whakamahia ana e tetahi, ngā papaaho aroturuki kāore e tirohia ana e tetahi, me ngā whakaoho hapa e haere ana ki ngā pouakaroto kāore e tirohia ana e tetahi, he tohu katoa ēnei o te raruraru kotahi: kei te tere ake te whakamahinga o te hangarau i te kaha o te ahurea o te pakihi ki te whakahaere. Ko ngā kamupene e whakamahi pai ana i ēnei taputapu kua hanga te taha tangata o te tangohanga kia rite ki te whakamahere, pērā i te taha hangarau.
Ngā Hangarau e Whai Ake Nei
He maha ngā hangarau hou e ahu whakamua ana mai i ngā kaupapa whakamātautau ki ngā tono utanga arumoni, ā, koinei ngā huringa nui e whai ake nei i roto i te whakahaere utanga.
Ko te kaupapa e kōrerohia ana ko ngā taraka taraiwa-whaiaro. Kei te whakahaerehia kētia ngā taraka e whakamahia ana e te AI me ngā pūoko matatau, te whakatere ako mīhini, me te tukatuka raraunga wā-tūturu i runga i ētahi rori i te United States. I te tau 2030, e matapaetia ana ka mahia te 11% o te kawe utanga e ngā taraka taraiwa-whaiaro. E kite ana ngā kamupene pēnei i a UPS me Amazon i ngā kaupapa waka taraiwa-whaiaro he haumitanga hanganga rautaki, kaua ko te hangarau hou anake. Tērā pea ka tino kitea ngā pānga i roto i ngā mahi tawhiti i waenga i ngā pokapū i roto i ngā wā tata nei. Whai muri i tēnā, ka whānui atu rātou ki ngā āhuatanga tuku whakamutunga, he uaua ake tonu mai i te tirohanga ture me te tirohanga ā-tinana.
Ko ngā māhanga matihiko, he tārua mariko o ngā hanganga whakahaere tūturu e whakahoutia tonutia ana ki ngā raraunga IoT ora, kei te piki haere te rongonui hei taputapu whakamahere me te whakatauira. I mua i te haumi tūturu, kei te whakamahi ngā kaiwhakahaere whare putunga i ngā māhanga matihiko hei whakamahere i ngā huringa tahora me te whakahaere i ngā horopaki o te wā pīki. Ina tukuna tonutia ngā raraunga pūoko IoT ki tētahi māhanga matihiko, ka noho hou tonu te tauira. Mā tēnei ka nui ake te tika o te whakamahere me te whakatau i ngā whakataunga i te whakamahi i ngā whakaahua tawhito.
Kei te mārama haere te mahi a te poraka mekameka i roto i te utanga. Ehara tōna uara i te whakakapi i ngā pūnaha aroturuki o nāianei; engari i te hanga tuhinga kāore e taea te whakarerekē, ā, ka taea te tohatoha i waenga i te hunga kāore e whakawhirinaki ana ki ngā tuhinga a tētahi ki tētahi. Ina puritia i runga i te poraka mekameka, kāore e taea te whakarerekē i ngā pire utanga, ngā tiwhikete takenga mai, me ngā here tikanga, ā, ka taea te tirotiro e te katoa i te wā kotahi. Ko ngā kirimana atamai e utu aunoa ana ina whakaūtia te tuku, e tuku ana rānei i ngā here tikanga ina whakaatu ngā raraunga pūoko kua tutuki ngā tikanga tuku, ka whakaiti i ngā tautohe me ngā huringa whakahaere i roto i te huarahi nui. I te hauwhā tuatahi o te tau 2025, i mahi tahi a UPS me Microsoft ki te whakamahi i te AI me te Ipurangi o ngā Mea (IoT) hei whakapai ake i ngā mahi kawe. I te hauwhā tuarua o te tau 2025, i kohia e Flexport te $100 miriona i roto i te pūtea Raupapa E hei whakatipu i tana tūāpapa kawe IoT. E whakaatu ana ēnei whakatutukitanga tata nei kei te kaha tonu te haumi ki te ngaru e whai ake nei o te hangarau utanga, kāore i te puhoi.
Te Hanga a Topway Shipping mō tēnei Taiao
Mai i te tau 2010, he kaiwhakarato matatau a Topway Shipping mō ngā otinga whakahaere hokohoko ipurangi whakawhiti-rohe. Kei Shenzhen, Haina tōna tari matua. Neke atu i te 15 tau te wheako o te tīma whakatū i roto i ngā mahi whakahaere ratonga o te ao me te whakawātea tikanga, me te nui o te mōhiotanga ki te kawe waka mai i Haina ki Amerika, koinei tētahi o ngā ara uta tino pukumahi me te tino uaua o te ao. Ka hipokina e ngā ratonga te mekameka whakahaere ratonga katoa, mai i te kawe waka tuatahi ki tāwāhi. whare patu ki te whakawātea tikanga tāke ki te tuku whakamutunga. Ka tukuna anō hoki e rātou ngā huarahi ngāwari mō te uta kaipuke FCL me te LCL mai i Haina ki ngā tauranga nui o te ao.
Kei te hangaia e te AI me te aroturuki wā-tūturu ngā huringa ka taea e ngā kiritaki a Topway te kite me te rongo. I te wa e tuku taonga ana i waenga i a Haina me te US, he maha nga ture e tere ana te huri, penei i nga huringa o te whakarōpūtanga tari, nga whakaritenga pepa ritenga, me nga whakatau mo te huarahi e arahi ai nga taonga ma roto i nga tauranga. Kaore he tauira whakahaere pumau e taea te pupuri i enei huringa. Ko te kaha ki te whai i nga tuku i te wa-tūturu, te whakahaere aunoa i nga pepa, me te whiwhi whakatupato mo te whakakorenga ritenga i mua i te puta ehara i te mea taapiri i roto i tenei ara; he whakaritenga taketake mo te ratonga pai. Ko nga hononga roa a Topway me nga kaikawe, te mohio ki nga tikanga ritenga, me nga hanganga hangarau ka hoatu ki nga kiritaki te urunga wā-tūturu ki a raatau Haina-US Engari i te tatari mo nga whakahoutanga, ko te mekameka tuku.
Mō ngā kamupene e whakawhānui ana i ā rātou mahi hokohoko ipurangi whakawhiti-rohe, ko ngā āheinga putunga me ngā āheinga whakamutunga a Topway, e ahu mai ana i te tirohanga raraunga kotahi e whakahaere ana i te wāhanga utanga moana, ka hangaia he mekameka tuku e mahi ana hei pūnaha hono, kaua hei raupapa tuku. Ko te tikanga o tēnei, ka pā tika te tika o te whakamahere rawa ki te pai o te rere o te moni. Mā te AI me te IoT e whakaara ake ana i te pae mō te āhua o te tirohanga whakahaere utanga, ko taua huarahi whakauru te mea e wehewehe ana i te hoa mahi kawe mai i te kaihoko kawe.
He aha te tikanga o tēnei mō ngā kaiwhakatau utanga o ēnei rā
Mō ngā kaiwhakahaere ratonga me ngā kaiwhakahaere mekameka tuku e whakatau ana i ngā whakataunga hangarau i tēnei wā, e kitea ana te hiahia rautaki, ahakoa kāore ngā kōwhiringa whakatinanatanga i te tika: me puta tuatahi te hanganga tirohanga i mua i te taea e ngā tono AI matatau ake i runga ake nei te whakarato uara. Mena ka whakamahia e koe ngā raraunga tawhito hei whakahaere i tētahi miihini tātari matapae, ka puta he matapae tawhito. Ko tētahi tikanga utu hihiri e kore e taea te aroturuki i te kaha o te kaikawe wā-tūturu ka hanga he kōwhiringa kāore e ōrite ki te mākete. Ko te kaupapa matua ko te whakarite kia whiwhi ngā pūnaha i ngā raraunga wā-tūturu, pono, auau ka taea e rātou te whakamahi.
Ko te tuarua o ngā kōwhiringa e pā ana ki ngā hoa mahi. I roto i te mākete e kōrero ana ngā kaituku utanga katoa me te 3PL mō te AI i roto i ā rātou pānuitanga, ko te mea anake e wehewehe ana i a rātou ko te taea e te hangarau te hono atu ki ngā raraunga whakahaere wā-tūturu, te tuku putanga ka taea te whakamahi, me te mahi tahi me te TMS, te ERP rānei a te kaituku. Engari i te titiro noa ki te PowerPoint āheinga, tonoa he hoa mahi kawe waka pea kia ārahi i a koe i roto i tā rātou tukanga whakahaere tūponotanga, whakaatu ki a koe me pēhea te hono atu o tā rātou API aroturuki, me te whakamārama me pēhea rātou e whakatūpato ai i a koe ina hiahiatia te whakakorenga tikanga. Mā tēnei ka wehea te matū whakahaere mai i te tūnga.
Ko ngā kamupene ka tino pai ki te whakahaere utanga mō ngā tau e toe ana o tēnei tekau tau ko rātou e hanga ana i runga i te hanganga raraunga-tuatahi. Kei roto i tēnei ko te tirohanga ā-IoT puta noa i ngā momo katoa, te tautoko whakatau ā-AI i ngā wāhi whakatau whakahaere katoa, me te ahurea e akiaki ana i te tangata ki te mahi i runga i ngā kōrero a ngā raraunga. Kei reira te hangarau. Kua tuhia te taunakitanga o te ROI. Ko te mea anake e toe ana ko te tere ake i te whakatinanatanga, koinei te mea e hoatu ana ki a koe he painga whakataetae i roto i te mākete e puta ai ngā raruraru mekameka tuku i ngā wā katoa.
Opaniraa
Kei te pāngia te pakihi whakahaere utanga e tētahi panonitanga nui ka maumaharatia he rite te hiranga ki te whakaurunga ipu. Kāore te AI me ngā hangarau aroturuki-wā-tūturu e whakangāwari ake i ngā tukanga o nāianei; engari, kei te whakarerekē rātou i te huarahi e whakamaheretia ai, e whakahaerehia ai, e aroturukitia ai, e whakahokia mai ai ngā utanga mai i ngā tūponotanga. E whakamārama ana ngā raraunga mākete i te huarahi e anga atu ana ngā mea: kei te piki haere ngā pūnaha whakahaere utanga, ngā hanganga whakahaere IoT, me ngā pūmanawa tirohanga mekameka tuku i ngā tere e whakaatu ana i te whakamahinga hanganga kaua i te haumitanga huringa.
He mea tūturu ngā painga, ā, ka taea te ine: Mā te whakamahi i te IoT ka whakaitihia ngā utu whakahaere mā te 20 ki te 30%, ka tere ake te wā tuku mā te arotautanga o ngā huarahi AI mā te 25%, ā, mā ngā hangarau matapae o te waka ka whakaitihia ngā utu tiaki mā te 40%. Ehara ēnei i te whakaaro noa mai i ngā kamupene hangarau; he hua tūturu ēnei kua pūrongohia e ngā kamupene kua whakamahi i ēnei tikanga, kua ine hoki i ngā hua.
Kei reira anō hoki ngā raruraru tūturu, pērā i te uaua o te whakauru i ngā pūnaha rerekē, te ngoikore o ēnei ki ngā whakaekenga ipurangi, te uaua o te kimi i ngā tāngata whai pūkenga tika, me te uaua hoki mō ngā whakahaere ki te whakatū i ngā pūnaha tangata e whai hua ai ngā haumitanga hangarau. Kāore tētahi o ēnei he rohe morearea ki te ora. Mā te whakamahere tupato me ngā hoa mahi tika, ka taea te whakahaere i ēnei katoa. Kāore e taea te whakahaere i tētahi kamupene utanga i te tau 2025 me te hanganga tirohanga o te tau 2015, me te tumanako kia whakataetae. Kei te poto haere te wā ki te hopu. Ko ngā kamupene e haumi ana ki te AI me te aroturuki wā-tūturu i tēnei wā, ehara i te mea kei te whakapai ake i ngā mea i ēnei rā anake; kei te whakatakoto hoki rātou i te turanga mō ngā mahi ka tino uaua ki ngā kamupene puhoi te tārua.
FAQs
P: E hia te kaha o te AI ki te whakaiti i ngā utu utanga?
A: E whakaatu ana ngā rangahau a McKinsey ka taea e te whakamahi i te AI te whakaiti i ngā utu whakahaere waka mā te 5% ki te 20%, i runga i te whakamahinga. E ai ki ngā kamupene e whakamahi ana i te AI ki te whakamahere huarahi, ka heke ā rātou whakapaunga wahie me te kawe waka mā te 15 ki te 20% i te toharite. Ka taea e te tiaki matapae te whakaiti i te utu o te tiaki i tētahi waka mā te 40%. Mā te matapae tono AI ka whakaitihia te utu o te tiaki i ngā taonga mā te 12%.
P: He aha te rerekētanga i waenga i te aroturuki GPS me te aroturuki utanga e hangai ana ki te IoT?
A: Mā te aroturuki GPS ka hoatu he mōhiohio ki a koe mō tō wāhi noho. He whānui ake te aroturuki e hangai ana ki te IoT nā te mea kei roto ko te tauwāhi GPS me ngā pūoko taiao e aroturuki ana i te pāmahana, te haumākū, te ru, me te honga. Kei roto hoki ko te telemetry hauora waka, ngā whakatūpato geofencing, me te hononga ki ngā whāngai raraunga tauranga me te tikanga. Mā te IoT ka taea e koe te kite i te nui atu i te wāhi kei runga i te mapi; ka taea hoki e koe te kite i te āhua o tana mahi me te aha e tupu ana.
P: He mea whai hua anake te aroturuki utanga wā-tūturu mō ngā umanga nui?
A: Kāore i ēnei rā. Nā ngā ratonga pūoko IoT e ahu mai ana i te ohaurunga me ngā tūāpapa tirohanga kapua-taketake kua taea e ngā pakihi waenga-mākete me ngā pakihi iti te aroturuki i ngā mea i te wā tūturu. Ko te huarahi pai ki te mahi i tēnei ko te tīmata ki ngā ara e tino whai hua ana, e tino tūpono ana rānei ki te whakararuraru, te whakatakoto i ngā whāinga ROI mārama, kātahi ka tipu ake i reira. I te tau 2025, ko ngā pakihi iti me te rahi-rahi ka eke ki te 55.7% o ngā moni whiwhi o te mākete kawe IoT.
P: He pēhea te āwhina a te AI ki te whakawātea i ngā tikanga tuku taonga i roto i ngā utanga whakawhiti-rohe?
A: Ka taea e ngā pūnaha AI e whakamahi ana i te NLP te whakarōpū aunoa i ngā taonga mā ngā waehere taripa, te whakakī i ngā puka whakapuakitanga tikanga, te tautuhi i ngā take tutuki i mua i te tukunga, me te hono i ngā nama ki ngā tuku. He tere ake, he tika ake hoki ēnei katoa i te whakauru ā-ringa i ngā raraunga. Mō te US me Haina, ka whakaitihia e ngā otinga tutuki ā-AI te tūponotanga o ngā pupuri, ngā whiu, me ngā utu mō te huri i te ara i puta mai i ngā hapa i roto i ngā pepa mahi, inā koa mō ngā utanga whakawhiti-rohe, kua tino rerekē ngā whakarōpūtanga taripa.
P: He aha ngā mōrearea haumarutanga tukutuku nui rawa atu i roto i ngā pūnaha utanga hono?
A: Ko ngā whakaekenga pūmanawa utu kino ki ngā waka me ngā ratonga kawe waka kei roto tonu i ngā mea tino kitea. Ko ngā tūmomo riri nui ko ngā whakaekenga pūmanawa utu kino ki ngā pūnaha TMS/WMS e aukati ana i ngā kaiwhakahaere utanga mai i ā rātou ake pūnaha i ngā wā pukumahi, ngā pakaru raraunga e whakaatu ana i ngā whakaaturanga tuku me ngā mōhiohio a te kiritaki, me te whakamahinga o ngā raraunga pūoko IoT hei huna i te tahae utanga. Ko te hoahoa whatunga kore-whakawhirinaki, te haumarutanga pito mutunga mō ngā taputapu IoT, me te whakangungu hītinihanga auau mō ngā kaimahi ētahi o ngā huarahi hei whakaiti i te mōrearea.
