Lub hauv paus nruab nrab ntawm cov kev sib tsoo sab hnub tuaj sab hnub tuaj yeem suav nrog cov tswv yim kev kawm kom muaj kev sib tsoo, kev kho kom zoo nkauj thiab kev kho kom zoo nkauj ntawm kev txhim kho kev ua haujlwm ntawm Ai hauv kev sib tsoo.
Nyob txo hwj chim, nyob pw tshaib plab
Kev sib tsoo tswv yimtus muajMike AndersonQhia txog qhov tseem ceeb ntawm kev ua kom zoo qauv tau ua tau nyob hauv cov khw hauv lub cev. Nws tau hais tias zoo rau kev saib xyuas cov neeg siv khoom lag luam- thaj chaw ua haujlwm thiab qhov chaw tsim khoom thiab qhov zoo li cov ntaub ntawv thiab kho.
Nws qhia tawm cov txheeb cais thiab cov qauv kev tuav pov hwm thiab hais tias cov neeg siv nyiaj yuav nce zuj zus.
Cov neeg tau txais cov neeg tau txais cov neeg tau txais kev pab ntau dua vim yog cov nqi them rau cov nqi nce, "nws tau piav qhia.
Tag nrho cov kev poob qis tau nce thiab nruab nrab khw lub nraub qaum tau qeeb rau ob peb hnub - tsawg dua ib lub lim tiam hauv cov kev lag luam feem ntau.
Nyob rau hauv lub teeb ntawm cov ncauj lus no, Anderson txhawb cov tswv thiab cov tswj hwm kom nyob "txo hwj chim thiab tshaib plab" hauv txhua txoj kev lag luam thiab tsom rau cov neeg siv khoom.
"Peb yuav tsum tau rov qab mus rau cov hauv paus, saib thiab saib xyuas kev txiav txim kho lub hli rau ib hlis rau lub xyoo," nws tau hais txog. "Nws yog lub sijhawm los ua hmoov av tawm ntawm cov qub Playbook; nws tseem tsis tau muaj kev txo hwj chim rau lub tsheb. Peb yuav tsum tsis txhob txo hwj chim rau tus tswv.
Hais txog OEM qauv, Anderson tau hais txog kev loj hlob ntawm cov tsheb cov tswv lag luam, suav nrog software} {1} {{{{3} {yam qiv.
Los ntawm 2030, Anderson tau hais tias, cov kev pabcuam digital tuaj yeem tsim ntau npaum li $ 1.5 trillion hauv cov nyiaj tau rau kev lag luam thoob ntiaj teb, nce mus rau 40% ntawm kev lag luam tsheb tau los ntawm 2040, raws liXwm txheej.
Anderson tau taw qhia cov neeg siv khoom xav tau cov kev paub ntawm tus kheej ntau dua thiab lub tsheb ntawm lub neej yav tom ntej yog ntau tshaj li kev thauj mus los xwb.
Hais txog cov neeg siv khoom, Anderson lees paub lub sijhawm muaj teeb meem. "Qhov uas tsis muaj kev sib txuas lus, negativity yeej ib txwm nyob rau qhov khoob," nws hais.
Tus taw qhia tseem ceeb tshiab qhia, raws li Anderson, yog ntes tus nqi. Nws pom zoo kho cov neeg kho mob tsom rau cov neeg siv khoom them thiab ua raws cov kev kwv yees tsis muaj kev nyab xeeb thiab daws tsis txaus ntseeg. Nws txhawb cov neeg tuaj koom AI thiab kom "paub koj cov nyiaj txiag." Nws tau tawm tswv yim hais tias kev tuav pov hwm lub siab yuav nce thiab hais tias muaj kev kwv yees qhov teeb meem.
Thaum lub sijhawm sib tham sab hnub tuaj sab hnub tuaj sab hnub tuaj sab hnub tuaj
"Feem ntau cov oEMS, yog tias tsis yog txhua yam, yuav muaj ntau yam kev tshuaj xyuas kev nyab xeeb rau cov tsheb uas tau koom nrog kev sib tsoo," sau tseg Andefore. Cov no suav nrog kev txheeb xyuas txhua qhov kev nyab xeeb ntawm cov khoom siv uas yuav tsum tau tshuaj xyuas, tshem tawm lossis hloov chaw, thiab ntu.
Nws tham txog qhov tseem ceeb ntawm kev kuaj xyuas cov txheej txheem txhawb (SRS) thiab qhia tawm ntawm cov uas sib tham, 35% yog them "lossis" feem ntau. "
"OEM cov txheej txheem sib txawv raws li kev coj raws li oem xyoo, ua thiab ua qauv," nws tau piav qhia. "OEMS feem ntau yuav tsum tau tshuaj xyuas thaum lub dav hlau tso tawm, tab sis kuj yog nws tsis tso."
Nws haisTxhuadataSim muab cov no "Kev Kho Mob & Kev Tshuaj Xyuas Yuav Tsum Tau Tom Qab Collonis;" Txawm li cas los xij, nws pom zoo nrhiav lwm thaj chaw kom paub meej tias.
Cov ntsiab lus ntxiv nws them nrog cov kauj ntu, txoj siv sia ntawm lub rooj, cov qauv lub cev thiab lub kauj lub rooj sib dhos.
Txhim kho hauv lub tsheb thev naus laus zis
Thaum lub sijhawm sib tham sab hnub tuaj sab hnub tuajKyle Bradsha, tus thawj tswj hwm ntawm CCA thiab tus thawj coj ntawm cov haujlwm ruaj khov ntawmK & M sib tsooCov. Cov koom nrog suav nrogBud Center, Tus Thawj Coj ntawm cov khoom lag luam thiab cov ntawv kawm ntawm kuv - lub tsheb;Barry Dorn, tus Lwm Thawj Coj ntawmDorn lub cev thiab xim; John eck, GmTus thawj tswj hwm ntawm cov kev daws teeb meem;Casey Hamilton, Tus Thawj Saib Xyuas Laus ntawm cov ntawv pov thawj kev sib sau ua ke ntawmRivian; thiabDane Rounkels, lag luam wholesale chaw ua lag luam National Tus Thawj Coj ntawmAmerican Hasdas Lub Tuam Txhab Tsav Tsheb.
Cov Vaj Huam Sib Luag tau tham txog kev nce qib tshiab hauv tsheb thev naus laus zis thiab cov txheej txheem ua haujlwm nrog adas pitibrations thiab pre {{{{{1} {1} {1} {1} {1}- scans.
"Ib qho ntawm qhov tseem ceeb tshaj plaws los ntawm kev sib tham tau yog qhov kev pom zoo nyob ib ncig ntawm cov txheej txheem kev kho kom zoo dua qub, tshwj xeeb tshaj yog hloov kho nrawm nrawm ntawm kev nrawm nrawm," piav qhia txog Bradshaw. "Txhua lub vaj huam sib luag tau coj ib qho kev xav tshwj xeeb, tab sis lawv txhua tus echoed tib chav: thaum ua ntej - nws hais txog kev nyab xeeb thiab kev lav phib xaub."
Bradshaw tau hais tias tus vaj huam sib luag tseem tau kov cov kev lag luam ib txwm muaj: underestimating yuav ua li cas txaus siab thev naus laus zis ntau tshaj plaws txawm tias qhov kev kho tshiab tshaj plaws.
"Raws li cov tsheb ua ntau dua, cov sib txawv ntawm 'dab tsi uas tau txais thaum lees' thiab 'dab tsi yog tam sim no yuav tsum' yog widening," tau nthuav tawm. " "Yog vim li cas thiaj sib tham zoo li no yog ib qho tseem ceeb heev thiab sib qhia cov ntaub ntawv kev lag luam no {}} dav yog qhov tseem ceeb."
Nws hais txog qhov tseem ceeb ntawm cov kws tshaj lij, cov phiaj xwm thiab kho kom haum thiab tiv thaiv lawv cov neeg siv khoom thiab lawv cov lag luam.
"Thaum peb khaws kev sib txuas lus ntws ntawm cov khw, OEMS thiab cov muab kev cob qhia, peb txhua tus sawv ua ke {}} Thiab thaum kawg, tus neeg siv khoom siv," nws ntxiv.
Kev tuag ntawm tus kwv yees lub luag haujlwm
Andrew Batenhorst, tus thawj tswj hwm lub cev ntawmPacific kev sib tsoo chawNyob rau hauv Glendale, Ca, koom nrog Sab Nraud Sab Laj Tham Txog Kev Koom Tes Tuaj Txog Yuav Ua Li Cas Teeb Lub Khw Lub Neej Ntawm Lub Neej Yav Tom Ntej. Batenhorst piav qhia tias vim li cas cov kev txiav txim siab ua haujlwm yog ua rau muaj kev puas tsuaj loj rau kev lag luam thiab sib tham txog qee qhov pitfalls cuam tshuam nrog tus kwv yees li cas.
Cov no suav nrog tsis muaj sijhawm los tshawb fawb kho cov lus qhia thiab tsis tau nthuav tawm rau lub tsheb disassembly, ua rau muaj kev ua haujlwm tsis tu ncua, seem thiab cov khoom siv. Lwm qhov pitfalls nws tau hais tias tsis muaj sijhawm txaus los tiv thaiv txoj kev npaj kho kom zoo nkauj thiab kev tswj hwm cov chaw ua haujlwm, tswj cov lag luam sublet thiab lwm yam.
Nws tseem muab cov lus qhia txog yuav ua li cas tsim cov pab pawg neeg sawv cev, tus pab tus neeg npaj khomob uas siv tau los yog muaj cov haujlwm npaj cov qhua tuaj noj mov
"Qhov no tseem tuaj yeem ua raws li kev noj pub mis rau kev loj hlob yav tom ntej hauv lub khw lub cev," nws tau sau tseg.
Cov neeg uas tau koom parenhorst cov lus nthuav qhia tau kawm paub tsim qauv tus kheej cov txheej txheem kev ua haujlwm (sop).
"SOP kev txhim kho yog cov neeg tsis muaj zog hauv kev lag luam no, thiab ntau lawm kev ua kom du ntau dua li cov sop uas tsis tsim los ntawm thiab nrog pab pawg uas yuav siv rau."
Txhawm rau ua piv txwv yuav ua li cas tsim cov sop, nws nug peb pawg me me los tsim cov sop rau kev ua txiv laum huab xeeb thiab jelly sandwich.
"Txhua tus hu tawm cov kauj ruam sib txawv, cov khoom xyaw txawv thiab sib txawv uas yuav tsum tau ua cov kauj ruam," nws tau piav qhia. "Yog tias koj overlay Qhov kev xav no rau hauv lub khw lub cev, nws yooj yim pom vim li cas cov lus no xav tau ua kom muaj cov khoom lag luam zoo ib yam thiab yog qhov kawg ntawm cov sop."
Nws lees paub qhov zoo tshaj plaws ntawm kev tawm dag zog yog li cas cov neeg tuaj saib reacted. "Ib puas tus neeg nyob hauv chav tsev tau muab nws lub qhov muag tsis tshua zoo thaum ua ntej [tsis muaj cov ntsiab lus hais tias, tab sis tom qab ntawd, ntau tus neeg tau sib piv," nws tau hais. "
Zam rau cov nqi tiag tiag
Rick Selover, National Tus Thawj Tswj Haujlwm rauGarmat Tebchaws Asmeskas Tsuag Lub Rooj Muag KhoomThiab tus tsim thiab tus tswv ntawm lub siab ciaj ntswj, sib tham txog cov hauv paus cag ntawm cov chaw ua haujlwm kom qeeb. Selover tau piav qhia yuav ua li cas thiaj li yuav txheeb xyuas thiab rhuav tshem cov hauv kev rau cov dej pleev xim kom ua tiav.
"100% ntawm cov haujlwm muaj qee cov av thiab feem ntau ntawm cov av yog tiv thaiv tau," tau hais lus cem.
Thaum lub sij hawm nws tseem nthuav tawm kev sib tsoo sab hnub tuaj, muaj feem cuam tshuam txog peb qhov chaw ntawm cov av tsis huv uas qeeb qeeb: Tsheb, lub rooj muag khoom thiab cov neeg pleev xim. Nws qhia tus nqi ua noj ua haus ntev, suav nrog cov nqi ua haujlwm uas ua haujlwm, thiab tham txog yuav ua li cas txhawm rau txo nyiaj nyiaj txiag.
Selover tau hais txog tus nqi ntawm kev siv cov xim pleev xim kev coj ua zoo thiab pab tswv yim tiv thaiv kev tiv thaiv thiab cov lus qhia tau txais yuav ua li cas.
"Cov txheej txheem kev ua haujlwm cov txheej txheem (sops) tsim cov txiaj ntsig zoo ib yam rau cov txheej txheem xim," nws hais. "Lub hom phiaj yog txhawm rau txheeb xyuas thiab cov teeb meem daws teeb meem ua ntej lawv nce mus rau hauv cov kev pab cuam them nqi, txo qis kev ua haujlwm, txhim kho cov cuab yeej siv nyiaj txiag."
Strele Strele Strele Kho Tswv Cuab
Danny Gredinberg, cov thawj coj rau database li guardway (DEG), thiabKyle Motzkus, Kev lag luam sib tsoo cov kws tshaj lij, hais txog qhov kev loj hlob sib tw ntawm cov ntaub ntawv tshaj tawm los ntawm kev sib tsoo niaj hnub no thiab yuav ua li cas ntawm txoj kev npaj hloov chaw.
Nrog rau kev nce zuj zus ntawm tsheb thev naus laus zis, kev kho cov txheej txheem thiab cov ntaub ntawv ua tau zoo yog qhov tseem ceeb rau kev npaj siab thiab, thaum kawg, kev lag luam tau.
Gredinberg qhia cov khw siv cov peev txheej siv thiab cov ntaub ntawv mob siab rau kev kho thiab ua haujlwm tswj cov ntaub ntawv rau ib tus neeg kom nkag tau yooj yim.
"Thaum siv ib feem peb {{-}}}}}}}}}}}}}}} Kev ntseeg siab tab sis txheeb xyuas cov ntaub ntawv tau txais," Gredinberg qhia. "Ua tus kws tshaj lij lag luam los ntawm kev tshawb nrhiav cov ntaub ntawv cuam tshuam rau lub tsheb tau kho kuj pab nrhiav cov txiaj ntsig sai dua txhua zaus koj tshawb fawb."
He said in-house research is always best, but third-party sources can be helpful.
Gredinberg tau qhia tawm ntau dua meej thiab raug kev npaj kho cov phiaj xwm ua rau cov khw muag khoom zoo dua.
"Lawm, thaum ntes tag nrho cov haujlwm uas yuav tsum tau ua qhov kev kho kom meej, cov nyiaj daus las uas yuav tsum tau rov qab los raws li ntawd," nws ntxiv.
Motzkus hais tias lawv cov lus tshaj tawm nyob rau sab qab teb kev sib tsoo stuffmed los ntawm dab tsi nws ua nyob rau hauv lub khw {}}
Nws hais tias hais cov ntaub ntawv tshaj tawm yog txhua yam ntawm ib clicé: "Cia nws yooj yim, ruam."
"Qhov ntawd tsis txhais tau tias kom koj txoj kev npaj kho kom yooj yim," nws qhia. "Uas yuav tsum tau yog ib lub hauv paus ntawm cov zoo - Xav nws yooj yim yog li koj cov ntaub ntawv yog xwm txheej ntawm txhua tus neeg tau txais nws."
Nws hais txog qhov tseem ceeb ntawm kev sib sau ntawm peb tog.
"Tus neeg yuav xav tau nkag siab txog vim li cas, tus kws tshaj lij yuav tsum paub thiab nkag siab txog cov ... thiab tus cab yuav tsum paub txog qhov twg thiab thaum nws hais.
Nws tawm tswv yim xav txog cov ntaub ntawv xws li daim duab Venn, uas siv cov voj voog uas sib txawv, sib txawv thiab kev sib raug zoo. "Txhua yam ntawm nws sib tshuam hauv nruab nrab kom txhua tus paub me ntsis ntawm txhua yam ... tab sis txhua yam tseem nyob twj ywm," nws tau piav qhia.
Nyiaj Txiag Loj Hauv Rhiav Koom Tes
Lee maj, tus thawj coj ntawm kev pab txhawb nqa kev lag luam rauSherwin - Williams, tham ntawm Sab Hnub Tuaj Sib Tham txog kev sib cav sib ceg txog kev sib koom ua ke, ib qho kev hloov pauv ntawm 5S txoj kev ua haujlwm ntawm cov koom haum. Rhiav lub koom haum hais txog kev ua haujlwm hauv kev ua haujlwm, suav nrog ob qho chaw ntawm lub cev thiab digital, txhawm rau txhim kho kev ua haujlwm, tsom thiab khoom lag luam. Nws suav nrog cov hau kev los siv tib neeg, chaw thiab khoom siv rau qhov siab tshaj plaws hauv qab {kab kev cuam tshuam.
Rush pom zoo teeb tsa ib qho chaw ua haujlwm uas ua rau muaj kev nkag siab rau tus kheej, thiab hais Rhiav tsim yog qhov tseem ceeb ntawm lub khw agile.
"An agile work environment can be structured in a way that makes it self-explaining, self-ordering and self-improving and can be managed more easily," he noted. "Ib qho tawm - {5} Cov teeb meem txheem tam sim ntawd thiab tuaj yeem hloov kho sai sai thiab sai sai thiab sai tau hloov kho cov kev tawm tsam ntau lawm."
Nws sib tham txog qee cov txiaj ntsig ntawm cov koom haum chaw ua haujlwm, xws li hloov chaw nyob hauv lub chaw sib tsoo kom haum rau cov chaw tsim khoom thiab tsis paub txog hauv av ntau lawm.
Kev maj pom kev npaj ua haujlwm ib ncig ntawm cov haujlwm txawj ua kom ntseeg tau qhov zoo tshaj plaws siv ntawm tus kws tshaj lij cov txheej txheem.
"Qhov laj thawj tseem ceeb tshaj plaws los npaj koj qhov chaw ua haujlwm yog ua kom koj txoj kev ua haujlwm," nws tau piav qhia. "Hauv kev lag luam uas kho sijhawm kho tam sim no tau nce ntxiv, cov kws qhia siv sijhawm ntau dua ntawm lawv cov hnub ua haujlwm kho tsheb."
Nrog rau kev lag luam nruab nrab kov lub sijhawm ntawm 2.6 teev sijhawm ua haujlwm yog lub sijhawm zoo tshaj plaws, tsis yog rau lub neej zoo uas los nrog nws.
"Kev ua kom zoo ntawm koj txoj haujlwm yog peb lub neej tom ntej," maj qhia. "Nws yog qhov tsis pom meej thiab muaj sia nyob rau peb mus rau ib qho qauv lag luam muaj txiaj ntsig ntau dua thiab vam meej hloov pauv thiab tsis tau paub txog."
Nws hais tias tus qauv qub tsis tuaj yeem txhawb nqa qhov kev hloov pauv ntawm kev lag luam kev sib tsoo.
"Los ntawm kev tsom mus rau qhov kev ua kom zoo lossis kev siv ntawm koj lub zog ua haujlwm, koj lub khw yuav tsis tsuas muaj sia nyob tab sis yeej," ntxiv maj. "Nrog tsis tu ncua kev ua lag luam kev ua lag luam kev ua lag luam, muaj cov nyiaj hauv kev cob qhia ua kom ntseeg tau tias koj ua kom koj ua tau zoo rau koj txoj kev ua haujlwm."
Noj cov blinds cov chaw tawm ntawm Adas calibration
Steve Dawson, tus thawj tswj hwm hauv cheeb tsam ntawmAdter Engineering, muab kev pom ntawm Adas calibration. Dawson tau tham txog cov txiaj ntsig ntawm kev siv pawg neeg ua tiav thaum ua tiav cov adas calibration, txawm tias nws tau ua nyob rau hauv- lub tsev lossis subblet. Nws kuj tau hais txog ntau ntawm cov pitfalls thiab kev cov nyom hauv cov khw niaj hnub no thaum ua yeeb yam muaj txiaj ntsig thiab yuav ua li cas daws lawv.
Cov no suav nrog kev ntsuas thaj chaw thiab kev xav tau ib puag ncig los muab cov ntsiab lus uas yuav tsum tau ua kom ntseeg tau tias yog qhov tseeb. Nws tseem hais lus tias cov sijhawm teem caij paub txog ntau hom kev sib piv thiab txiav txim siab yog tias huab cua cuam tshuam rau kev xa khoom vim muaj kev kub ntxhov ntau.
Txhawm rau pab cov tswv khw thiab cov thawj tswj hwm Nrhiav cov kws tshaj lij rau lawv cov chaw, Daws GNATE Scan Tuam Kev Dog Kho, programming thiab cov ntawv sau xov xwm.
AI nyob rau hauv kev sib tsoo
Nyob rau hauv kev nthuav qhia nyob rau hauv kev sib tsoo sab hnub tuaj sab hnub tuaj txog kev siv dag ntxias (kabmob AI) hauv kev sib tsoo,Taylor Moss, Tus thawj tswj ntawm cov pab pawg kho kom ntse ntawmTxoj mov, muab ib qho kev tshawb nrhiav rau hauv kev cuam tshuam rau qhov cuam tshuam ntawm qhov zoo, phem thiab dab tuag ntawm Ai hauv kev lag luam. Cov neeg tuaj koom tau kawm txog cov txiaj ntsig ntau AI muaj, suav nrog txhim kho cov neeg siv khoom sib txuas lus, kev ua haujlwm zoo thiab lub peev xwm los txhim kho kom zoo.
TAYLOR hais txog qee qhov kev sib tw tseem ceeb, xws li cov nqi siab, kev pheej hmoo ntawm kev ua haujlwm ntawm cov neeg ua haujlwm ua haujlwm. Nws kuj tau them qee qhov kev ua kom tsaus nti ntawm AI kev sib koom ua ke, nrog rau kev dag ntxias thiab kev pheej hmoo cuam tshuam nrog ib zaug dhau ntawm thev naus laus zis. Los ntawm kev tshawb fawb txog kev kawm thiab xa mus saib cov kev paub, cov neeg tuaj yeem tau txais kev paub los taw kev kho ntawm Ai hauv cov lus qhia sib tsoo thiab kawm cov lus qhia hauv qab no:
Pib me me.Nrhiav rau txoj kev yooj yim thiab me me los pib siv lossis kawm txog AI rau koj txoj kev lag luam. Yog tias koj mus ntau dhau, koj yuav ua rau cov teeb meem ua rau muaj teeb meem, ua neeg ua haujlwm txawv teb chaws, lossis lwm yam kev cuam tshuam nrog kev ua haujlwm. Pib me me pab txo txoj kev pheej hmoo, uas ua rau koj txoj kev lag luam ua rau kab lub nkoj ntawm AI rau kev txhawb zog ntau ntxiv tom qab.
Pib tam sim no.Ua cov kauj ruam los siv AI hauv koj lub khw tam sim no. Tsis txhob tos kom muaj ntau yam tshwm sim tiag tiag ua ntej koj pib siv AI, tab sis ua neeg tawm tsam heev txog nws.
Pib ntse.Tsis txhob sim AI rau lub hom phiaj ntawm Ai. Nco ntsoov tias koj muaj teeb meem koj tab tom ntsib AI AI tuaj yeem pab nrog.
Pib ua ke.Cia koj cov neeg ua haujlwm nrog cov kev txiav txim siab no. Nws tuaj yeem xav zoo li koj tab tom sim hloov lawv nrog AI yog tias koj tsis tham nrog koj cov neeg ua haujlwm. Hais kom lawv muab tswv yim, muab lawv cov cuab yeej siv uas lawv yuav siv rau yav tom ntej thiab tau txais lawv cov lus tawm ntawm qee yam ntawm cov cuab yeej no.
Pib tiv thaiv.Nco ntsoov tias koj nug cov lus nug ntawm cov neeg muag khoom uas siv AI. Tus kheej cov ntaub ntawv ntawm tus kheej / tus kheej cov ntaub ntawv qhia tau li cas (PII) daws tau li cas? Puas muaj cov phiaj xwm nyob rau hauv qhov chaw? Dab tsi uas lawv muab xauv koj mus rau hauv yog li koj tsis tuaj yeem hloov pauv ntawm lwm tus taw tes rau yav tom ntej, thiab lwm yam lock- hauv kev ua neeg muag khoom muaj?
