Ubuhlakani bokwenziwa (AI) buyayiguqula indlela izinsizakalo eziphuthumayo ezisebenza ngayo, futhi ukubaluleka kwayo ezinhlelweni zokuphepha komphakathi kanye nezindawo zokuphendula ezimeni eziphuthumayo (PSAPs) akukwazi ukugcizelelwa kakhulu. Ama-PSAP amanje abhekene nengcindezi eyandayo yokubhekana namavolumu aphezulu wezingcingo, okokufaka okuningi, kanye nokulindela izimpendulo ezisheshayo, eziqondile; i-AI inikeza amakhono abhekana ngqo nalezo zidingo zokusebenza. Ngokuzenzakalela imisebenzi ejwayelekile, ukuthuthukisa ukwenza izinqumo kwabathumeli, nokuvumela ukuhamba okusheshayo kolwazi, i-AI isiza ukunciphisa izikhathi zokuphendula futhi ithuthukise ukuqonda kwesimo kwabaphenduli abasendaweni. Ukuhlanganiswa kwezici eziholwa yi-AI njengenkulumo-kuya-umbhalo, ukuhlungwa kwezingcingo okuzenzakalelayo, kanye nokuhlaziywa okubikezelayo kubeka ama-PSAP ukuthi akwazi ukuhlunga izigameko ngempumelelo kakhudlwana futhi abeke phambili izinsiza lapho zidingeka kakhulu khona. Kubaphathi bezokuphepha komphakathi abacabanga ngezimali, ukuqonda izinzuzo ezisebenzayo kanye nezingqinamba ze-AI kulezi zindawo ezibalulekile zemishini kubalulekile.

Ama-PSAP yizikhungo zokuphendula ezitholakala endaweni eyodwa ezamukela izingcingo eziphuthumayo futhi zithumele izinsiza ezifanele, ukusebenzisa i-AI lapha kusho ukuthuthukisa abasebenzi babantu ngokuhlaziywa okuthuthukisiwe nokuzenzakalelayo. Amakhono abalulekile e-AI kuma-PSAP afaka ukuguqulwa kwezwi ukuya kumbhalo okuhlala njalo ukuze kuqoshwe izingcingo ngokunembayo, ukuqonda ulimi olujwayelekile ukuze kutholwe izinhlobo zezimo nezindawo, nokuhumusha ngesikhathi sangempela ukuze kusebenze abashayeli bezingcingo abangakhulumi isiNgisi. Ukuthuthuka kokusebenza kuvela ekunciphisweni kokufakwa kwedatha mathupha, ukuhlukaniswa kwezimo okusheshayo, nokubeka phambili okungaguquki kuwo wonke ama-shift nabasebenzi. Ukuhlanganisa i-AI akufaki umuntu esikhundleni isinqumo somuntu kodwa kunikeza imininingwane ehlelekile, enezifanekiso ezisheshisa imijikelezo yezinqumo futhi kunciphise umthwalo wokucabanga kubathumeli. Lapho ihlanganiswa nezinhlelo ezihambisanayo, njengomsindo wezikhombisi-ndlela ezikude namapulatifomu okusakaza, ama-PSAP athuthukiswe yi-AI angakwazi ukuchaza ulwazi olungenayo nokusakaza izexwayiso ezicacile, ezingasebenzi kubaphenduli nasemphakathini.

Enye yezicelo ezisheshayo ze-AI ukubhalwa kwenkulumo ibe umbhalo, eguqula izingcingo eziphuthumayo zibe umbhalo ongaseshwa kanye nedatha ehlelekile ukuze kusheshe ukubheka kanye nemikhondo yokuhlola. Enye ikhono eliwusizo ukuhumusha ulimi ngesikhathi sangempela, okubalulekile emphakathini ohlukahlukene futhi kuhambisana namathuluzi afana nokuhlanganiswa kohlelo lokusebenza lwezinsizakalo zomphakathi lwe-mobilepatrol oluvame ukudlulisa izexwayiso ngezilimi eziningi namachannel. Amamodeli wokuhlaziya okubikezelayo angahlaziya amaphethini wezingcingo zomlando ukuze abikele ukwanda kwesidingo, okuvumela ukuhlelwa okungcono kwabasebenzi kanye nezinsiza phakathi nezikhathi ezilindelekile njengesimo sezulu esibi noma imicimbi emikhulu. Ukuhlungwa kwezingcingo okushayelwa yi-AI kungakala izehlakalo ezifunwayo ngokubaluleka kanye nezidingo zezinsiza ezingenzeka, kusiza abahloli be-PSAP ukuthi benze izinqumo zokuthunyelwa ezisheshayo. Ekugcineni, izifinyezo zemicimbi ezizenzakalelayo kanye nokuhlanganiswa kwezehlakalo kuvumela amaqembu ukuthi abone izimo eziguqukayo ezivela kumafutha amaningi - izingcingo ze-911, izithombe ze-CCTV, nemibiko yomphakathi - ukuze bakwazi ukuxhumanisa izimpendulo zamajensi amaningi ngempumelelo.

Ukuhlanganisa i-AI kuma-PSAP kubonisa izinselele eziningana ezidinga ukuhlelwa ngokucophelela, kuqala ngekhwalithi yedatha nokusebenza kwezinhlelo ezihlukahlukene ezifana ne-telephony yakudala, i-CAD, nezinhlelo zokwenza amamephu. Ukubandakanyeka kwabathintekayo kubalulekile: abaqondisi, abasebenzi be-IT, izinyunioni, abameli, nabaholi bezokuphepha komphakathi kufanele bahlanganiswe ekuchazeni izidingo, ekuklameni izivivinyo, nasekuphathweni. Izinselele zamasiko nazo ziyavela; abasebenzi bangase besabe ukufakwa esikhundleni noma ukulahlekelwa yizinqumo zabo, ngakho-ke ukuxhumana okucacile nge-AI njengobuchwepheshe bokusiza—hhayi esikhundleni—kubalulekile. Izingozi zobuchwepheshe ezifana nama-false positives/negatives ekuhlungeni okuzenzakalelayo kudinga ukuncishiswa ngamasistimu wokubuyekeza kanye nokuqinisekiswa ngabantu. Ekugcineni, ukuphathwa okunamandla kwezinguquko, izilinganiso ezicacile zokusebenza, kanye nokwethulwa kwezinyathelo ezihleliwe kuzosiza ukuqinisekisa ukwamukelwa kanye nokuthuthukiswa okuphindaphindayo kunokuba kube nokushintsha okuyingozi, okubanzi.

Ukukhetha amathuluzi afanele e-AI wezinhlelo ze-PSAP kuncike emibhalweni engalinganiswa: ukunemba kokuqashelwa kwenkulumo ezingcingweni ezinomsindo, ezicindezelayo; ukubambezeleka nokwethembeka kokuqondisa izinqumo ngesikhathi sangempela; ukuthunyelwa kwedatha ukuze kuhlolwe futhi kuhambisane nemithetho; kanye nesipiliyoni somthengisi emikhakheni yokuphepha komphakathi. Cabanga ngamathuluzi asekelayo amamodeli enkulumo eminingi futhi ahlanganiswe nezinhlelo zokusebenza zokuphepha komphakathi ze-mobilepatrol ukusabalalisa izexwayiso nokuthola ulwazi oluvela ezakhamini. Linganisa abathengisi ngamandla abo okuhlinzeka ngezinketho zokuthunyelwa ezivikelekile endaweni noma ezixubile, njengoba izinhlelo eziningi ze-PSAP zidinga ukuchayeka kwedatha yangaphandle okuncane. Enye imibhalo ebalulekile ukusekelwa kokufunda okuqhubekayo: amamodeli e-AI kufanele amukele izilungiso zabantu ukuze athuthuke ngokuhamba kwesikhathi ngenkathi egcina ukulandelelwa. Izincomo zihlanganisa ukuqala ngamakhono ayingxenye—ukubhala, ukukala ukuhlunga, namadashibhodi okuhlaziya—ukuze izinhlangano zikwazi ukuhlola izingxenye nokukala lokho okuthuthukisa ngokusobala imisebenzi.

Ukuvikeleka kwedatha kubaluleke kakhulu ezindaweni ze-PSAP ngoba izingcaphuno zezingcingo, idatha yendawo, nemininingwane yemicimbi kuyazwela kakhulu futhi kuvame ukuvikelwa umthetho. Noma yiluphi uhlelo lokusebenza lokuphepha komphakathi olusebenzisa i-AI kufanele luhlangabezane noma ludlule imithetho efanele yobumfihlo nokuvikeleka, okuhlanganisa ukubethela lapho kugcinwa nokudluliswa, izilawuli zokufinyelela eziqinile, kanye nokugcinwa kwemibiko ephelele. Abathengisi kufanele banikeze izinqubomgomo ezicacile zokuphatha idatha, bachaze imithombo yokuqeqeshwa kwemodeli, futhi banikeze izinketho zokugcina idatha eluhlaza ngaphakathi kwengqalasizinda elawulwa yinhlangano. Ukucatshangelwa kokuhambisana kuyephumela nasezinqubomgomeni zokugcinwa kwamarekhodi kanye nokwamukeleka kwemiphumela eyenziwe yi-AI ezingxoxweni zomthetho. Izakhiwo eziqinile zokuphatha kanye nokuhlolwa okuvamile kwezokuphepha kuzosiza izinhlangano ukuphatha ubungozi ngenkathi zithola izinzuzo zokusebenza ze-AI.

Izinhlelo zokuqeqesha eziklanywe kahle zibalulekile ukuqinisekisa ukuthi abathumeli nabaphathi bangasebenzisa kahle amathuluzi asekelwa yi-AI futhi bahlaziye imiphumela yawo ngokuziphendulela. Ukuqeqeshwa kufanele kufake izimo ezingokoqobo ezibonisa amandla nemikhawulo ye-AI, isikhathi sokusebenzisa ngokuqondile amadeshibhodi nabahleli be-transcript, nezinqubo zokubuyekeza komuntu nokukhuphuka. Ukubhekana nokwesaba ukufuduswa kusho ukucacisa izindima—i-AI iphathe imisebenzi ehlelekile, ephindaphindayo kanti abathumeli abanekhono baqhubeka nokuphatha izinqumo eziyinkimbinkimbi nokuxhumana nabantu. Ukuqeqeshwa okubanzi kumateknolojia ahlobene, njengokuhlanganiswa nezinhlelo zokusakaza ngezwi noma izixazululo zomsindo we-Wenfei Summit, kusiza abasebenzi baqonde izindlela zokusebenza zokuphela kokuphela nokuthi idatha yezingozi ezifundiswe yi-AI iba yizexwayiso zomphakathi kanjani. Intuthuko eqhubekayo yobungcweti nendlela eqhutshwa yimpendulo yokuthuthukisa amathuluzi izokwakha ukwamukelwa kwabasebenzi nempumelelo yesikhathi eside.

Istrataji yokusebenza esebenzayo isebenzisa amaphrojekthi amancane, achazwe kahle ukuze kuqinisekiswe amakhono e-AI futhi kulinganiswe umthelela ezikhathini zokuphendula, ukunemba kokuhlukaniswa kwezehlakalo, nomthwalo wabasebenzi. Izinhlelo ze-pilot kufanele zichaze izilinganiso zempumelelo kusengaphambili, zihlukanise isikhathi sokulungisa okuyimpinda, futhi zifake izindlela zokuqoqa impendulo yomqondisi kanye nedatha yokulungisa ukuze kuthuthukiswe amamodeli. Bandakanya izinhlaka ezihlukahlukene ukuze zihlole imiphumela ye-pilot futhi zenze izinqumo zokunwetshwa ezihlukahlukene ezindaweni ezihlukahlukene noma izindawo eziseduze. Lapho kuhlanganiswa izaziso zomphakathi, hlela ama-pilot nababambiqhaza abaphatha izaziso zomphakathi, okuhlanganisa nezinhlelo eziboniswe kuIMIKHIHLELO kanye WFSMEM amakhasi, ukuze kuqinisekiswe ukuthi izifinyezo ezitholwe yi-AI ziguqulelwa ekusakazweni okucacile, okuhlosiwe. Indlela ehlelwe ngesigaba yehlisa ubungozi bokusebenza futhi yakha ubufakazi bokugunyazwa kwebhajethi kokusetshenziswa okubanzi.

Ukuqapha ngemva kokwethulwa kuqinisekisa ukuthi i-AI iyaqhubeka nokuletha inani futhi ivumelana nezimo eziguqukayo zokusebenza, okuhlanganisa namaphethini ezidingo zesizini kanye nezinsongo ezivelayo. Setha izilinganiso eziqhubekayo: ukunemba kokubhala, amazinga okuvumelana phakathi kwe-AI nabathumeli abantu, amaphesenti okushintsha kwesikhathi sokuthumela, kanye nemiphumela yabaphenduli abalandelayo. Faka izexwayiso ezizenzakalelayo zokuphambuka kwemodeli noma ukwehla ukuze ososayensi bedatha nabaphathi besistimu bakwazi ukuqeqesha kabusha noma ukulinganisa izinhlobo ngokushesha. Izivivinyo ezijwayelekile zetafula ezihlanganisa okukhiphayo kwe-AI zizokuhlola ukwethembeka kwesistimu futhi zigqamise ukuthuthukiswa kwezinqubo. Izinhlelo zokugcinwa kufanele futhi zihlanganise izivumelwano zenkonzo zabathengisi kanye nokuhlanganyela nabalingani behardware kwezixazululo ezihlanganisiwe zokwazisa zomphakathi ezibonakala ku-Umlilo Nokusindisa kanye Izikhukhula WFS amakhasi omkhiqizo ukuze kuqinisekiswe ukumelana okuphelele.

I-AI ingaba yinto eshintsha kakhulu emisebenzini ye-PSAP ngokuthuthukisa ukusebenza kahle kokubhekana nezingcingo, ukuvumela ukuhlungwa okusheshayo, nokusekela ukwabiwa kwezinsiza okunolwazi olungcono lapho kusetshenziswa ngendlela efanele. Ama-ejensi ahlela ngamasu—ahambisa amaphrojekthi e-AI nezinjongo zokusebenza, aqinisekisa ukuphathwa okunamandla kwedatha, futhi atshala imali ekuqeqeshweni kwabasebenzi—izobona izinzuzo ezinkulu emiphumeleni yokuphepha komphakathi. Ukuhlanganiswa okucatshangelwe nakho kuvumela ukuzibandakanya okungcono komphakathi ngamathuluzi afana nohlelo lokusebenza lokuphepha komphakathi lwe-mobilepatrol kanye nokusakazwa kwezexwayiso okuhlosiwe okusebenzisa izinhlelo ezithuthukisiwe zomsindo neziqondisa. Kubaphathi bezimo eziphuthumayo nabaholi bezobuchwepheshe, into ebalulekile kufanele kube ukuhlola amakhono athile, angalinganiswa, nokukala lokho okuthuthukisa ngokusobala impendulo, kunokuba kugijinywe ukusetshenziswa okubanzi, okungaqinisekiswanga.

Lesi sihloko silungiswe abahlaziyi bezokuphepha komphakathi nobuchwepheshe ngokubambisana nabalingani bemboni abagxile ekuhlanganiseni izinto zokuxhumana zasensimini nezixazululo zesoftware ye-AI. 文飞聚鼎（广东）国际贸易有限公司 yinkampani yezohwebo lwamazwe omhlaba kanye nokusabalalisa emele izixazululo ezithuthukisiwe zomsindo kanye nomsindo oqondile obude obuqondile obuklanyelwe ukuthuthukisa ukuxhumana kwezokuphepha komphakathi. Ubudlelwano benkampani nemigqa yemikhiqizo bagcizelela izinzuzo ezifana nokudluliswa komsindo oqondile kakhulu, ukusakazwa kwezimo eziphuthumayo okuqinile, nokuvumelana kwezimo zokusebenzisa zamaphoyisa kanye nezimo zokuphendula izinhlekelele. Ezinhlanganweni ezihlola ukwaziswa okuhlanganisiwe, 文飞聚鼎（广东）国际贸易有限公司 ingasiza ukuxhumana nezixazululo eziboniswe kuMAYELANA NATHI kanye Amadivayisi Ezwakala amakhasi, ahlinzeka ngosekelo lokuthenga, ukwenza kube ngeyendawo, kanye nezinsizakalo zokuhlanganisa ezobuchwepheshe ezisiza ukuguqulela izifinyezo zezigameko ezitholwe yi-AI zibe izexwayiso ezicacile zomphakathi.

Uma inhlangano yakho icubungula ukusetshenziswa kwe-AI kwezokuphepha komphakathi ukuze kuthuthukiswe i-PSAP, qala ngephayola eligxilile, uchaze izilinganiso zempumelelo, futhi uhilele abathumeli abasebenza ngaphambili kusukela osukwini lokuqala ukuze wakhe ukwethembana futhi uqinisekise ukufaneleka kokusebenza. Xhumana nabathengisi abanezinkomba eziqinile kwezokuphepha komphakathi futhi ucele imibukiso ehlanganisa ukubhalwa kwezingcingo ezinomsindo, ukwesekwa kwezilimi eziningi, nemikhuba yokuphepha ecacile. Cabanga ngokutshalwa kwezimali okuhambisanayo kuhardware yokusakaza nokuqwashisa ukuze kuthunyelwe imiyalezo emphakathini, njengalokhu okunemininingwane ku-Ukuphepha Komgwaqo WFS kanye I-Protect Platformamakhasi, ukuze izifinyezo zemicimbi ezikhiqizwe yi-AI zibe izexwayiso zomphakathi ezingasebenza ngazo. Yabelana ngemiphumela yephayilo nezinye izikhungo ukuze kukhuthazwe ukufunda okuhlangene, futhi unikele ezinhlakeni zokuphatha eziqinisekisa ukuthi i-AI ithuthukisa imiphumela ngenkathi ivikela ubumfihlo kanye namalungelo omphakathi. Ekugcineni, izikhungo zingalandela amathuba okuxhaswa ngezimali kanye nezibonelelo—njengezibonelelo zokuphepha komphakathi noma izibonelelo zobuchwepheshe ezihloselwe ezake zasetshenziselwa ukuthuthukisa izinto zokusebenza njengalezo ezibonwe emaphrojekthi asekelwa izinhlangano ngezinkqubo zokufaka izicelo zezibonelelo ze-firehouse subs—ukuze kuncishiswe izindleko zokuqala zokutshala izimali futhi kuboniswe inani lomphakathi.