Riba:
- Samun damar bambance inda hankali na wucin gadi ke adana ainihin lokaci a cikin ayyukan kasuwancin e-kasuwanci (abun ciki, bincike, shawarwari, sabis, nazari) da kuma inda aka bar farashin, dawowa da yanke shawara na zamba ga ɗan adam, dangane da matakin haɗarin aiki.
- Ƙarfin yin amfani da horo wanda ke tabbatar da kowane fitowar AI ta hanyar matakan haɗa shi zuwa tushen, sake ƙididdige shi, da tacewa ta kasuwanci.
- Kare abokin ciniki da oda bayanai tsakanin iyakokin KVKK / GDPR da samun al'adar zabar motoci daidai da ka'idodin kasuwa / dandamali
Ana yin ɗaruruwan ƙananan yanke shawara a cikin shiru kowace rana a cikin kantin sayar da e-commerce. Menene ya kamata ya zama taken wannan samfurin? wacce keyword ake nema; Wani samfurin ya kamata a nuna akan shafin gida; Mai fafatawa ya rage farashinsa, me ya kamata mu yi? Yaya ya kamata mu mayar da martani ga wannan abokin ciniki? shin wannan komawar ta gaskiya ce ko kuma cin zarafi; Shin wannan odar na iya zama zamba? Wasu daga cikin waɗannan hukunce-hukuncen na maimaitawa ne, masu ɗaukar bayanai, kuma suna ɗaukar lokaci; Wasu kai tsaye suna shafar layin ƙasa na abokin ciniki, ribar kantin ku, ko an rufe asusu ko a'a. Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙadda tọn ne (AI, ko AI na da aka yi a takaice-tsarin kwamfuta wanda zai iya samar da rubutu kamar mutum, gane alamu, yin tsinkaya, da taƙaita bayanai) ya dace daidai a tsakiyar wannan hoton: lokacin da aka yi amfani da shi daidai, zai iya shirya daruruwan kwatancen samfurin, rubutun yakin, da martani na abokin ciniki a cikin mintuna maimakon sa'o'i; Lokacin da aka yi amfani da shi ba daidai ba, yana iya ɗaukar samfurin da alama lafiyayye amma kuskure kai tsaye zuwa kantin sayar da ku, abokin cinikin ku ko farashin ku.
Naúrar farko na wannan ƙirar ba gabatarwar software ba ce. Manufarta ita ce bayyana inda za a saka AI a cikin kasuwancin ku da kuma inda ba za ku saka shi kwata-kwata ba. Saboda kasuwancin e-commerce duka wuri ne na "ayyukan-mahimmanci" da "abokin ciniki-mahimmanci" sarari: kwafin samfurin da kuka buga yana rinjayar shawarar mabukaci, shawarar farashin da kuka yanke yana shafar gefen ku, alamar zamba yana rinjayar toshe abokin ciniki mai gaskiya. Bari mu tsara ƙa'ida ta asali tun daga farko: Hankali na wucin gadi mataimaki ne, ba mai yanke shawara ba. Nauyi da amincewa na ƙarshe na farashi, rufe asusun, ƙin mayar da kuɗi, alamar zamba da kowane saƙon da aka aika wa abokin ciniki na ƙwararren ƙwararren ne da mai kantin.
Yadudduka na kasuwancin e-commerce da wurin AI
Don fahimtar aikin kasuwancin e-commerce, yana da amfani a raba kasuwancin zuwa matakai uku. Abun ciki da Layer gaban kantin shine fuskar abokin ciniki ke gani: taken samfur, kwatance, hotuna, shafukan rukuni, sakamakon bincike. Layer na ayyuka shine bayan tsari: farashi, kaya, jigilar kaya, dawowa, sabis na abokin ciniki, sarrafa zamba. Ƙididdigar ƙididdiga da dabarun dabarun yanke shawarar yanke shawara: wane samfurin ke kawo riba, wane yakin ke aiki, inda bukatar ke tafiya. AI na iya taɓa duk matakan uku; amma tare da iko daban-daban a kowace. A Layer abun ciki, AI yana samar da zane mai sauri; A tsarin dabarun, kawai yana ba da labari da labari kawai, ɗan adam ne ya yanke shawara.
Bari mu ayyana ƴan asali kalmomi daga farko. Adadin jujjuyawa shine kashi dari na baƙi zuwa rukunin da suka saya. Matsakaicin cart (AOV) shine matsakaicin adadin oda. Sifa siffa ce da aka tsara ta samfur (launi, girman, abu). Kasuwa dandamali ne na gama gari inda masu siyarwa da yawa ke siyar da samfuran su (kamar Trendyol, Hepsiburada, Amazon). Repricing shine sabunta farashi ta atomatik bisa ga masu fafatawa da dokoki. Za mu yi bayanin waɗannan ra'ayoyi ɗaya bayan ɗaya a cikin raka'a masu zuwa; A yanzu, san wannan: A cikin duk waɗannan ra'ayoyin, AI yana ba ku jita-jita da bincike, amma ba ya yanke shawara.
Tebur mai zuwa yana taƙaita rawar da matakin haɗari na AI ta manufa:
nema
Matsayin AI
Matsayin haɗari
Wanda ya yarda
Bayanin samfur / ƙayyadaddun taken
sketch janareta
ƙananan
Editan abun ciki
Shawarar Keyword / SEO
ra'ayi janareta
ƙananan
SEO alhakin
Daftarin amsa abokin ciniki
sketch janareta
matsakaici
sabis na abokin ciniki
Hasashen buƙatu/tallace-tallace
Hasashe, janareta na labari
matsakaici
Sayi / nazari
Shawarar farashi/maimaitawa
Shawarar ƙididdiga
babba
kwararre kan farashi
Koma shawarar kin amincewa
shigarwar taimako
babba
Jami'in sabis na abokin ciniki
Zamba / rufe asusun
Siginar haɗari, ba kalmar ƙarshe ba
mai girma
Ƙungiyar haɗari + manajan
Ka tuna layi ɗaya a cikin wannan ginshiƙi: yayin da haɗarin ke ƙaruwa, aikin AI yana raguwa, amincewar ɗan adam yana girma.
Me yasa "tabbaci" shine zuciyar wannan kasuwancin
Samfuran yaren basirar ɗan adam da alama suna da tabbaci ga amsarsu, amma ƙila ba za su tabbata ba. A cikin harshe na fasaha, ana kiran wannan hallucination: shine ƙirar ƙirƙira na bayanan da ba su wanzu a cikin jimla mai kyau, kamar dai gaskiya ne. Ga ƙwararren ƙwararren e-kasuwanci, wannan babban tarko ne: ƙirar na iya ba ku ƙayyadaddun bayanai yana cewa "batir ɗin wannan samfurin shine 5000 mAh", kodayake bai taɓa ganin samfurin ba kuma wannan lambar ta cika gaba ɗaya. Ko kuma za ku iya ba da ma'auni kamar "a watan da ya gabata adadin canjin ku ya kasance kashi 4.2"; Koyaya, bai taɓa samun damar shiga bayanan ku ba. Tunda ya faxi duka da iyawa ɗaya, abin da ke raba nagarta da mugunta shine iliminka da ɗabi'ar tantancewa. Idan kun buga ƙayyadaddun bayanan karya, kuna yin tallan yaudara; dawowa, korafi da takunkumin dandamali.
Horon tabbatarwa ya ƙunshi matakai guda uku:
- Haɗin kai zuwa tushe: Don ƙayyadaddun fasaha, koma zuwa ainihin takamaiman takaddar samfurin da bayanan mai bayarwa; dashboard na nazari na ku (Google Analytics, dashboard kasuwa, kayan aikin e-kasuwanci) don ma'auni; Dogaro kan kasuwa da takaddun tsari don dokoki. Yi amfani da AI don yin sharhi kan wannan bayanan, ba don tunawa da shi ba.
- Sake ƙididdigewa/kwatanta: bincika kowane lamba, ƙima da farashin da AI ke bayarwa. Tabbatar da kanka rangwamen kashi, gefe, matsakaicin kwandon.
- Tace ta kasuwanci: Gwada daga mahallin ma'aikaci ko abin da aka fitar ya saba wa gaskiyar da ke ƙasa (farashi, gefe, kaya, doka, muryar alama).
Tsanaki: Buga rubutun samfurin AI da aka ƙirƙira ba tare da tabbatar da farashi ba ko martanin abokin ciniki kamar sanya samfurin da ba a bincika ba a kan shiryayye. Don kawai abin da aka fitar yana da kyau ba gaskiya ba ne.
Sirri: abokin ciniki da bayanan oda bayanan sirri ne
Bayanan abokin ciniki (suna, tarho, adireshi, imel, tarihin oda, bayanin biyan kuɗi) ana kiyaye su azaman bayanan sirri a cikin iyakar KVKK (Dokar Kariyar Bayanai) a Turkiye da GDPR a Turai. Manna sunan abokin ciniki, lambar waya, adireshi, da jerin oda a zahiri cikin kayan aikin AI na jama'a babban cin zarafi ne. Hankali iri ɗaya ya shafi bayanan sirrin kasuwancin ku (takardun farashi, farashin kayayyaki, ƙimar gefe). Ƙa'idar ta kasance mai sauƙi: ɓoye bayanan kuma kar a raba wanda ba dole ba. "Abokin ciniki a Istanbul" maimakon "Ayşe Yılmaz, 0532..., Kadıköy"; Yi amfani da ƙimar dangi lokacin nazari maimakon "farashin mai siyarwa shine 148 TL". Idan zai yiwu, zaɓi kayan aikin kamfanoni waɗanda ke da yarjejeniyar sarrafa bayanai kuma kar a yi amfani da bayanan ku a cikin horon ƙira.
Dokokin dandamali: layin filin wasa
Akwai iyaka na uku lokacin amfani da AI a cikin kasuwancin e-commerce: dokokin dandamali. Kowace kasuwa (Trendyol, Hepsiburada, Amazon) da kowane dandamali na talla (Google, Meta) yana da nasa abun ciki, farashi da ka'idar aiki. Yin amfani da sunaye mara izini a cikin take, nuna rangwame na yaudara, samar da sake dubawa na karya, jera samfuran da aka haramta, ko goge bayanai tare da bots na atomatik na iya sabawa waɗannan ƙa'idodin kuma zai haifar da dakatar da kantin sayar da ku. AI na iya samar da abun ciki a gare ku da sauri; Amma alhakinku ne don bincika ko abun ciki ya bi ka'idodin dandamali. A cikin wannan tsarin, za mu kuma rufe dandali da suka dace da iyakokin doka a kowace raka'a.
uku mini lokuta
Case 1 - Amintaccen amfani. Wani manajan kasida yana shirin makonni don rubuta kwatancen samfura 320 da hannu. Ya ba da ƙayyadaddun ƙayyadaddun fasaha (spec) da ƙa'idodin sauti na kowane samfur azaman shigarwa ga AI kuma ya samar da kwatancen daftarin aiki. AI ya tsara zane-zane a cikin kwanaki 2; Manajan ya kwatanta kowane da'awar zuwa takamaiman takaddar, ƙayyadaddun abubuwan da ba daidai ba a cikin samfura 11, da sabunta muryar alamar. Duration: 3 days maimakon makonni. AI ya ba da daftarin, alhakin ya kasance tare da ɗan adam.
Case 2 - Tarkon lambar da ba a tantance ba. Wani mai kantin ya tambayi AI, "Mene ne adadin canjin mu na kwata na karshe?" AI ya ba da lambar tabbaci na "kashi 4.2" duk da cewa ba shi da damar yin amfani da kowane bayanai. Mai shi ya sanya wannan a cikin gabatarwar mai saka hannun jari; ainihin adadin ya kasance kashi 1.8 cikin ɗari. Bambancin ya ɓata shirin girma. Kuskure: Tsammanin ma'auni daga AI ba tare da ba da bayanai ba.
Shari'a ta 3 - Cin zarafin sirri. Wani ma'aikaci ya loda daftarin aiki na Excel wanda ke dauke da cikakkun sunaye, lambobin waya da adiresoshin dawo da abokan ciniki cikin kayan aikin AI na jama'a kuma ya gaya musu su "rubuta imel na neman gafara ga waɗannan mutane." Bayanan sun tafi zuwa ga uwar garken waje kuma an fara binciken KVKK. Hanyar da ta dace ita ce a samar da rubutun ta hanyar cire filayen sirri da bayar da mahallin da ba a san sunansa ba kamar "dalilin dawowa: bayarwa a makara".
Rauni mai ƙarfi / Ƙarfi mai ƙarfi
Rawanin faɗakarwa:
Rubuta bayanin wannan samfurin kuma faɗi ƙayyadaddun fasahar sa.
Wannan da'awar ba ta da lahani: Ba a ba AI ko wane samfurin ba, wanne fasali, waɗanne masu sauraro; na iya ƙarshe samar da ƙayyadaddun ƙayyadaddun bayanai.
Ƙarfi mai ƙarfi:
Matsayinku: mataimaki na taimakawa editan abun ciki na e-commerce. Samfura: na'urar kai mara waya. Tabbatar da ƙayyadaddun ƙayyadaddun bayanai: - Bluetooth 5.3, 30 hours jimlar baturi, IPX4 ruwa juriya, babu aiki sokewar amo.Masu sauraro manufa: yau da kullum amfani, dalibi da kuma ofishin.Brand murya: sauki, gaskiya, understated.Task: Samar 3 bulleted fa'ida jimloli da 60-kalma bayanin shaci.RULE: Yi amfani kawai da siffofin da aka bayar a sama. KAR KA KARA kowane fasali waɗanda ba a haɗa su ba (misali sokewar amo). Yi alama [VERIFY] inda ba ku da tabbas.
Wannan saƙon samfuri ne saboda yana ƙayyadad da rawar a fili, ingantattun shigarwar, masu sauraro, sautin, kuma mafi mahimmanci, ƙa'idar "yin abin da ba a bayar ba."
Kuskuren gama gari
- Kuskure AI don tushen bayanai. Samfurin bai san adadin tallace-tallacenku ba, matsayin hannun jari, ko farashin gaske; Dole ne ku ba shi waɗannan.
- Buga fitarwa ba tare da inganta shi ba. Rubutun ruwa ba daidai bane rubutu; Kowane da'awar fasaha da lamba yakamata a bincika.
- Manna bayanan sirri kamar yadda yake. Ba za a iya raba suna, tarho, adireshi da bayanin biyan kuɗi ba tare da ɓoye suna ba.
- Ketare dokokin dandamali. Idan samar da abun ciki da sauri ya faɗi mara kyau na alamar/farashi/ka'idojin bita, ana iya dakatar da kantin.
- Yin aiki da yanke shawara mai haɗari. Farashin, kin amsawa, da yanke shawara na zamba dole ne su kasance ƙarƙashin amincewar ɗan adam.
Tukwici: Fara kowane zaman AI tare da dabara “rawar + ingantattun shigarwar + masu sauraro + sautin + ƙa’ida + [tabbaci] alamar.” Wadannan sassa biyar tare suna inganta ingancin fitarwa da tsaro.
A takaice
Ilimin wucin gadi shine babban tushen sauri a cikin abun ciki, bincike, shawarwari, sabis da matakan nazari na kasuwancin e-commerce; amma shi mataimaki ne, ba mai yanke shawara ba. Ayyuka daban-daban ta matakin haɗari: saurin daftarin aiki a ƙananan haɗari, shigarwa kawai da amincewar ɗan adam na wajibi a babban haɗari. Tabbatar da kowane fitarwa ta hanyar haɗa shi zuwa tushen, sake ƙididdige shi, da wuce ta cikin tacewar kasuwanci. Bata sunan abokin ciniki da oda bayanai tsakanin iyakar KVKK/GDPR kuma bi ka'idodin dandamali. Fitowar da ba a tantance ba samfuri ne da ba a bincika ba.
Aikin aikace-aikace
Lissafi 8 daban-daban AI suna amfani da maki a cikin mako mai mahimmanci don kantin sayar da ku (ko samfurin samfurin) (misali bayanin samfurin, rubutun yakin, amsawar abokin ciniki, nazarin farashin, mayar da la'akari). Ga kowane: (1) menene aikin AI (daftarin aiki / shawara / shigarwa), (2) menene matakin haɗari (ƙananan / matsakaici / babba), (3) wanda ke ba da izini na ƙarshe, (4) menene bayanan sirri / kasuwanci bai kamata a raba ba. Sa'an nan daidaita dabarar "Ƙarfin gaggawa" da ke sama zuwa ɗaya daga cikin ayyukanku, samar da daftarin aiki, kuma yi alama ga kowane da'awar a cikin fitarwa tare da lissafin tabbatarwa.
jerin abubuwan dubawa
- [ ] Na rarraba aikin bisa ga matakin haɗari; Na buƙaci izinin ɗan adam mai haɗari.
- [] Na ba da bayanan ga AI; Ban yarda da dacewa da awo/fasalar ba.
- [ ] Na tabbatar da kowace lamba da da'awar fasaha daga tushe na.
- [ ] Na ɓoye ko ban raba bayanan sirri da na kasuwanci ba.
- [ ] Na bincika cewa abun ciki ya dace da ƙa'idodin dandamali.
- [ ] Na ƙara rawa, ingantaccen shigarwa, sautin da [VERIFY] ƙa'ida zuwa ga faɗakarwa.