{"id":57284,"date":"2025-03-26T19:59:52","date_gmt":"2025-03-26T12:59:52","guid":{"rendered":"https:\/\/www.saokim.com.vn\/en\/?p=57284"},"modified":"2025-03-26T19:59:53","modified_gmt":"2025-03-26T12:59:53","slug":"toi-uu-hoa-quang-cao-bang-ai","status":"publish","type":"post","link":"https:\/\/www.saokim.com.vn\/en\/cam-nang\/toi-uu-hoa-quang-cao-bang-ai\/","title":{"rendered":"T\u1ed1i \u01b0u ho\u00e1 qu\u1ea3ng c\u00e1o b\u1eb1ng AI: T\u0103ng chuy\u1ec3n \u0111\u1ed5i, gi\u1ea3m chi ph\u00ed”"},"content":{"rendered":"\n

T\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o b\u1eb1ng AI \u0111ang gi\u00fap doanh nghi\u1ec7p ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng ch\u00ednh x\u00e1c v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed. AI ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u00e1 nh\u00e2n h\u00f3a th\u00f4ng \u0111i\u1ec7p v\u00e0 t\u1ed1i \u01b0u ng\u00e2n s\u00e1ch, mang l\u1ea1i hi\u1ec7u qu\u1ea3 cao h\u01a1n. <\/p>\n\n\n\n

B\u00e0i vi\u1ebft n\u00e0y s\u1ebd kh\u00e1m ph\u00e1 c\u00e1ch AI c\u1ea3i thi\u1ec7n chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o v\u00e0 gi\u00fap doanh nghi\u1ec7p n\u00e2ng cao hi\u1ec7u qu\u1ea3 ti\u1ebfp th\u1ecb.<\/p>\n\n\n\n

\"T\u1ed1i<\/figure>\n\n\n\n

1. Gi\u1edbi thi\u1ec7u<\/h2>\n\n\n\n

1.1. T\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o b\u1eb1ng AI l\u00e0 g\u00ec?<\/h3>\n\n\n\n

Trong k\u1ef7 nguy\u00ean s\u1ed1 hi\u1ec7n nay, qu\u1ea3ng c\u00e1o kh\u00f4ng ch\u1ec9 l\u00e0 vi\u1ec7c truy\u1ec1n t\u1ea3i th\u00f4ng \u0111i\u1ec7p \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng m\u00e0 c\u00f2n l\u00e0 ngh\u1ec7 thu\u1eadt thu h\u00fat \u0111\u00fang ng\u01b0\u1eddi, \u0111\u00fang th\u1eddi \u0111i\u1ec3m, v\u00e0 v\u1edbi chi ph\u00ed h\u1ee3p l\u00fd nh\u1ea5t. \u0110i\u1ec1u n\u00e0y \u0111\u00e3 khi\u1ebfn nhi\u1ec1u doanh nghi\u1ec7p ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi c\u00e2u h\u1ecfi: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o c\u1ee7a m\u00ecnh \u0111\u1ea1t hi\u1ec7u qu\u1ea3 cao nh\u1ea5t? V\u00e0 \u0111\u00f3 ch\u00ednh l\u00e0 l\u00fac tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) b\u01b0\u1edbc v\u00e0o cu\u1ed9c ch\u01a1i.<\/p>\n\n\n\n

T\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o b\u1eb1ng AI<\/strong> l\u00e0 vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n v\u00e0 c\u00f4ng ngh\u1ec7 AI v\u00e0o qu\u00e1 tr\u00ecnh l\u00ean k\u1ebf ho\u1ea1ch, th\u1ef1c hi\u1ec7n, v\u00e0 c\u1ea3i thi\u1ec7n chi\u1ebfn d\u1ecbch qu\u1ea3ng c\u00e1o. V\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a AI, kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u00e3 gi\u00fap qu\u1ea3ng c\u00e1o tr\u1edf n\u00ean “th\u00f4ng minh” h\u01a1n bao gi\u1edd h\u1ebft. AI c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh mang t\u00ednh chi\u1ebfn l\u01b0\u1ee3c, d\u1ef1a tr\u00ean d\u1eef li\u1ec7u v\u1ec1 h\u00e0nh vi kh\u00e1ch h\u00e0ng, xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng, v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a t\u1eebng th\u00f4ng \u0111i\u1ec7p qu\u1ea3ng c\u00e1o. T\u1ea5t c\u1ea3 \u0111\u1ec1u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c – \u0111i\u1ec1u m\u00e0 con ng\u01b0\u1eddi kh\u00f3 c\u00f3 th\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c khi thi\u1ebfu \u0111i c\u00f4ng ngh\u1ec7.<\/p>\n\n\n\n

1.2. T\u1ea1i sao c\u1ea7n t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o v\u1edbi AI?<\/h3>\n\n\n\n

Tr\u01b0\u1edbc \u0111\u00e2y, khi n\u00f3i \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o, ch\u00fang ta th\u01b0\u1eddng ngh\u0129 \u0111\u1ebfn vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh th\u1ee7 c\u00f4ng t\u1eebng y\u1ebfu t\u1ed1 nh\u1ecf, t\u1eeb vi\u1ec7c thay \u0111\u1ed5i h\u00ecnh \u1ea3nh cho \u0111\u1ebfn vi\u1ec7c th\u1eed nghi\u1ec7m th\u00f4ng \u0111i\u1ec7p. Nh\u01b0ng v\u1edbi AI, qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 n\u00e2ng c\u1ea5p l\u00ean m\u1ed9t t\u1ea7m cao m\u1edbi. C\u00f3 ba l\u00fd do ch\u00ednh \u0111\u1ec3 b\u1ea1n c\u00e2n nh\u1eafc T\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o b\u1eb1ng AI:<\/p>\n\n\n\n

    \n
  1. Ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed<\/strong>: AI gi\u00fap gi\u1ea3m b\u1edbt kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o. Nh\u1edd kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi v\u00e0 t\u1ef1 \u0111\u1ed9ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh, AI c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn d\u1ecbch m\u1ed9t c\u00e1ch li\u00ean t\u1ee5c, t\u1eeb \u0111\u00f3 gi\u00fap b\u1ea1n ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 v\u1ec1 c\u1ea3 th\u1eddi gian v\u00e0 chi ph\u00ed qu\u1ea3ng c\u00e1o.<\/li>\n\n\n\n
  2. Nh\u1eafm \u0111\u00fang m\u1ee5c ti\u00eau kh\u00e1ch h\u00e0ng<\/strong>: AI c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng s\u00e2u r\u1ed9ng, t\u1eeb \u0111\u00f3 x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng ai l\u00e0 ng\u01b0\u1eddi th\u1ef1c s\u1ef1 quan t\u00e2m \u0111\u1ebfn s\u1ea3n ph\u1ea9m ho\u1eb7c d\u1ecbch v\u1ee5 c\u1ee7a b\u1ea1n. Thay v\u00ec ph\u1ea3i ti\u1ebfp c\u1eadn \u0111\u1ea1i tr\u00e0, AI gi\u00fap b\u1ea1n nh\u1eafm \u0111\u1ebfn \u0111\u00fang \u0111\u1ed1i t\u01b0\u1ee3ng – nh\u1eefng ng\u01b0\u1eddi c\u00f3 kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i th\u00e0nh kh\u00e1ch h\u00e0ng cao nh\u1ea5t, t\u1eeb \u0111\u00f3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 chi\u1ebfn d\u1ecbch.<\/li>\n\n\n\n
  3. C\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng<\/strong>: Kh\u00f4ng ch\u1ec9 l\u00e0 chuy\u1ec7n gi\u1ea3m chi ph\u00ed hay t\u0103ng ROI, vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o b\u1eb1ng AI c\u00f2n mang l\u1ea1i tr\u1ea3i nghi\u1ec7m t\u1ed1t h\u01a1n cho ng\u01b0\u1eddi d\u00f9ng. AI c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh th\u00f4ng \u0111i\u1ec7p qu\u1ea3ng c\u00e1o sao cho ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi t\u1eebng c\u00e1 nh\u00e2n, khi\u1ebfn ng\u01b0\u1eddi d\u00f9ng c\u1ea3m th\u1ea5y h\u1ecd \u0111\u01b0\u1ee3c “l\u1eafng nghe” v\u00e0 “th\u1ea5u hi\u1ec3u” h\u01a1n. M\u1ed9t th\u00f4ng \u0111i\u1ec7p c\u00e1 nh\u00e2n h\u00f3a kh\u00f4ng ch\u1ec9 gi\u00fap t\u0103ng t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i m\u00e0 c\u00f2n gi\u00fap x\u00e2y d\u1ef1ng l\u00f2ng trung th\u00e0nh c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi th\u01b0\u01a1ng hi\u1ec7u.<\/li>\n<\/ol>\n\n\n\n

    Nh\u00ecn chung, t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o b\u1eb1ng AI<\/strong> kh\u00f4ng ch\u1ec9 l\u00e0 xu h\u01b0\u1edbng m\u00e0 c\u00f2n l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd gi\u00fap doanh nghi\u1ec7p c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 qu\u1ea3ng c\u00e1o, ti\u1ebfp c\u1eadn kh\u00e1ch h\u00e0ng m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 t\u1ed1i \u01b0u chi ph\u00ed. Trong ph\u1ea7n ti\u1ebfp theo, ch\u00fang ta s\u1ebd c\u00f9ng kh\u00e1m ph\u00e1 chi ti\u1ebft h\u01a1n v\u1ec1 c\u00e1ch AI \u0111\u00e3 v\u00e0 \u0111ang thay \u0111\u1ed5i to\u00e0n b\u1ed9 b\u1ee9c tranh qu\u1ea3ng c\u00e1o hi\u1ec7n \u0111\u1ea1i, gi\u00fap doanh nghi\u1ec7p kh\u00f4ng ch\u1ec9 qu\u1ea3ng c\u00e1o m\u00e0 c\u00f2n th\u1ef1c s\u1ef1 k\u1ebft n\u1ed1i v\u1edbi kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh.<\/p>\n\n\n\n

    2. Vai tr\u00f2 c\u1ee7a AI trong qu\u1ea3ng c\u00e1o hi\u1ec7n \u0111\u1ea1i<\/h2>\n\n\n\n

    2.1. Ph\u00e2n t\u00edch d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng<\/h3>\n\n\n\n
    \"T\u1ed1i<\/figure>\n\n\n\n

    Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i m\u00e0 m\u1ecdi c\u00fa nh\u1ea5p chu\u1ed9t<\/strong>, m\u1ed7i l\u01b0\u1ee3t truy c\u1eadp<\/strong>, hay th\u1eadm ch\u00ed l\u00e0 th\u1eddi gian d\u1eebng ch\u00e2n<\/strong> tr\u01b0\u1edbc m\u1ed9t qu\u1ea3ng c\u00e1o c\u0169ng \u0111\u1ec1u t\u1ea1o ra nh\u1eefng m\u1ea9u d\u1eef li\u1ec7u qu\u00fd gi\u00e1<\/strong>. V\u1ea5n \u0111\u1ec1 l\u00e0, d\u1eef li\u1ec7u n\u00e0y qu\u00e1 nhi\u1ec1u, \u0111\u1ebfn m\u1ee9c con ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 t\u1ef1 m\u00ecnh ph\u00e2n t\u00edch<\/strong> v\u00e0 r\u00fat ra k\u1ebft lu\u1eadn m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. \u0110\u00e2y ch\u00ednh l\u00e0 n\u01a1i m\u00e0 AI<\/strong> xu\u1ea5t hi\u1ec7n nh\u01b0 m\u1ed9t \u201cph\u00f9 th\u1ee7y\u201d ph\u00e2n t\u00edch.<\/p>\n\n\n\n

    AI<\/strong> c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd h\u00e0ng tri\u1ec7u m\u1ea9u d\u1eef li\u1ec7u<\/strong>, t\u1eeb th\u00f3i quen mua s\u1eafm<\/strong>, s\u1edf th\u00edch c\u00e1 nh\u00e2n<\/strong> \u0111\u1ebfn c\u1ea3 nh\u1eefng h\u00e0nh vi nh\u1ecf nh\u1eb7t tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i<\/strong>. Kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf vi\u1ec7c ph\u00e2n t\u00edch, AI c\u00f2n d\u1ef1 \u0111o\u00e1n h\u00e0nh vi t\u01b0\u01a1ng lai<\/strong> c\u1ee7a kh\u00e1ch h\u00e0ng. B\u1ea1n c\u00f3 th\u1ec3 t\u01b0\u1edfng t\u01b0\u1ee3ng r\u1eb1ng, AI nh\u01b0 m\u1ed9t “nh\u00e0 ti\u00ean tri” hi\u1ec7n \u0111\u1ea1i<\/strong>, c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n nh\u1eefng g\u00ec kh\u00e1ch h\u00e0ng s\u1ebd l\u00e0m ti\u1ebfp theo d\u1ef1a tr\u00ean nh\u1eefng g\u00ec h\u1ecd \u0111\u00e3 l\u00e0m tr\u01b0\u1edbc \u0111\u00f3.<\/p>\n\n\n\n

    V\u00ed d\u1ee5, n\u1ebfu m\u1ed9t kh\u00e1ch h\u00e0ng th\u01b0\u1eddng xuy\u00ean t\u00ecm ki\u1ebfm gi\u00e0y th\u1ec3 thao<\/strong> v\u00e0o bu\u1ed5i t\u1ed1i, AI c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n \u0111\u01b0a ra qu\u1ea3ng c\u00e1o gi\u00e0y th\u1ec3 thao v\u00e0o \u0111\u00fang khung gi\u1edd<\/strong> m\u00e0 h\u1ecd c\u00f3 kh\u1ea3 n\u0103ng mua s\u1eafm nh\u1ea5t.<\/p>\n\n\n\n

    2.2. T\u1ed1i \u01b0u h\u00f3a ph\u00e2n b\u1ed5 ng\u00e2n s\u00e1ch qu\u1ea3ng c\u00e1o<\/h3>\n\n\n\n
    \"T\u1ed1i<\/figure>\n\n\n\n

    M\u1ed9t trong nh\u1eefng \u0111i\u1ec3m \u0111au \u0111\u1ea7u nh\u1ea5t khi tri\u1ec3n khai qu\u1ea3ng c\u00e1o l\u00e0 c\u00e2u h\u1ecfi: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 s\u1eed d\u1ee5ng ng\u00e2n s\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t?<\/strong> Ch\u00fang ta th\u01b0\u1eddng ph\u1ea3i th\u1eed nghi\u1ec7m nhi\u1ec1u k\u00eanh kh\u00e1c nhau<\/strong> – t\u1eeb Google<\/strong>, Facebook<\/strong> \u0111\u1ebfn Instagram<\/strong> – v\u00e0 \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 l\u00e0m ti\u00eau t\u1ed1n r\u1ea5t nhi\u1ec1u ti\u1ec1n m\u00e0 kh\u00f4ng ch\u1eafc ch\u1eafn hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n

    AI c\u00f3 th\u1ec3 gi\u00fap t\u1ed1i \u01b0u h\u00f3a v\u1ea5n \u0111\u1ec1 n\u00e0y<\/strong> b\u1eb1ng c\u00e1ch ph\u00e2n b\u1ed5 ng\u00e2n s\u00e1ch qu\u1ea3ng c\u00e1o<\/strong> v\u00e0o nh\u1eefng k\u00eanh c\u00f3 hi\u1ec7u qu\u1ea3 cao nh\u1ea5t<\/strong>. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0, thay v\u00ec chia nh\u1ecf ng\u00e2n s\u00e1ch cho t\u1ea5t c\u1ea3 c\u00e1c k\u00eanh, AI s\u1ebd “h\u1ecdc” v\u00e0 nh\u1eadn bi\u1ebft k\u00eanh n\u00e0o<\/strong> \u0111ang mang l\u1ea1i hi\u1ec7u qu\u1ea3 cao h\u01a1n v\u00e0 t\u1ef1 \u0111\u1ed9ng ph\u00e2n b\u1ed5 nhi\u1ec1u ngu\u1ed3n l\u1ef1c h\u01a1n v\u00e0o k\u00eanh \u0111\u00f3.<\/p>\n\n\n\n

    \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed<\/strong> m\u00e0 c\u00f2n \u0111\u1ea3m b\u1ea3o r\u1eb1ng m\u1ed7i \u0111\u1ed3ng b\u1ea1n b\u1ecf ra<\/strong> \u0111\u1ec1u c\u00f3 gi\u00e1 tr\u1ecb t\u1ed1i \u0111a<\/strong>.<\/p>\n\n\n\n

    2.3. C\u00e1 nh\u00e2n h\u00f3a th\u00f4ng \u0111i\u1ec7p qu\u1ea3ng c\u00e1o<\/h3>\n\n\n\n
    \"T\u1ed1i<\/figure>\n\n\n\n

    C\u00f2n nh\u1edb nh\u1eefng l\u1ea7n b\u1ea1n th\u1ea5y m\u1ed9t qu\u1ea3ng c\u00e1o v\u00e0 ngh\u0129 r\u1eb1ng n\u00f3 \u0111\u01b0\u1ee3c “vi\u1ebft ri\u00eang<\/strong>” cho m\u00ecnh kh\u00f4ng? \u0110\u00f3 ch\u00ednh l\u00e0 AI \u0111\u1eb1ng sau<\/strong>. Ng\u00e0y nay, ng\u01b0\u1eddi ti\u00eau d\u00f9ng kh\u00f4ng mu\u1ed1n c\u1ea3m th\u1ea5y m\u00ecnh ch\u1ec9 l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a \u0111\u00e1m \u0111\u00f4ng<\/strong> – h\u1ecd mu\u1ed1n \u0111\u01b0\u1ee3c ch\u00fa \u00fd<\/strong>, mu\u1ed1n \u0111\u01b0\u1ee3c hi\u1ec3u<\/strong>, v\u00e0 mu\u1ed1n th\u1ea5y nh\u1eefng s\u1ea3n ph\u1ea9m ph\u00f9 h\u1ee3p<\/strong> v\u1edbi nhu c\u1ea7u c\u1ee7a ri\u00eang h\u1ecd.<\/p>\n\n\n\n

    AI gi\u00fap c\u00e1 nh\u00e2n h\u00f3a th\u00f4ng \u0111i\u1ec7p qu\u1ea3ng c\u00e1o<\/strong> b\u1eb1ng c\u00e1ch t\u1ea1o ra nh\u1eefng tr\u1ea3i nghi\u1ec7m ri\u00eang bi\u1ec7t<\/strong> cho t\u1eebng kh\u00e1ch h\u00e0ng. Thay v\u00ec g\u1eedi c\u00f9ng m\u1ed9t th\u00f4ng \u0111i\u1ec7p chung cho t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi, AI ph\u00e2n t\u00edch s\u1edf th\u00edch v\u00e0 h\u00e0nh vi<\/strong> c\u1ee7a t\u1eebng ng\u01b0\u1eddi \u0111\u1ec3 \u0111\u01b0a ra th\u00f4ng \u0111i\u1ec7p ph\u00f9 h\u1ee3p nh\u1ea5t<\/strong>.<\/p>\n\n\n\n

    V\u00ed d\u1ee5, n\u1ebfu m\u1ed9t kh\u00e1ch h\u00e0ng \u0111\u00e3 t\u00ecm ki\u1ebfm v\u1ec1 m\u00e1y \u1ea3nh DSLR<\/strong>, AI s\u1ebd t\u1ef1 \u0111\u1ed9ng t\u1ea1o ra c\u00e1c qu\u1ea3ng c\u00e1o gi\u1edbi thi\u1ec7u m\u00e1y \u1ea3nh<\/strong>, ph\u1ee5 ki\u1ec7n li\u00ean quan<\/strong>, v\u00e0 nh\u1eefng \u01b0u \u0111\u00e3i h\u1ea5p d\u1eabn<\/strong> nh\u1ea5t. Ch\u00ednh nh\u1edd s\u1ef1 c\u00e1 nh\u00e2n h\u00f3a<\/strong> n\u00e0y m\u00e0 kh\u00e1ch h\u00e0ng c\u1ea3m th\u1ea5y \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i h\u01a1n<\/strong> v\u1edbi th\u01b0\u01a1ng hi\u1ec7u, t\u1eeb \u0111\u00f3 t\u0103ng kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i<\/strong>.<\/p>\n\n\n\n

    3. C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 n\u1ec1n t\u1ea3ng s\u1eed d\u1ee5ng AI trong qu\u1ea3ng c\u00e1o<\/h2>\n\n\n\n
    \"T\u1ed1i<\/figure>\n\n\n\n

    3.1. Google Ads, Facebook Ads v\u00e0 c\u00f4ng ngh\u1ec7 AI<\/h3>\n\n\n\n

    Khi n\u00f3i v\u1ec1 qu\u1ea3ng c\u00e1o tr\u1ef1c tuy\u1ebfn, Google Ads<\/strong> v\u00e0 Facebook Ads<\/strong> l\u00e0 hai n\u1ec1n t\u1ea3ng h\u00e0ng \u0111\u1ea7u m\u00e0 m\u1ecdi nh\u00e0 ti\u1ebfp th\u1ecb \u0111\u1ec1u ngh\u0129 t\u1edbi. Nh\u01b0ng \u0111i\u1ec1u g\u00ec l\u00e0m cho hai “\u00f4ng l\u1edbn” n\u00e0y tr\u1edf n\u00ean kh\u00e1c bi\u1ec7t khi \u00e1p d\u1ee5ng AI<\/strong>?<\/p>\n\n\n\n

    Google Ads<\/strong> \u0111\u00e3 \u1ee9ng d\u1ee5ng AI \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a gi\u00e1 th\u1ea7u t\u1ef1 \u0111\u1ed9ng<\/strong> (Smart Bidding). \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 AI s\u1ebd t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh m\u1ee9c gi\u00e1 th\u1ea7u d\u1ef1a tr\u00ean hi\u1ec7u su\u1ea5t c\u1ee7a chi\u1ebfn d\u1ecbch<\/strong> v\u00e0 kh\u1ea3 n\u0103ng chuy\u1ec3n \u0111\u1ed5i c\u1ee7a m\u1ed7i phi\u00ean \u0111\u1ea5u gi\u00e1. V\u00ed d\u1ee5, n\u1ebfu AI nh\u1eadn th\u1ea5y m\u1ed9t ng\u01b0\u1eddi d\u00f9ng c\u00f3 x\u00e1c su\u1ea5t cao<\/strong> \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i th\u00e0nh kh\u00e1ch h\u00e0ng, n\u00f3 s\u1ebd t\u0103ng gi\u00e1 th\u1ea7u \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o qu\u1ea3ng c\u00e1o c\u1ee7a b\u1ea1n hi\u1ec3n th\u1ecb cho ng\u01b0\u1eddi \u0111\u00f3. Ngo\u00e0i ra, Dynamic Search Ads<\/strong> c\u1ee7a Google s\u1eed d\u1ee5ng AI \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng t\u1ea1o ra qu\u1ea3ng c\u00e1o ph\u00f9 h\u1ee3p<\/strong> nh\u1ea5t, gi\u00fap b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i \u0111au \u0111\u1ea7u v\u1edbi h\u00e0ng tr\u0103m t\u1eeb kh\u00f3a hay th\u00f4ng \u0111i\u1ec7p kh\u00e1c nhau.<\/p>\n\n\n\n

    Facebook Ads<\/strong> l\u1ea1i \u0111\u1eb7c bi\u1ec7t m\u1ea1nh m\u1ebd trong vi\u1ec7c nh\u1eafm \u0111\u1ed1i t\u01b0\u1ee3ng ch\u00ednh x\u00e1c<\/strong>. V\u1edbi AI v\u00e0 machine learning<\/strong>, Facebook kh\u00f4ng ch\u1ec9 hi\u1ec3u v\u1ec1 \u0111\u1ed9 tu\u1ed5i<\/strong>, gi\u1edbi t\u00ednh<\/strong>, hay \u0111\u1ecba l\u00fd<\/strong> c\u1ee7a ng\u01b0\u1eddi d\u00f9ng m\u00e0 c\u00f2n hi\u1ec3u v\u1ec1 h\u00e0nh vi tr\u1ef1c tuy\u1ebfn<\/strong>, nh\u1eefng n\u1ed9i dung h\u1ecd th\u00edch<\/strong>, v\u00e0 th\u1eadm ch\u00ed l\u00e0 c\u1ea3m x\u00fac<\/strong> c\u1ee7a h\u1ecd khi t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c b\u00e0i \u0111\u0103ng. \u0110i\u1ec1u n\u00e0y gi\u00fap qu\u1ea3ng c\u00e1o c\u1ee7a b\u1ea1n kh\u00f4ng ch\u1ec9 \u0111\u1ebfn \u0111\u00fang \u0111\u1ed1i t\u01b0\u1ee3ng m\u00e0 c\u00f2n \u0111\u1ebfn \u0111\u00fang th\u1eddi \u0111i\u1ec3m h\u1ecd c\u00f3 nhu c\u1ea7u cao nh\u1ea5t. Th\u00eam v\u00e0o \u0111\u00f3, AI<\/strong> c\u1ee7a Facebook gi\u00fap t\u1ed1i \u01b0u h\u00f3a t\u1ea7n su\u1ea5t qu\u1ea3ng c\u00e1o<\/strong>, \u0111\u1ea3m b\u1ea3o r\u1eb1ng b\u1ea1n kh\u00f4ng “spam” qu\u00e1 nhi\u1ec1u m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c s\u1ef1 quan t\u00e2m<\/strong> c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n\n\n\n

    3.2. C\u00e1c c\u00f4ng c\u1ee5 t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o b\u1eb1ng AI kh\u00e1c<\/h3>\n\n\n\n

    Ngo\u00e0i Google v\u00e0 Facebook, c\u00f3 r\u1ea5t nhi\u1ec1u c\u00f4ng c\u1ee5 AI kh\u00e1c<\/strong> gi\u00fap t\u1ed1i \u01b0u h\u00f3a qu\u1ea3ng c\u00e1o, gi\u00fap b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i d\u00e0nh qu\u00e1 nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00e0 \u0111i\u1ec1u ch\u1ec9nh.<\/p>\n\n\n\n