Izeluleko eziningi mayelana nezinqubo ezingcono kakhulu zokuthuthukisa injini ekhiqizayo ziqala endaweni efanayo: thola imiyalo abantu abayisebenzisa ngamathuluzi e-AI, landelela ukuthi yiziphi ezinikeza ukubonakala komkhiqizo wakho, futhi wakhe okuqukethwe mayelana nemibuzo yevolumu ephezulu kakhulu.
Inkinga? Leyo datha ilinganiselwa kakhulu.
I-Generative engine optimization (GEO) iseyintsha ngokwanele ukuthi ingqalasizinda yokuyilinganisa ngokunembile ayikabi khona. Cabanga ukuthi i-GEO ihluke kanjani ku-SEO: amasiginali avuthiwe, athembekile osuwalindele kumathuluzi afana ne-Semrush noma ama-Ahrefs athatha iminyaka ukuthuthuka. Isilinganiso se-GEO asikabi khona. Lokho izinkundla ezikubiza ngokuthi “ivolumu esheshayo” kuyamodela, kulinganiselwa, futhi kuvame ukungalungile ngokweziqondiso.
Lokhu okuthunyelwe kuchaza ukuthi kungani ivolumu yokwaziswa iyisisekelo esingathembekile sesu lakho le-GEO nokuthi yini eyenziwa amaqembu aqhuba kahle kakhulu esikhundleni salokho.
Okuthathwayo Okubalulekile
“Ivolumu esheshayo” isilinganiso esinemodeli, hhayi idatha yangempela yomsebenzisi, okuyenza ibe isiqalo esingathembekile sezinqumo ze-GEO.
Ukuziphatha kwe-AI akuhambisani; imisho yabantu ikhuthaza ngokuhlukile futhi amamodeli abuyisela izimpendulo ezihlukene, okwenza amaphethini abe nzima ukwethemba esikalini esincane.
“Amazinga” e-AI awazinzile; izifundo zibonisa imiphumela ishintsha njalo, ngakho-ke ukulandelela ukuma ngendlela olandelela ngayo i-SEO akuhumushi.
Imithombo eminingi yedatha, kungakhathaliseki ukuthi amaphaneli noma ama-API, ichemile noma ayibonisi ukuziphatha kwangempela komsebenzisi kumathuluzi e-AI.
I-Ctation drift iphezulu, okusho ukuthi imithombo nokubonakala kushintsha inyanga nenyanga ngisho nangemiyalo efanayo.
Amathuluzi e-GEO asengaphambi kwesikhathi futhi ayaqondisa, awasho lutho; baphathe ngokufanele.
Ukwaziswa kweqoqo eduze kolimi lwangempela lwe-ICP yakho kusebenza kahle kakhulu ukujaha uhlu lwemibuzo eqoqwe abathengisi.
Isheduli yokuqapha engaguquki ibaluleke kakhulu kunokugxila kunoma iyiphi iphoyinti ledatha elilodwa.
Kungani I-Prompt Volume Idukisa Isu Lakho Le-GEO
1. Ama-LLM Akanayo Ivolumu Yokusesha: Iyalinganiselwa, Ayilinganiswa
Inkinga ebaluleke kakhulu ukuthi ayikho "ivolumu yosesho ye-AI" yeqiniso ngendlela i-Google edalula ngayo idatha yombuzo wosesho. Ama-LLM awashicileli ukuvama kwemibuzo noma okulinganayo kwevolumu yokusesha. Izimpendulo zabo ziyahlukahluka, ngezinye izikhathi ngokucashile futhi ngezinye izikhathi ngendlela emangalisayo, ngisho nemibuzo efanayo, ngenxa yokuqamba amakhodi okungenzeka kanye nomongo osheshayo. Futhi zincike ezicini zomongo ezifihliwe njengomlando womsebenzisi, isimo seseshini, nokushumeka okungacacile kuzibukeli zangaphandle. Imaphi amapulatifomu athengiswa “njengevolumu esheshayo” isilinganiso esilinganisiwe, hhayi ukulinganisa okuqondile.
2. Izimpendulo ze-LLM Azinqunyelwe Imvelo
Umthamo wamagama angukhiye wendabuko uyasebenza ngoba izigidi zabantu zithayipha umushwana ofanayo ku-Google futhi leyo mibuzo ifakiwe. Ukusebenzisana kwe-AI kuhluke kakhulu. Ukuziphatha kokusesha ku-SEO yendabuko kuyaphindaphinda, nezigidi zemisho efanayo ezishayela amamethrikhi evolumu azinzile. Ukusebenzisana kwe-LLM kuyingxoxo futhi kuyahlukahluka. Abantu babeka kabusha imibuzo ngendlela ehlukile, ngokuvamile phakathi neseshini eyodwa, okwenza ukuqashelwa kwephethini kube nzima ngamasethi edatha amancane.
Lokhu non-determinism kubhekwe endleleni ama-LLM asebenza ngayo. Bakhiqiza umbhalo besebenzisa izindlela ezinokwenzeka, bakhetha amagama asekelwe kulokho okungenzeka kunokulandela iphethini emisiwe. Ukwaziswa okufanayo kungaveza izimpendulo ezihlukene, okwenza kube nzima ukuthola iziphetho ezingaguquki nezinembile.
3. Imibukiso yoCwaningo ye-SparkToro Amazinga Angahleliwe Ngokubalulekile
Ubufakazi obuqakatheke kakhulu buvela ocwaningweni oluyingqophamlando lukaJanuwari 2026 olwenziwa nguRand Fishkin kanye noGumshoe.ai. Bahlole ukwaziswa okungu-2,961 kuwo wonke amavolontiya angu-600 ku-ChatGPT, Claude, ne-Google AI. Okutholiwe: kunethuba elingaphansi kwelilodwa kwayi-100 lokuthola uhlu lomkhiqizo ofanayo kunoma yiziphi izimpendulo ezimbili, kanye namathuba angaphansi kweyodwa kwayi-1,000 ohlu olufanayo ngokulandelana okufanayo. Njengoba uFishkin aphetha ngokungananazi, noma yiliphi ithuluzi elinikeza "isikhundla sezinga ku-AI" empeleni liyayenza.
Umthombo
Ucwaningo oluvela ku-SparkToro lugqamisa ukuhlukahluka okuphawulekayo ezincomweni zomkhiqizo ezikhiqizwe yi-AI ngisho nalapho kusetshenziswa imiyalo efanayo, okuphakamisa ukuthi izilinganiso zokubonakala ze-AI zephoyinti ngesikhathi zingabonisa ukuguquguquka kunezimpawu zokusebenza eziqinile.
4. Indlela Yokusebenzisa Iphaneli Inezinkinga Ezingokwemvelo Zokuchema
Amapulatifomu afana ne-Profound athembele kumaphaneli omthengi wokukhetha ukungena ukuze athole idatha yawo yokwaziswa. Izingxoxo ezinamalayisense ajulile ezivela kumaphaneli omthengi amaningi, okungena kabili wabasebenzisi bezinjini zokuphendula zangempela, anesilinganiso esifinyelela kumakhulu ezigidi zokwaziswa ngenyanga, futhi kusetshenziswa ukumodela okuthuthukisiwe okuthuthukisiwe ukuze kuveze imvamisa, inhloso, nomuzwa ngobubanzi.abantu.
Umthombo
Nakuba lokhu kuzwakala kunamandla, imvelo yokungena yalawa maphaneli isho ukuthi isampula ingase iphambukele kubasebenzisi abanolwazi oluthe xaxa, ababandakanyekayo, hhayi ingxenye emelene yokuthi iningi labantu liwazisa kanjani ngempela amathuluzi e-AI.
5. Imibuzo ye-API Ayibonisi Ukuziphatha Kwangempela Komuntu
Amathuluzi amaningi abuza amamodeli e-AI nge-API ukuze alingise ukwaziswa komsebenzisi, kodwa lokhu kwethula elinye igebe. Amathuluzi amaningi okulandelela i-AI athembele kumakholi we-API esikhundleni sokulingisa ukusetshenziswa kokusetshenziswa kubonwa abantu, futhi ucwaningo lwangaphambi kwesikhathi luphakamisa ukuthi imiphumela ye-API ingase ihluke kumiphumela yokusebenzelana, nakuba ubukhulu nemithelela yalo mehluko idinga uphenyo olwengeziwe. Imvelo egxile ku-API yedatha yokubuza iphinde isho ukuthi imiphumela ayihambisani nalokho abantu abakuseshayo.
6. I-Citation Drift Yinkulu futhi Ayibikezeli
Noma ungaziba yonke into engenhla, ukuzinza kwenyanga nenyanga kwezingcaphuno ze-AI kuphansi ngokushaqisayo. Ucwaningo olwenziwa yi-Profound lulinganisa ukukhukhuleka kwengcaphuno ngenyanga futhi lwabona izinguquko ezinkulu kakhulu ezizindeni ezikhonjiwe ngisho nangemiyalo efanayo. Ukubuka konke kwe-Google AI kanye ne-ChatGPT kubonise ukuhluka kwanyanga zonke kwamaphoyinti amaningi wamaphesenti.
Umthombo
Lokhu kusho ukuthi “ivolumu” enamathiselwe kunoma isiphi isixwayiso namuhla ingase ibukeke ihluke ngokuphelele ngenyanga ezayo, okuyenza ibe yisisekelo esingathembekile sezinqumo zokutshala izimali zokuqukethwe.
7. Sisenkathini yangaphambi kwe-Semrush: Amathuluzi Akakabi Nawo Ingqalasizinda
Sisesenkathini ye-pre-Semrush/Moz/Ahrefs yama-LLM. Akekho umuntu onokubonakala okuphelele kumthelela we-LLM ebhizinisini lakhe namuhla. Qaphela noma yimuphi umthengisi noma umxhumanisi othembisa ukubonakala okuphelele, ngoba lokho akukenzeki okwamanje. Idatha yamanje yokulandelela kufanele ithathwe njengeqondisayo futhi isebenziseke ezinqumweni, kodwa hhayi eqondile.
Imikhuba Emihle Yokuthuthukisa Injini Ekhiqizayo: Okufanele Ukwenze Kunalokho
Ivolumu esheshayo iyisiginali eyodwa phakathi kwabaningi, futhi njengamanje ingelinye lalawo abuthaka. Nazi izinqubo ezihamba phambili zokuthuthukisa injini ekhiqizayo ezibambelelayo.
Qala Nge-ICP Yakho, Hhayi Ideshibhodi
Kunokuba uvumele umthamo osheshayo olinganiselwe ulawule izinto eziza kuqala kokuqukethwe kwakho kwe-GEO, qala ngalokho okwaziyo ngempela mayelana nezilaleli zakho. Isignali enamandla kakhulu onayo Iphrofayili yakho Yekhasimende Elihle. Yiziphi izinkinga amakhasimende akho angcono kakhulu akuqasha ukuba uzixazulule? Basebenzisa luphi ulimi ukuchaza lezo zinkinga? Lawo maphuzu obuhlungu, hhayi izilinganiso zokushesha ezimodelayo zomthengisi, kufanele abe yisisekelo salokho okulungiselelayo ezimpendulweni ze-AI.
Umthombo: The Smarketers
Uma wenze umsebenzi oqinile we-ICP, usuvele uhlezi kudatha engcono kunanoma iliphi ithuluzi levolumu yokwaziswa ongakunikeza.
Iya Lapho Izithameli Zakho Sezivele Zikhuluma Khona
Faka isendlalelo ocwaningweni lwangempela lwezithameli ngokuya lapho izethameli zakho zikhuluma ngokukhululekile nangokwethembeka. Uchungechunge lwe-Reddit, izinkundla ze-niche, amazwana we-LinkedIn, imiphakathi ye-Slack, nezingosi zokubuyekeza ezifana ne-G2 ne-Trustpilot yizindawo lapho abantu bebuza imibuzo engahlungiwe ngamagama abo. Yilolo kanye uhlobo lolimi lwemvelo olubonisa eduze ukuthi umuntu angalenza kanjani ithuluzi le-AI. Uma i-ICP yakho ibuza ngokuphindaphindiwe ukuthi "ngiyithethelela kanjani i-ROI ye-X ku-CFO yami" ku-subreddit, lokho kufushane kokuqukethwe okuthembeke kakhulu kunenombolo yevolumu esheshayo enamathiselwe embuzweni okhethwe umthengisi.
Imayini Izingxoxo Zakho Zekhasimende
Amaqembu abheke amakhasimende angomunye wemithombo esetshenziswa kancane yobuhlakani be-GEO. Ukurekhodwa kwezingcingo zokuthengisa, amathikithi osekelo, izingxoxo zamakhasimende, nezingxoxo zokugibela zicebile ngamagama anembile abathengi bangempela abawasebenzisayo lapho bebambekile, bengabaza, noma behlola izinketho. Lolo limi lungokuqukethwe kwakho futhi ekugcineni luzimpendulo ze-AI. Uma ithimba lakho labadayisi lizwa ukuphikisa okufanayo masonto onke, kunethuba elihle lokuthi othile abuze i-AI umbuzo ofanayo.
Hlanganisa futhi Uhlele Ukwaziswa Ngolimi Lwezethameli Zakho
Uma usunombono ongahluziwe ovela emsebenzini wakho we-ICP, izinkundla, nezingxoxo zamakhasimende, isinyathelo esilandelayo ukuwuhlela. Kunokuba uphathe ukwaziswa okungaba khona ngakunye njengento ehlukanisiwe, hlanganisa ngenjongo nangendikimba.
Ukuhlanganisa ngokushesha ezihlokweni ezifanayo noma amaphuzu obuhlungu kukusiza ukuthi ubone amaphethini endleleni izethameli zakho ezicabanga ngayo ngenkinga, hhayi nje ukuthi ziwusho kanjani umbuzo owodwa. Iqoqo elizungeze "indlela yokukala impumelelo ye-GEO" lingase lifake ukwaziswa mayelana namamethrikhi, ukubika, ukuxhumana nababambiqhaza, kanye nokulinganisa. Ngayinye yalezo zifanelwe okuqukethwe, futhi ukugqagqana phakathi kwakho kukutshela ukuthi ukulandisa kwakho okubalulekile kufanele kube yini.
Lokhu ukugudluka okuphusilei-logic yocwaningo lwegama elingukhiye. Uma ucabanga nge-GEO ngokumelene ne-AEO, umgomo wokuhlela awushintshi: igunya lesihloko elizungeze izinkinga izethameli zakho ezizama ukuzixazulula. Ukuhlela ngokushesha ngenhloso nangetimu yikho okukuvumela ukuthi wakhe lelo gunya ngendlela ehlelekile.
Sebenzisa Amathuluzi Evolumu Esheshayo kulokho Abakwaziyo Ngempela
Akukho kulokhu okusho ukushiya amapulatifomu afana ne-Profound noma i-Writsonic ngokuphelele. Zisetshenziswa ngendlela efanele, ziwusizo ngempela ekuqwashiseni iziqondiso: ukubona izikhala zesihloko, ukuqapha ukuthi umkhiqizo wakho uyavela yini ezingxoxweni ezifanele, kanye nokulandelela ukwabelana kwezwi ngokumelene nezimbangi ngokuhamba kwesikhathi.
Umthombo
Iphutha ukuwasebenzisa njengengxenye yevolumu yegama elingukhiye futhi uvumela izilinganiso zabo zishayele okudalayo. Vumela i-ICP yakho, ucwaningo lwezethameli, kanye nezingxoxo zamakhasimende zangempela zikutshele ukuthi ulungiselele ini. Bese usebenzisa idatha yevolumu esheshayo ukuhlola ingcindezi nokuqapha, hhayi ukunquma.
Yakha Uhlelo Lokuqapha Olusebenza Ngempela
Uma kubhekwa ukuthi kungakanani ukukhukhuleka kwengcaphuno okukhona emiphumeleni ye-AI, ukuqapha kudinga ukuhleleka nokufana kunokuthi kusebenze. Ukuhlola ukubonakala kwe-AI yomkhiqizo wakho kanye ngekota akwanele. Ishejuli yokuqapha yanyanga zonke yeqoqo lakho elibalulekile elisheshayo ikunikeza isisekelo esiphusile sokubona amashifu anenjongo ngaphandle kokukhomba ngokweqile emsindweni.
Nansi indlela yokubhekana nayo ngokoqobo. Setha uhlu olucacisiwe lwemiyalo engama-20 kuye kwengama-30 ebonisa imibuzo evame kakhulu ye-ICP yakho. Zisebenzise ku-cadence esethi, okungenani nyanga zonke, kuzo zonke izinkundla izithameli zakho ezizisebenzisa kakhulu, njenge-ChatGPT, Perplexity, kanye Nokubuka konke kwe-Google AI. Landela ngomkhondo ukuthi umkhiqizo wakho, okuqukethwe kwakho, noma izimbangi zakho ziyavela. Qaphela izinguquko, kodwa ungasabela ngokweqile ekushintsheni kwenyanga eyodwa uma kubhekwa ukuthi kungakanani ukuhluka okukhona. Okubhekile amathrendi okuqondisayo phakathi kwezinyanga ezintathu kuya kweziyisithupha, hhayi izindawo zeviki neviki.
Yilokhu okuhlukanisa amaqembu anesu langempela lokuthuthukisa usesho lwe-AI kusukela kulawo asabela izexwayiso zedeshibhodi. Ukuqapha ukwazisa; akunqumi.
Umugqa Ophansi
Ivolumu yokwaziswa izama ukulinganisa isidingo okungenzeka usuvele unokufinyelela okuqondile kuso. Amabhrendi awinayo ekusesheni kwe-AI akuwona lawo ajaha ukwaziswa okulandelelwa kakhulu. Yibo abaqonda izethameli zabo ngokujulile ngokwanele ukuze babonise izimpendulo amakhasimende abo azifunayo ngempela.
