Chii chinonzi Human-in-the-Loop Strategy yeOtomatiki?

Nguva Yokuverenga: 15 maminitsi

Otomatiki yaimbova nyaya yekubudirira. Iye zvino yava nyaya yekuvimbana.

Kwemakore maviri apfuura, vakatanga nevatungamiriri vekukura kwebhizinesi vanga vachiudzwa kuti vamiririri veAI vachatungamira hurongwa hwavo, vanyore makopi avo, vanyorese mareferensi avo, uye vanyorese misangano yavo. Zvimwe zvacho zvakaitika. Zvakawanda zvacho hazvina kuitika. Zvakaitika, zvinenge pasi rose, kukwira kukuru kwemutengo wekuita kuti otomatiki isashande nemazvo. Kushandiswa kweLinkedIn® spammy hakungogumiri pakuchinja. Kunokanganisa mukurumbira wedomain yako, kunoita kuti account yako ionekwe, uye kudzidzisa vanotarisira vako kusateerera mameseji ako emangwana kunyangwe kana ukaasvika zvakanaka.

Uyu ndiwo mukaha unozadzwa nehurongwa hweHuman-in-the-Loop. Harisi izwi rekuti "tichiri kuda vanhu." Isarudzo chaiyo yekugadzira sisitimu inosarudza kuti ndekupi vanhu vanowedzera kutonga kuenda kumabasa ega, uye kwavanogona kukundikana. Zvaitwa zvakanaka, zvinoita kuti timu diki ishande nesimba kupfuura guru pasina kurasikirwa nehunhu hwakaita kuti vatengi vati hongu pakutanga.

Gwaro iri rinotsanangura kuti otomatiki yeHuman-in-the-Loop chii chaizvo, kuti nei ichikosha muna 2026 kupfuura muna 2024, kuti inotadza papi, uye kuti ingagadzirwa sei sisitimu inoshanda. kunyanya kushambadza kweB2B, kutengesa, uye kukura. Konnector.ai iri mukati mehurukuro iyi semuenzaniso unoshanda, nekuti kutengesa kwevanhu uye nzvimbo yekubatsira vanhu yeLinkedIn® ndipo panonyanya kuoneka musiyano uripo pakati pekushandisa manual neautomatic zvizere.

Chii chinonzi Human-in-the-Loop automation mumashoko akareruka?

Munhu-ari-mu ...

Nzira inobatsira yekufunga nezvazvo: otomatiki yakazara inomhanya kubva kumagumo kusvika kumagumo isina kumira. Basa remaoko rakazara rinomhanya kubva kumagumo kusvika kumagumo pasina rubatsiro. HITL inomhanya yega kusvika yasvika pasarudzo iyo sisitimu yakanga isina kugadzirwa kuti iite nechivimbo, yobva yamira yokumbira munhu kuti asarudze. Mhinduro yemunhu inodzokera kusisitimu, iyo inoenderera mberi kubva ipapo.

Kuchinja kwekugadzira zvinhu kunokosha. Mumuenzaniso wekare wekuti "vanhu vanoongorora AI", munhu inyanzvi yekudzora mhando. Vanotarisa mushure meizvozvo. Mumuenzaniso weHITL, munhu chikamu chehurongwa pachahwo. Ndivo vanoita kuti hurongwa huvimbike kuti hushande padanho repamusoro.

Sei Human-in-the-Loop iriyo nzira chaiyo yeB2B automation muna 2026?

Zvinhu zvitatu zvakachinja mumwedzi gumi nemisere yapfuura zvinoita kuti automation chaiyo ive yakaipa kupfuura kare.

Chekutanga, mapuratifomu ave akaomarara zvakanyanya. Masisitimu ekuona maitiro eLinkedIn® ava kunzwisisa maitiro aimboonekwa: maumbirwo akafanana emeseji, nguva inofungidzirwa, kukwira kwevhoriyamu kamwe kamwe kubva kuaccount imwe chete. Injini yekubatsira vanhu inoshanda otomatiki yakashanda muna 2023 ikozvino yava kurambidzwa mumaakaundi mumavhiki mashoma. Hurongwa hwekuchengetedza hweKonnector.ai hwakavakirwa zvakanangana neizvi zvitsva, asi chidzidzo chiripo chinoshanda kune yega yega nzira. Kuzvigadzira otomatiki kunotongwa.

Chechipiri, kushivirira vatengi kuti vawane ruzivo rwakakwana kwadzikira. Vavambi vemapurogiramu vanogona kuona meseji isina kunaka yakanyorwa neAI mumutsara wekutanga. Rudzi rwebhawa rwachinja kubva pa "ichi chinhu chakagadzirwa nemunhu" kuenda pa "ko munhu chaiye akafunga nezvangu asati atumira izvi here?" Kuzvigadzira otomatiki hakugone kubvisa bhawa iroro nguva dzose. Inogadzira zvigadzirwa zvakagadzirwa nemunhu asi zvinoita sezvemagetsi.

Chechitatu, mutengo wekukuvadzwa kwebhizinesi nekuda kwekusashanda zvakanaka kwemagetsi ikozvino wagara kwenguva refu nenzira yaisamboitika kare. Munhu anotarisira meseji yako anoshuma kuti spam haangokuvharidzi chete. Vanodzidzisa maitiro ese anobata account yako kuti akubvise pakutanga. Kambani imwe chete yakaipa inogona kugadzira mwedzi mitanhatu yekukwanisa kuburitsa.

HITL inogadzirisa zvese zvitatu. Otomatiki iyi inobata basa risingade kutongwa. Munhu anopindira panguva dzinosarudza kana mutengi wacho anonzwa achiremekedzwa kana kutengeswa kwaari. Mugumisiro wacho unenge wakawanda pasina njodzi yerudzi rwake.

Munhu-ari-mu ...

Matimu mazhinji anochinja-chinja pakati pezvinhu zviviri zvakanyanya. Anotanga nemaoko nekuti anoda kuti meseji yega yega ive yakakwana. Zvadaro anorova madziro, oita otomatiki zvese, uye otarisa mitengo yemhinduro ichidzikira. Zvadaro anodzokera kumashure. HITL ndiyo nzira yepakati, asi yakanyanya kunanga pane kungoti "ita otomatiki zvimwe, ita zvimwe nemaoko."

divi	Nemaoko Zvizere	Fully Automated	Munhu-mu-the-Loop
Daily output	Vanokwanisa kuva pakati pe20 ne40	Vanokwanisa kuva pakati pe500 ne1,000	Vanokwanisa kuva pakati pe200 ne500
Hunhu hwekugadzirisa zvinhu	Yakakwira asi isingachinji	Yakaderera kusvika pakuenzanisa	Yakakwirira uye inowirirana
Kubudirira	Zvakaderera. Zvakabatana nenguva yako yekushanda	Yakakwirira. Yakabatana nezvishandiso zvako	Yakakwirira. Yakabatana nekakawanda kekutonga kwako
Njodzi yekudziviswa kwepuratifomu	Very yakaderera	Maakaundi ekuongorora mapatani epamusoro.	Kuonekwa kwemhando dzakasiyana dzevanhu kwakaderera.
Nguva yemuvambi pazuva	3 kune maawa 4	Asingasvike maminitsi mashanu	15 kune 30 maminitsi
Muganho wemutengo wemhinduro	15 kune 25 muzana	2 kune 5 muzana	10 kune 18 muzana
Njodzi yerudzi rwechiratidzo	Low	High	Yakaderera kusvika pakuenzanisa
Yakanyanya kukodzera	Maakaundi makumi mashanu epamusoro eABM	Kunyoresa mutsamba dzenhau, chikamu chine mutengo wakaderera	Kugadzirwa kwemapaipi, kusvika kuICP

Mutsara unonakidza uri mutafura iyi ndewechipiri-wekupedzisira: nguva yemuvambi pazuva. HITL inotora nguva shoma yemuvambi kupfuura kusvika pabasa nemaoko nekuti munhu haasisiri kuita basa. Vari kuita sarudzo dzinotungamira basa. Maminitsi gumi nemashanu ekutonga anogona kuumba maawa mana ekuzvishandira. Ndiyo simba rekushandisa.

Munhu anofanira kugara papi chaizvo?

Apa ndipo panokanganisa zvikwata zvakawanda zveHITL. Vanoisa munhu panzvimbo isiriyo yekutarisa vobva vagumisa kuti HITL haivape nguva. Kune nzvimbo ina dzekutarisa dzinokosha pakugadzira otomatiki kweB2B, uye sisitimu yakagadzirwa zvakanaka inoshandisa vanhu pane imwe kana mbiri dzacho, kwete dzese ina.

Chinongedzo 1: Kusarudza zvinhu zvakanangana nesarudzo. Ndiani watinosvika kwaari? Iyi ndiyo nzvimbo yepamusoro-soro yekuisa munhu. Sarudzo isina kunaka yekunanga inotambisa automation yese iri pasi. Yakanaka inoita kuti zvimwe zvese zvehurongwa zvitaridzike zvakanaka. Zvishandiso zvakaita seizvi: Konnector.ai shandisa Social Signals Intelligence kuti iite otomatiki kuonekwa kwevanhu vane chinangwa chikuru, asi muvambi achiri kusarudza kuti ndeapi masaini akakosha kubhizinesi ravo mwedzi iwoyo.

Nzvimbo yekutarisa 2: Kubvumidzwa kwemashoko. Meseji iyi chaiyo inofanira kuenda kumunhu uyu chaiye here? Vazhinji vevakatanga basa vanofanira kuisa vanhu pano nekuti inonzwa yakachengeteka. Ndiyo nzvimbo inodhura zvakanyanya, nekuti huwandu hwemeseji hwakakura. Kana uri kuongorora meseji yega yega, hausi kushandisa HITL. Uri kuita basa remaoko rinononoka nematanho ekuwedzera.

Nzvimbo yekutarisa 3: Mhinduro yekutarisa. Tinoitei nemhinduro? Apa ndipo panobatsira zvikuru HITL. AI inogona kuisa mhinduro muzvikamu zviviri: "ndinofarira," "kwete ikozvino," "munhu asina kunaka," uye "ndibvise." Munhu anosarudza zvekutaura kumhinduro "dzinofarira", nekuti ndiyo nguva inotanga hurukuro chaiyo uye mhinduro yakarongwa inouraya chibvumirano.

Checkpoint 4: Kugadzirisa zvinhu zvisina kunaka. Tinoitei kana chimwe chinhu chisingatarisirwi chikaitika? Munhu anotarisira basa anotaura nezvemumwe munhu waanokwikwidza naye. Mumwe munhu wawakataura naye kota yapfuura achangokwidziridzwa pabasa. Akaundi yako yakatevedzwa ichangobva kuzivisa nezvekudzingwa basa. Pure automation inoregeredza zviratidzo izvi kana kushandisa template. Munhu anovatevera.

Mutemo mukuru: isa vanhu panzvimbo dzekutarisa 1 ne3. Gadzira nzvimbo dzekutarisa 2 ne4 uchishandisa mitemo yakajeka yekukwira. Izvi zvinokupa huwandu hwekushanda kwe otomatiki uye kutonga kwebasa remaoko, pasina kubhadhara zvese zviri zviviri.

Chii chinoitika kana munhu achishanda mu "Human-in-the-Loop"?

Heino maitiro anoita zuva rekushanda kumunhu anotungamira HITL achibatsira nekushandisa chishandiso chakaita seKonnector.ai. Izvi hazvisi zvekufungidzira. Ndiyo maitiro anoita zvishandiso Maitiro ezuva nezuva evakatanga Konnector.ai zvakavakirwa pamativi ose.

Mangwanani, maminetsi gumi. Muvambi ndiye anovhura dashboard yeSocial Signals, kwete LinkedIn® feed. Dashboard iyi inoratidza zvinyorwa zvinobatanidzwa nevanhu vakakodzera, kutaura mazwi akakosha ari muICP yavo, uye kuchinja mumaakaundi akatevedzwa. Muvambi anoshandisa maminetsi gumi achiongorora zviratidzo zvakabuda uye kusarudza kuti ndeapi matipi ekushandisa pazuva iroro. Sarudzo iyoyo inopa simba kune otomatiki.

Pakati pemangwanani, otomatiki. Sisitimu iyi inoshandisa mashoko, zvikumbiro zvekubatana, uye mashoko ekubatsira vanhu zvichibva pakuongorora kwechiratidzo chemangwanani. Muvambi haasi muchikamu chino. Ndivo vari kutungamira kambani iyi. Sisitimu iyi inoshandisa mafomati emashoko akatenderwa kare ane mavariables chaiwo anotorwa kubva padata reparuzhinji uye zviitiko zvechangobva kuitika.

Masikati, maminetsi mashanu. Muvambi anoongorora madhirowa emashoko akagadzirwa neAI pazvinyorwa zvine masaini makuru. Vanobvumidza, vanogadzirisa, kana kuramba chimwe nechimwe. Iyi ndiyo maminetsi mashanu ekushandisa zvakanyanya pazuva, nekuti mashoko akaiswa zvakanaka pazvinyorwa zvakakodzera anounza kufarira mukati nechikamu chidiki chemutengo wekutumira mameseji.

Kupera kwezuva, maminetsi gumi. Muvambi anoongorora mhinduro kubva kumusangano wezuva iroro. Sisitimu yacho yatoisa muzvikamu. Basa remuvambi nderekunyora mhinduro dzake pachake kune chero ani zvake akaratidza kufarira zvechokwadi. Matemplate ekutevera anobuda otomatiki kuti awane zviratidzo zvinyoro. Chero ani zvake akati "kwete ikozvino" anorerwa otomatiki.

Nguva yose yemutangi: maminetsi makumi maviri nemashanu. Huwandu hwese hwakagadziriswa: hwakakwana kuchengetedza kuzadza kwepombi kwakanaka. Hunhu: hunochengetwa nekuti mutangi ari kuita sarudzo dzinokosha, kwete kubvumidza meseji yese inobuda.

Raibhurari yemavhidhiyo yeKonnector.ai ine mazano ekutevera mamwe ematanho aya:

Sei otomatiki yakachena ichikundikana mukubudirira kweB2B?

Kushanda kwemagetsi kwakachena kunokundikana nekuda kwechikonzero chinotora nguva kuti vagadziri vagamuchire zvizere. Chikonzero hachisi chekuti AI haigone kunyora mameseji akanaka. Inogona. Chikonzero ndechekuti vhoriyamu inochinja zvinoreva meseji.

Mharidzo yakakwana yakanyorwa neAI inotumirwa kune mumwe munhu anotsvaga ruzivo inowanikwa zvakanaka. Mharidzo imwecheteyo inotumirwa kune chiuru chevanhu vanotsvaga ruzivo inowanikwa se spam, kunyangwe imwe neimwe yakagadzirwa nehunyanzvi. Izvi zvinodaro nekuti vanhu vanotsvaga ruzivo havangoverengi meseji yako chete. Vanoverenga mamiriro akaipoteredza. Mharidzo inosvika panguva inozivikanwa ye automation pattern, pazuva iro feed yavo yese izere nemeseji dzakafanana, inoverengwa sechikamu che pattern iyoyo. Hazvina basa kuti mashoko acho akanaka sei.

Iyi ndiyo pfungwa isingawanikwe nemablog mazhinji ehurongwa hwe automation. Anotarisa pamhando yemeseji. Chinoshanduka-shanduka ndechekuti munhu ari kuwana ma signal density. Munhu ari kuwana ma meseji mangani otomatiki vhiki iyoyo? Mangani aanonzwa seakagadziriswa? Ako ari papi musanganiswa iwoyo?

HITL inogadzirisa izvi kwete nekunyora mameseji ari nani, asi nekushandura nguva, chinokonzeresa, uye maitiro emhinduro nenzira idzo otomatiki chaiyo isingakwanise kutevedzera. Munhu anoongorora masaini asati atumira anotyora maitiro. Munhu anopindura mhinduro nenzwi rake pachake anotyora maitiro. Munhu anosarudza kuti ndeapi anofanirwa kuteverwa uye ndeapi asingatyore maitiro. Kutyoka kwega kwega kudiki. Pamwe chete vanoita mutsauko pakati pekunzwa otomatiki uye kunzwa sekunge wafungwa.

Ndezvipi zvikanganiso zvinowanzoitwa nevatangi vekambani neHuman-in-the-Loop automation?

Mazhinji mashandisirwo eHITL anokundikana nenzira dzinofungidzirwa. Heano mana anonyanya kushandiswa.

Chikanganiso chekutanga: kuisa munhu panzvimbo yega yega yekuongororwa. Kana muvambi achibvumidza meseji yega yega, sisitimu yacho haisi HITL. Ibasa remaoko rine mutsetse. Vhoriyamu haimbokwiri nekuti munhu ndiye anova muganhu.

Chikanganiso chechipiri: kusatsanangura zvinotenderwa nemunhu kuti zvisashande. Pasina mitemo yakajeka pamusoro pezvinogona kuchinjwa nemunhu, nzvimbo yega yega yekutarisa inova gakava. Sisitimu yacho inononoka kumira nekuti hapana anoziva kana otevera zano rinoitwa otomatiki kana kuvimba nedumbu remunhu.

Chikanganiso chechitatu: kubata HITL seyenguva pfupi. Vamwe vavambi vanoshandisa HITL senzira yekuvaka makambani pavanenge vachigadzira zvinhu zvavo kuti zvishande otomatiki. Uku kukanganisa kuripo pakusvika paB2B. Nguva dzekutonga hadziperi sezvo hurongwa hwacho huchikura. Dzinova dzakakosha, nekuti hurongwa hwacho hwava nemhosva yehukama hwakakosha.

Chikanganiso chechina: kusayera mupiro wemunhu. Kana usingakwanise kuratidza kuti munhu ari kuita sarudzo dzipi uye kuti chii chiri kuchinja, haugone kuziva kana munhu ari kuwedzera kukosha kana kuwedzera mari yekuwedzera. Tevedzera mwero wekuwedzera (kuti munhu anochinja kangani zvinokurudzirwa ne automation), mwero wekusimudzira (kuti zvinobuda zvakabatwa nemunhu zvinoshanda zviri nani sei), uye nguva yekusarudza (kuti munhu anotora nguva yakareba sei panzvimbo yega yega yekutarisa).

Unogadzira sei sisitimu yeHuman-in-the-Loop yeLinkedIn® outreach?

LinkedIn® ndiyo nyaya yakajeka nekuti iri pakati pemitemo yakasimba yepuratifomu, hukama hwakakosha hwevatengi, uye purofiti yakakosha ye otomatiki. Heino dhizaini yesystem inoshanda.

Chikamu 1: Kutorwa kwechiratidzo. Gadzirisa izvi otomatiki zvachose. Zvishandiso zvakaita seKonnector.ai's Social Signals Intelligence track keyword mentions, prospect activity, ICP movement, uye vateveri vemakwikwi. Hapana chikonzero chemunhu chekuva muchikamu ichi. Tarisa. kuti ChatGPT inobatanidzwa sei neKonnector muenzaniso wekuti AI inogona sei kusanganisa pane iyi layer.

Chikamu chechipiri: Kusarudza zvinhu zvakanangana nesarudzo. Nzvimbo yekutarisa vanhu. Muvambi anoongorora zviratidzo zvezuva nezuva uye anosarudza kuti zviratidzo zvipi zvinofanira kuitwa pazuva iroro. Ichi chisarudzo chemaminitsi mashanu kusvika gumi, kwete ongororo yemaawa maviri. Chinangwa ndechekutungamira, kwete kukwana.

Chikamu 3: Kuitwa kwekubatsira vanhu. Gadzirisa izvi zvizere uchishandisa nzira dzekuchengetedza. Nzira dzekuchengetedza dzeKonnector.ai dzinotenderera maakaundi, dzinochinja nguva, uye dzinogara mukati memiganhu yemaitiro eLinkedIn®. Munhu haasi muchikamu ichi nekuti kuvapo kunononotsa kumhanya pasina kuivandudza.

Chikamu chechina: Mhinduro uye kubatanidzwa. Nzvimbo yekutarisa yakasanganiswa. AI inonyora makomendi emashoko ari pamusoro pezvinyorwa zvine masaini makuru. Munhu anoongorora uye anobvumidza muhuwandu, kazhinji makomendi mashanu kusvika gumi panguva imwe chete, mumaminitsi asingasviki mashanu.

Chikamu 5: Mhinduro yemhinduro uye hurukuro. Nzvimbo yekutarisa yemunhu. Sisitimu iyi inoronga mhinduro. Munhu anonyora mhinduro kune chero munhu anoratidza kufarira kwechokwadi. Mhinduro dzakapfava dzinowana nzira dzekurera dzega.

Chikamu 6: Kufamba kwepaipi. Gadzirisa izvi otomatiki zvachose. Kana hurukuro yasvika padanho rekugadzirira musangano, chishandiso chekarenda chinotora nzvimbo. Munhu anoonekwazve pamusangano chaiwo.

Iyi modhi ine zvidimbu zvitanhatu ndiyo musiyano uripo pakati pechishandiso nesystem. Mapuratifomu mazhinji e otomatiki anokupa zvidimbu. Dhizaini yeHITL inokuudza pekuzviisa iwe pachako mazviri.

Maitiro eHuman-in-the-Loop anoita sei pakutumira email isina kugadzikana?

Email inotonhora inotevera pfungwa yakafanana asi ine nzvimbo dzakasiyana dzekutarisa. Njodzi yepuratifomu yakasiyana. Tarisiro yekusarudza munhu yakafanana. Vhoriyamu inowanzo kuve yakakwira.

Kuti muwane email isina kugadzikana, gadzirai otomatiki list building, monitoring delivery monitoring, send time, uye bounce handling. Isai vanhu panzvimbo nhatu dzekutarisa: offer design (tiri kutaura kuti chii chaizvo chatinoita), segmentation logic (ndeipi list inowana meseji ipi), uye reply handling (chero mhinduro isiri hongu kana kwete).

Chikanganiso chikuru mu cold email automation ndechekupa mukana weAI. AI haigone kukuudza zvinodiwa nemutengi wako. Inogona chete kugadzirisa matauriro aunoita zvaunomuudza kuti ataure. Chipo chacho ibasa remuvambi. Kunyora mashoko ibasa resystem. Mazhinji ema email campaigns akakundikana anovhiringidza maviri aya.

Unoyera sei kana system yako yeHuman-in-the-Loop iri kushanda?

Matimu mazhinji anoyera HITL nezviyero zvisirizvo. Anotarisa mitengo yemhinduro uye misangano yakarongwa. Aya ndiwo mayero ekubudisa. Anokuudza kana mushandirapamwe wako wakashanda. Haakuudze kana dhizaini yako yeHITL yakarurama.

Zviyero zvakakodzera zveHITL ndezvebasa remunhu muhurongwa.

Mwero wekudarika. Munhu anochinja huwandu hupi hwemazano e otomatiki? Kana ari pasi pe10 muzana, munhu ari kudzvanywa nerabha uye unogona kubvisa nzvimbo yekutarisa. Kana ari pamusoro pe60 muzana, otomatiki haina kudzidziswa zvakakwana uye munhu ari kuita basa rakawandisa.

Nguva yekusarudza panzvimbo imwe neimwe yekutarisa. Munhu anotora nguva yakareba sei panzvimbo yega yega yekuyedza? Kana iri kukwira, system iri kumubvunza mibvunzo yakawandisa kana mibvunzo isiriyo. Kana iri kudonha kusvika pazero, ungangove uri kuzviitira otomatiki zvakanyanya.

Chikwidzo pamusoro pezvinobuda zvakabatwa nevanhu. Enzanisa mwero wekushandurwa kwezvinobuda otomatiki zvizere neizvo zvakabatwa nemunhu. Chinosimudza chinokuudza kana munhu ari kuwedzera kukosha kana kuti chiri kuratidzwa. Sisitimu inobatsira yeHITL inoratidza kusimudza kwe20 kusvika ku40 muzana pane zvinobuda zvakabatwa.

Maawa evatangi pamadhora epaipi. Chiyero chinonyanya kukosha padanho rekambani. Kuti nguva yemuvambi yakabereka yakawanda sei, kuti pombi yakawanda sei. HITL inofanira kuderedza nhamba iyi mwedzi nemwedzi ukuwo huwandu hwepombi huchiramba hwakatsetseka kana kukwira.

Konnector.ai inoshandisa sei Human-in-the-Loop muchigadzirwa chayo?

Kugadzirwa kwechigadzirwa cheKonnector.ai kwakavakirwa pamisimboti yeHITL, kunyangwe izwi racho risingashandiswe zvakananga. Sarudzo nhatu dzechigadzirwa dzinoratidza izvi zvakajeka.

Chekutanga, dashboard yeSocial Signals Intelligence haishande pamasaini otomatiki. Inobuda pachena. Muvambi ndiye anosarudza kuti ndeapi anofanira kushanda nawo. Iyi iHITL nekugadzirwa kwayo. Sisitimu iyi inogona kuita otomatiki chiito chacho. Haidaro, nekuti sarudzo yekunanga ndiyo nguva yepamusoro-soro yevanhu.

Chechipiri, AI Comments dzinonyorwa asi hadzitumirwe pasina mvumo. Muvambi anoongorora zano racho, anogadzirisa kana zvichidikanwa, uye anobvumidza muhuwandu hwakawanda. Izvi zvinoita kuti mhinduro dzirambe dziri pamusoro ukuwo muvambi achigadzirisa mumaminitsi.

Chechitatu, hurongwa hwekuchengetedza hunongoitwa otomatiki, asi mitemo iri shure kwayo inogadziriswa nemushandisi. Muvambi ndiye anogadza miganhu. Sisitimu iyi inovasimbisa. Izvi zvinoshandiswa pakugadzirisa njodzi, kwete kungosvika chete. Kana uchienzanisa Konnector nezvishandiso zvakaita seLa Growth Machine, musiyano unowanzobva pakuti chishandiso chimwe nechimwe chinopindura sei mubvunzo wekuti munhu anofanira kuva kupi mudenderedzwa.

Tarisa chikamu cheAI Comments chiri kushanda:

Ndeipi njodzi dzekukanganisa Human-in-the-Loop?

Kukanganisa kweHITL kwakaipa kupfuura otomatiki yakazara, nekuti kunokupa pfungwa yenhema yekuti sisitimu iri kutariswa nepo isiri kutariswa. Nzira nhatu dzekukundikana dzinofanirwa kutariswa.

Munhu anova mutsipa wedambudziko. Kana rudungwe rwezvisarudzo rukanyanya kupfuura nguva inowanikwa nemunhu, sisitimu inomira. Kusvika kune vamwe vanhu kunononoka. Mhinduro dzinopera. Mutengo weotomatiki unoramba uripo ukuwo zvinobuda zvichiderera. Mhinduro: kuderedza huwandu hwenzvimbo dzekutarisa dzevanhu kana sarudzo dzeboka zvisina tsitsi.

Munhu anomira akatarisa zvakanaka. Kuneta kwekubvumidzwa kuripo zvechokwadi. Mushure meongororo yechi50 yezuva, muvambi anobvumidza zvinhu zvavangadai vakaramba mangwanani. Mhinduro: deredza huwandu hweongororo yezuva nezuva uye chinjanisa mhando dzesarudzo kuti pfungwa dzirambe dzichitsva.

Munhu anotanga kuvimba nezvinhu zvisiri izvo. Nekufamba kwenguva, vavambi vanotanga kufunga kuti AI yakarurama vobva vangodzvanya. Sisitimu yacho inongofamba-famba. Mhinduro: vanogadzira wongororo dzinoonekwa nguva nenguva apo munhu anokumbirwa kuti aongorore pasina kuona zvinokurudzirwa neAI, kuti vadzorere kuvimbana.

Zvinotora nguva yakareba sei kuti utange kushandisa Human-in-the-Loop system nemazvo?

Vazhinji vevatangi vekambani havanyatso koshesa nguva yekuburitswa kwekambani nekuti vanofunga nezveHITL sekunge kuchinja switch. Iri pedyo nekuvakwazve kwemazuva makumi matanhatu kusvika makumi mapfumbamwe, zvichienderana nekuti watove nemaitiro akawanda sei. Heino maitiro ekuburitswa kwekambani chaiyo.

Mazuva 1 kusvika 14: ongorora mamiriro azvino. Mepu nhanho yega yega yemaitiro ako ekubatsira vanhu. Maka matanho api ari emaoko, ndeapi ari otomatiki, uye ndeapi ari maviri. Ongororo iyi inowanzo ratidza zvinhu zvitatu: basa remaoko rakavanzika iro muvambi asina kuziva kuti riri kuitika, maturusi e otomatiki anopindirana anodzokorora kushanda nesimba, uye nzvimbo dzesarudzo apo hapana anogona kutsanangura kuti mutemo chii chaizvo.

Mazuva 15 kusvika 30: gadzira mepu yekutarisa. Sarudza kuti vanhu vanofanira kuva kupi. Rondedzero yenzvimbo ina dziri pamusoro apa (kunangwa, kubvumidzwa kwemashoko, kupindura mibvunzo, kugadzirisa zvinhu zvakasiyana) ndiyo pokutangira. Gadzirisa zvinoenderana nemamiriro ako chaiwo. Chikwata cheB2C chichayera zvinhu zvakasiyana nechikwata cheB2B SaaS. Chikwata chinotarisa ABM chichayera zvakasiyana nechikwata cheSDR chine huwandu hwakawanda.

Mazuva 31 kusvika 60: chishandiso nechishandiso. Gadzirisa maturusi, gadzirisa otomatiki, uye chinonyanya kukosha, wedzera chiyero musystem kubva pazuva rekutanga. Kana usingakwanise kuona mwero wekudzikisa, nguva dzekusarudza, uye kuwedzera pane zvinobuda zvakabatwa nemunhu pakupera kwezuva rechi60, hauzozive kana system iri kushanda.

Mazuva 61 kusvika 90: gadzirisa denderedzwa. Mazuva makumi matatu ekutanga ekushanda acharatidza kuti ndeapi macheki akakodzera uye ndeapi ari emitambo. Bvisa kana bvisa ayo asiri kuwana nzvimbo yawo. Wedzera kudzika kune ayo ari. Panosvika zuva rechi90, hurongwa hunofanira kushanda nemuvambi achipedza pasi pemaminitsi makumi matatu pazuva pakusarudza vanhu.

Kusvetuka chero chikamu chipi zvacho chezvikamu izvi ndiyo nzira inowanzo kundikana. Vatangi vanosvetuka kuongororwa vanopedzisira vaita zvinhu zvisiri izvo otomatiki. Vatangi vanosvetuka chikamu chekugadzira vanopedzisira vava nevanhu panzvimbo yega yega yekutarisa. Vatangi vanosvetuka zvishandiso havagone kuziva kana sisitimu iri kushanda. Vatangi vanosvetuka kugadziriswa vanopedzisira vava nedhizaini isingachinji iyo inova yekare mukati mekota.

Rudzii rwechikwata runotsigira otomatiki yeHuman-in-the-Loop zvakanyanya?

HITL inochinja vaunotora basa uye zvavanoita. Chikwata chekutengesa cheB2B chekare chaive nemaSDR pasi, maAE pakati, uye mamaneja kumusoro. Pasi pepiramidhi iyoyo ndicho chikamu chinowanzo chinja otomatiki. MaSDR aimbopedza zuva ravo vachiita mabasa ehuwandu: kugadzira runyorwa, kutumira mameseji, kutevera. Zvakawanda zvacho zvino zvava otomatiki.

Chimiro chitsva chechikwata chakasiyana. Unoda vanhu vashoma vanoita basa rakarongeka. Basa raimbove reSDR rinova chinhu chakafanana ne "mushandi we automation uye muturikiri wechiratidzo." Vanotarisa system, vanoita sarudzo dzezuva nezuva dzekunanga, vanobata zvisiri izvo, uye vanopa ruzivo kumuvambi kana mutungamiriri wekutengesa. Mushandi mumwe chete anogona kumhanyisa huwandu hwaimbotora maSDR matatu.

Kune vakatanga mabasa ega, aya mashoko akanaka. Hamuchafaniri kuhaya maSDR kuti mumhanye pipeline zvakanyanya. Munofanira kupedza maminetsi makumi maviri nemashanu kusvika makumi matatu pazuva musystem mega, uye regai otomatiki iite zvimwe zvese. Munhu wekutanga anohaya anova munhu anobata mademos nehurukuro dzepipeline, kwete munhu anotungamira kuparidzira vanhu.

Kune vatungamiriri vekukura vanovaka timu, zvinoreva kuti basa reSDR rinofanira kutsanangurwa patsva kana kutsiviwa. Vaya vawaimbotora basa (vane simba guru, vakasununguka nekurambwa, vanoda kuita basa rakawanda) havasi ivo vaunoda iye zvino. Unoda vashandi vekuongorora vakasununguka nemidziyo, vane hunyanzvi pakuita sarudzo dzinokurumidza kunanga, uye vanokwanisa kuchengetedza mhando yepamusoro. Tsananguro yebasa yakachinja kunyangwe zita rebasa risati rachinja.

Vatengi veKonnector.ai vanoratidza shanduko iyi. Vatangi vekutanga vaive maSDR uye vatengesi vekukura vaiishandisa kutumira mameseji akawanda. Vashandisi vemazuva ano vari kuwedzera kuva vatangi, varidzi vemakambani, uye zvikwata zvidiki zvemari zvinoshandisa nzira dzese kuburikidza nehurongwa uhu nevashandi mumwe chete kana vaviri kwete zvikwata zvekutengesa zvizere. Chigadzirwa chakashanduka nekushandiswa.

Ko Human-in-the-Loop ichachinja sei sezvo AI iri kuvandudzika muna 2026 zvichienda mberi?

Mhinduro yechokwadi ndeyekuti basa revanhu richafamba, kwete kunyangarika.

Sarudzo dzinoda vanhu nhasi hadzisi sarudzo dzakafanana nedzaida vanhu muna 2020. Makore mashanu apfuura, munhu aive muchirongwa chekunyora meseji. Nhasi, AI inonyora meseji dzinogamuchirwa uye munhu ari muchirongwa chekunanga nekupindura. Makore mashanu kubva zvino, AI ingangobata zvakanaka mhinduro dzekutsvaga mhinduro, uye munhu achafambira mberi kusvika kusarudzo dzehunyanzvi pamusoro pekuisa musika, dhizaini yezvipo, uye kuisa pamberi maakaundi.

Iyi ndiyo nzira inoshandiswa pakuita otomatiki kwese. Vanhu havabviswi. Vanosimudzirwa kumusoro. Vavambi vanogadzira masisitimu eHITL nenzira inochinjika, vanhu vachiisa pfungwa dzavo panzvimbo yavanoda zvakanyanya nhasi uye vakagadzirira kufamba mangwana, vachawedzera mukana wavo pane avo vanozviita otomatiki zvizere kana kuti vanoramba kuzviita otomatiki zvachose.

Makambani achakunda muna 2026 haasi iwo akanyanya kushandisa otomatiki. Ndiwo akanyatsosarudza kuti otomatiki inofanira kuva kupi uye kuti haina kuva kupi.

Pfungwa yekupedzisira: HITL inzira, kwete chinhu

Chikanganiso chikuru chinoitwa nemapoka neHuman-in-the-Loop ndechekuona izvi senzvimbo yekushandisa. Hazvisi izvo. Isarudzo ine musoro yekuti timu yako inogadzira sei zvigadzirwa, kuti kutonga kwako kunogara kupi, uye kuti uri kuvaka kambani yerudzii.

Kana uri muvambi kana mutungamiriri wekukura ari kufunga nezvekuwedzera kufambira mberi muna 2026, mubvunzo hausi wekuti woita otomatiki here. Sarudzo iyoyo yakaitwa nekuda kwehuwandu uye kumhanya kwemusika. Mubvunzo ndewekuti iwe, kunyanya, uchagara kupi mukati mehurongwa.

Tora nzvimbo iyoyo nemazvo, uye muvambi mumwe chete anogona kushandisa huwandu hwemapaipi hwaimboda timu yekutengesa. Kana ukakanganisa, uchaneta nekuita basa remaoko kana kupisa mukurumbira wako uchiita basa reotomatiki. HITL ndiyo dhizaini inoita kuti zvisadzivisike.

Konnector.ai yakavakirwa pafungidziro yekuti vatangi vanoda mukana wekushandisa otomatiki pasina njodzi yekushandisa otomatiki chete. Ona kuti nzira yekuratidza zviratidzo zvevanhu inoshanda sei, kana verenga zvakawanda nezvekuti mapuratifomu akachengeteka ekugadzirisa otomatiki ari kugadzira sei HITL nekusingaperi.