{"id":19564,"date":"2026-02-25T07:36:33","date_gmt":"2026-02-25T07:36:33","guid":{"rendered":"https:\/\/promoguy.nl\/?p=19564"},"modified":"2026-02-25T07:36:33","modified_gmt":"2026-02-25T07:36:33","slug":"customer-sentiment-analysis-small-businesses","status":"publish","type":"post","link":"https:\/\/promoguy.nl\/lt\/blog\/2026\/02\/25\/customer-sentiment-analysis-small-businesses\/","title":{"rendered":"Klient\u0173 nuotaik\u0173 analiz\u0117 ma\u017eosioms \u012fmon\u0117ms"},"content":{"rendered":"<p>Atliekant rinkodaros kampanij\u0173 nuotaik\u0173 analiz\u0119, galima pagilinti bet kuri\u0105 kampanij\u0105, nes analizuojamos tikslios klient\u0173 emocijos, nuomon\u0117s ir po\u017ei\u016briai. Ta\u010diau daugelis jos teikiam\u0173 \u012f\u017evalg\u0173 gali b\u016bti subjektyvios ir lengvai klaidingai interpretuojamos. Taigi, \u0161tai kaip tai atlikti tinkamai, kokius \u012frankius naudoti ir kaip rinkti nuotaikas.<\/p>\n<h2>Kas yra klient\u0173 nuotaik\u0173 analiz\u0117?<\/h2>\n<p>Klient\u0173 nuomon\u0117 - tai klient\u0173 nuomoni\u0173 apie prek\u0117s \u017eenkl\u0105, paslaug\u0105 ar produkt\u0105 visuma. Sentimentas apima nuomon\u0119, po\u017ei\u016br\u012f, emocijas ir \u017eod\u017eius apie \u012fmon\u0119, kuriais galima remtis nustatant b\u016bsimas verslo operacijas ir strategij\u0105. Renkant klient\u0173 nuotaikas, t. y. renkant svarbi\u0105 informacij\u0105 apie tai, k\u0105 klientai sako apie prek\u0117s \u017eenkl\u0105 ar produkt\u0105, reikia suprasti emocin\u012f tekst\u0173 ton\u0105. I\u0161 esm\u0117s svarbus yra nuomoni\u0173 turinys ir kontekstas.<\/p>\n<p>Klient\u0173 nuotaik\u0173 analiz\u0117s privalumai:<\/p>\n<ul>\n<li>Padeda rinkti informacij\u0105, kuri gali pad\u0117ti tobulinti ir didinti klient\u0173 pasitenkinim\u0105.<\/li>\n<li>Stebi klient\u0173 nuomoni\u0173 \u0161altinius, kad geriau valdyt\u0173 prek\u0117s \u017eenklo reputacij\u0105.<\/li>\n<li>Surinkite tai, kas \u017emon\u0117ms patinka apie j\u016bs\u0173 \u012fmon\u0119 ir prek\u0117s \u017eenkl\u0105, ir remkit\u0117s tuo, kad pagerintum\u0117te santykius su klientais.<\/li>\n<li>Sukuriama sistema, leid\u017eianti suprasti j\u016bs\u0173 \u012fmon\u0117s stipri\u0105sias ir silpn\u0105sias puses, palyginti su konkurentais (j\u0105 galima papildyti <a href=\"https:\/\/promoguy.nl\/lt\/competitor-analysis-for-digital-businesses-101\/\">konkurent\u0173 analiz\u0117<\/a>).<\/li>\n<li>\u012fvertinti rinkodaros veiklos veiksmingum\u0105.<\/li>\n<li>Naudingos strukt\u016bros, skirtos klient\u0173 nuotaikoms ir elgsenai suprasti, suk\u016brimas gali pad\u0117ti bendrov\u0117ms geriau suprasti savo auditorij\u0105 ir tai, kaip potencialiai aptarnauti tuos, kurie nepriklauso dabartinei auditorijai.<\/li>\n<\/ul>\n<h2>Nuotaik\u0173 analiz\u0117s tipai<\/h2>\n<p>Yra 5 nuotaik\u0173 analiz\u0117s tipai.<\/p>\n<ul>\n<li>Smulki nuotaik\u0173 analiz\u0117<\/li>\n<li>Emocij\u0173 aptikimas<\/li>\n<li>Aspektais pagr\u012fsta nuotaik\u0173 analiz\u0117<\/li>\n<li>Daugiakalb\u0117 nuotaik\u0173 analiz\u0117<\/li>\n<li>Ketinimais pagr\u012fsta nuotaik\u0173 analiz\u0117<\/li>\n<\/ul>\n<h3>Smulkiagr\u016bd\u0117 nuotaik\u0173 analiz\u0117<\/h3>\n<p>Atliekant smulki\u0105j\u0105 nuotaik\u0173 analiz\u0119 naudojamas platesnis klient\u0173 nuotaik\u0173 spektras, o ne \u012fprasta trij\u0173 bal\u0173 skal\u0117 (teigiama, neutrali ir neigiama). Tai gali b\u016bti 5 bal\u0173 skal\u0117 (labai teigiamas, teigiamas, neutralus, neigiamas arba labai neigiamas) arba 1-5 \u017evaig\u017edu\u010di\u0173 skal\u0117. Tai galima pasteb\u0117ti produkt\u0173 ap\u017evalgose ir reiting\u0173 svetain\u0117se, kurios gali b\u016bti puikus \u0161altinis daugeliui \u012fmoni\u0173.<\/p>\n<p>Tokio tipo nuotaikos gali b\u016bti i\u0161samesn\u0117s ir, derinant su kitais duomen\u0173 ta\u0161kais, galima atlikti gilesn\u0119 analiz\u0119. Pavyzd\u017eiui, naudodami am\u017eiaus, lyties ir kitus demografinius duomenis, galite suskirstyti entuziazmo lyg\u012f \u012fvairiuose segmentuose.<\/p>\n<h3>Emocij\u0173 aptikimas<\/h3>\n<p>U\u017euot vertin\u0119 skaitmenin\u012f kokyb\u0117s rodikl\u012f, galite klausti, kokias emocijas sukelia prek\u0117s \u017eenklas ar produktas. Tai taip pat vadinama leksikonu pagr\u012fstu nuotaik\u0173 analiz\u0117s metodu. Pagrindinis jo vaidmuo - pad\u0117ti sukurti geresn\u012f emocin\u012f supratim\u0105 apie \u012fmon\u0119 ir jos produktus. Tai gali b\u016bti ypa\u010d naudinga norint suprasti poveik\u012f <a href=\"https:\/\/promoguy.nl\/lt\/brand-strategy-communicating-brand-story\/\">prek\u0117s \u017eenklo istorijos<\/a> ir rinkodaros prane\u0161imus.<\/p>\n<h3>Aspektais pagr\u012fsta sentiment\u0173 analiz\u0117<\/h3>\n<p>Aspektais pagr\u012fsta nuotaik\u0173 analiz\u0117 remiasi konkre\u010diais produkto ar paslaugos aspektais ir tuo, kaip klientai juos vertina. Ji yra konkretesn\u0117 nei bendra ap\u017evalga, tod\u0117l \u012fmon\u0117s gali i\u0161samiau palyginti tokius dalykus kaip specifikacijos ir na\u0161umas. Asmenini\u0173 kompiuteri\u0173 gamintojas gal\u0117t\u0173 testuoti atskirus dalykus, lygindamas baterijos veikimo laik\u0105, ekrano dyd\u012f ar net klient\u0173 aptarnavim\u0105, kad suprast\u0173 klient\u0173 nuotaikas d\u0117l kiekvieno aspekto.<\/p>\n<h3>Daugiakalb\u0117 sentiment\u0173 analiz\u0117<\/h3>\n<p>Atliekant daugiakalb\u0119 nuotaik\u0173 analiz\u0119 lyginami tekstai ar turinys skirtingomis kalbomis. Ji gali b\u016bti labai svarbi pasaulin\u0117ms programoms ir pasaulinio prek\u0117s \u017eenklo k\u016brimui. Skirting\u0173 kalb\u0173 analiz\u0117 taip pat gali pad\u0117ti rinkodaros specialistams su\u017einoti, kaip skirtingos kult\u016bros priima j\u0173 rinkodaros prane\u0161imus.<\/p>\n<h3>Ketinimais pagr\u012fsta nuotaik\u0173 analiz\u0117<\/h3>\n<p>Atliekant intencija pagr\u012fst\u0105 nuotaik\u0173 analiz\u0119 analizuojama teksto ar turinio dalies intencija. Tai gali b\u016bti naudinga norint nustatyti, kokiame pardavimo piltuv\u0117lio etape yra klientas, pavyzd\u017eiui, pagal tai, kaip jis kalba apie produkt\u0105 arba kokius klausimus u\u017eduoda forumuose.<\/p>\n<h2>Kaip i\u0161matuoti klient\u0173 nuotaikas?<\/h2>\n<p>\u012emon\u0117s da\u017enai naudoja gryn\u0105j\u012f klient\u0173 nuotaik\u0173 bal\u0105, kad apskai\u010diuot\u0173 bendr\u0105 vartotoj\u0173 nuomon\u0119 apie jas arba j\u0173 produktus. \u010cia pateikiamas papras\u010diausias jo apskai\u010diavimo b\u016bdas:<\/p>\n<ul>\n<li><strong>Grynoji nuotaika<\/strong> = ((# teigiam\u0173 pamin\u0117jim\u0173 - # neigiam\u0173 pamin\u0117jim\u0173) \/ bendras pamin\u0117jim\u0173 skai\u010dius) \u00d7 100<\/li>\n<\/ul>\n<p>Pagal formul\u0119 i\u0161 neigiam\u0173 pamin\u0117jim\u0173 atimami teigiami pamin\u0117jimai, tada \u0161i suma dalijama i\u0161 bendro pamin\u0117jim\u0173 skai\u010diaus ir i\u0161rei\u0161kiama procentais. Klient\u0173 nuotaik\u0173 rodikliai, tokie kaip grynosios nuotaikos, gali matuoti pla\u010dius klausimus, pavyzd\u017eiui, teigiam\u0105 nuomon\u0119 apie prek\u0117s \u017eenkl\u0105, arba labai siaurus klausimus, pavyzd\u017eiui, kaip klientai vertina tam tikr\u0105 gaminio funkcij\u0105.<\/p>\n<p>\u0160tai keletas kit\u0173 svarbi\u0173 rodikli\u0173:<\/p>\n<h3>Kiti klient\u0173 nuotaik\u0173 rodikliai<\/h3>\n<ul>\n<li><strong>Sentiment\u0173 tikslumas<\/strong>: Tai teisingai nustatyt\u0173 nuotaik\u0173 procentin\u0117 dalis atliekant analiz\u0119 realiuoju laiku. Jis gali b\u016bti svarbus, nes leid\u017eia daryti patikimesnes vie\u0161osios nuomon\u0117s \u012f\u017evalgas.<\/li>\n<li><strong>Reakcijos laikas<\/strong>: Duomen\u0173 analiz\u0117s ir ataskait\u0173 rengimo laikas, o greitesnis atsakas leid\u017eia laiku atlikti koregavimus. Tai gali pad\u0117ti geriau parengti prane\u0161imus ir pakoreguoti strategij\u0105. Jis matuojamas sekund\u0117mis arba minut\u0117mis vienam duomen\u0173 ta\u0161kui.<\/li>\n<li><strong>Apdorot\u0173 duomen\u0173 kiekis<\/strong>: Tai per valand\u0105 apdorojam\u0173 socialin\u0117s \u017einiasklaidos prane\u0161im\u0173 ar komentar\u0173 skai\u010dius. Didesni kiekiai leid\u017eia susidaryti i\u0161samesn\u012f klient\u0173 nuotaik\u0173 tendencij\u0173 vaizd\u0105. Tai matuojama prane\u0161imais per valand\u0105.<\/li>\n<li><strong>Visuomen\u0117s nuomon\u0117s poky\u010diai<\/strong>: Tai teigiam\u0173 ar neigiam\u0173 nuotaik\u0173 poky\u010dio po bet koki\u0173 veiksm\u0173, kurie gali tur\u0117ti \u012ftakos realiuoju laiku, matas. Tai gali b\u016bti patogus b\u016bdas \u012fvertinti realiuoju laiku vykdom\u0173 nuotaikomis grind\u017eiam\u0173 kampanij\u0173 poveik\u012f. Jis i\u0161rei\u0161kiamas procentiniu nuotaik\u0173 poky\u010diu.<\/li>\n<li><strong>\u012esitraukimo lygio pokytis<\/strong>: Vartotoj\u0173 \u012fsitraukimo pokytis, i\u0161reik\u0161tas \"patinka\", bendrinim\u0173 ir komentar\u0173 skai\u010diumi, pritaikius nuotaik\u0173 analiz\u0117s \u012f\u017evalgas. Didesnis \u012fsitraukimo lygis rodo didesn\u012f aktualum\u0105 ir geresn\u012f atitikim\u0105 visuomen\u0117s nuotaikoms.<\/li>\n<li><strong>Visuomen\u0117s pasitik\u0117jimo indeksas<\/strong>: Tai visuomen\u0117s pasitik\u0117jimo \u012fmon\u0117mis ar preki\u0173 \u017eenklais vertinimas naudojant realaus laiko nuotaik\u0173 analiz\u0119. Tai labai svarbu nagrin\u0117jant reagavim\u0105 ir skaidrum\u0105. Geriausia j\u012f matuoti apklausomis, geriausia - 5 bal\u0173 pasitik\u0117jimo prek\u0117s \u017eenklu skal\u0117mis.<\/li>\n<\/ul>\n<h2>Klient\u0173 nuotaik\u0173 analiz\u0117s \u012frankiai<\/h2>\n<p>Yra keletas \u012franki\u0173, padedan\u010di\u0173 analizuoti klient\u0173 nuotaikas:<\/p>\n<ul>\n<li><strong>Qualtrics<\/strong>: \u2019Qualtrics\" \"Text iQ\" yra nuotaik\u0173 analiz\u0117s \u012frankis su NLP galimyb\u0117mis, kuriuo galima analizuoti nestrukt\u016brizuotus duomenis. Jais galima rinkti duomenis i\u0161 \u012fvairi\u0173 \u0161altini\u0173, \u012fskaitant socialin\u0119 \u017einiasklaid\u0105, apklausas ir bendravim\u0105 su klient\u0173 aptarnavimo tarnyba. Viena i\u0161 puiki\u0173 funkcij\u0173 - automatinis kategorizavimas, kuris gali suskirstyti informacij\u0105 \u012f temas, kad b\u016bt\u0173 lengviau klasifikuoti. Ji taip pat pati priskiria nuotaik\u0173 balus, tod\u0117l kiekybinis darbas tampa daug lengvesnis.<\/li>\n<li><strong>\"Sprout Social<\/strong>: \"Sprout\" yra ne tik standartin\u0117 socialin\u0117s \u017einiasklaidos analiz\u0117s platforma, bet ir klient\u0173 nuotaik\u0173 analiz\u0117s dirbtinio intelekto programos, kurios gali paversti neapdorotus duomenis naudinga informacija. \"Sprout Social\" puikiai tinka rinkti socialin\u0117s \u017einiasklaidos analiz\u0119 visose platformose ir kanaluose. Ji gali rinkti prane\u0161imus socialiniuose tinkluose, internetines ap\u017evalgas ir forumus. Joje yra keletas AI valdom\u0173 nuotaik\u0173 \u012franki\u0173, i\u0161mani\u0173j\u0173 funkcij\u0173 ir automatizavimo \u012franki\u0173.<\/li>\n<li><strong>Chattermill<\/strong>: Vieninga klient\u0173 \u017evalgybos platforma, kurioje gr\u012f\u017etamojo ry\u0161io analizei naudojamas dirbtinis intelektas. Ji paver\u010dia apklausas, atsiliepimus, pagalbos pokalbius ir kit\u0173 tip\u0173 bendravimo duomenis \u012f galingas \u012f\u017evalgas. Renkant \u012fvairi\u0173 kanal\u0173 duomenis pateikiamas vieningas prek\u0117s \u017eenklo nuotaik\u0173 vaizdas viename lengvai skaitomame prietais\u0173 skydelyje.<\/li>\n<li><strong>Buferis<\/strong>: Klasikinis daugiakanalis \u012frankis, tradici\u0161kai naudojamas skelbimui ir planavimui, turi funkcij\u0173, kurios gali pad\u0117ti atlikti nuotaik\u0173 analiz\u0119. Galimyb\u0117 pa\u017eym\u0117ti prane\u0161im\u0173 nuotaikas kaip \u2018neigiamas\u2018, \u2019klausimas\u2018 arba \u2019tvarka\" padeda preki\u0173 \u017eenklams r\u016b\u0161iuoti pokalbius. Tai leid\u017eia geriau planuoti ir nustatyti atsakym\u0173 prioritetus bei kategorizuoti informacij\u0105.<\/li>\n<\/ul>\n<p>Be to, LLM yra daug dirbtinio intelekto klient\u0173 nuotaik\u0173 analiz\u0117s \u012franki\u0173, nes jie gali akimirksniu i\u0161analizuoti didel\u0119 teksto dal\u012f. Nors yra daugyb\u0117 dirbtinio intelekto \u012franki\u0173, teksto analizei gali puikiai tikti nemokama programin\u0117 \u012franga ir standartin\u0117s LLM. Kitos dirbtinio intelekto priemon\u0117s gali b\u016bti tinkamas pasirinkimas norint tur\u0117ti pa\u017eangesni\u0173 funkcij\u0173, jei to reikia j\u016bs\u0173 \u012fmonei.<\/p>\n<h2>Informacijos ir klient\u0173 atsiliepim\u0173 rinkimas analizei<\/h2>\n<p>Jei norite per\u017ei\u016br\u0117ti duomenis, pateikiame kelet\u0105 paprast\u0173 b\u016bd\u0173:<\/p>\n<ul>\n<li><strong>Teksto analiz\u0117<\/strong>: \u010cia gali praversti dirbtinio intelekto programos. Da\u017eniausiai reikia i\u0161rinkti ir surinkti klient\u0173 atsiliepimus, socialin\u0117s \u017einiasklaidos prane\u0161imus ir apklaus\u0173 atsakymus. Analizuokite raktini\u0173 \u017eod\u017ei\u0173 modelius ir naudokite kontekstin\u0119 analiz\u0119, kad nustatytum\u0117te, kaip klientai vertina \u012fmon\u0119 ir (arba) prek\u0117s \u017eenkl\u0105. Jei turite galimybi\u0173, taip pat galite patys sukurti klient\u0173 atsiliepim\u0173 form\u0105, kad surinktum\u0117te i\u0161sami\u0105 informacij\u0105.<\/li>\n<li><strong>Kalbos analiz\u0117<\/strong>: Dirbtinio intelekto \u012frankiai padeda analizuoti balso \u012fra\u0161us ir suteikia daugyb\u0119 galimybi\u0173, kuri\u0173 ankstesn\u0117s kartos technologijos gal\u0117jo ir nesuteikti. Jas galima panaudoti klient\u0173 aptarnavimo skambu\u010diuose, pardavim\u0173 pokalbiuose ir virtuali\u0173 asistent\u0173 s\u0105veikose. Jomis galima gerai nustatyti ton\u0105, streso lyg\u012f ir balso \u017eenklus, nors dabartini\u0173 modeli\u0173 kokyb\u0117 gali skirtis. Svarbu i\u0161tirti emocines b\u016bsenas ir jas u\u017esira\u0161yti. \u0160ios \u012f\u017evalgos gali suteikti pakankamai med\u017eiagos b\u016bsimiems mokymams apie emoci\u0161kai intelektualias rinkodaros \u017einutes ir informavim\u0105. Ji taip pat gali b\u016bti fantasti\u0161ka, kai reikia pakartoti apie klient\u0173 aptarnavimo procesus ir priimti labiau pagr\u012fstus sprendimus bendraujant su klientais.<\/li>\n<li><strong>Veido atpa\u017einimas<\/strong>: Stebint veido i\u0161rai\u0161kas vaizdo \u012fra\u0161\u0173 s\u0105veikos metu taip pat galima lengviau \u012fvertinti emocines reakcijas. \u0160i technologija vis da\u017eniau naudojama klient\u0173 patirties tyrimams ir produkt\u0173 bandymams. \u012emon\u0117s gali realiuoju laiku \u012fvertinti reakcijas \u012f reklamas, produkt\u0173 demonstravim\u0105 ir pardavimo pasi\u016blymus.<\/li>\n<li><strong>Socialin\u0117 klausymasis<\/strong>: Steb\u0117dami pokalbius internete socialin\u0117s \u017einiasklaidos platformose, forumuose ir naujien\u0173 svetain\u0117se galite gauti daug med\u017eiagos. Tai gali b\u016bti puikus visuomen\u0117s suvokimo indikatorius, u\u017etikrinantis, kad prek\u0117s \u017eenkl\u0105 ar produkt\u0105 b\u016bt\u0173 galima identifikuoti ir \u012f j\u012f aktyviai reaguoti. Socialinio klausymosi \u012frankiai, tokie kaip \"Sprout Social\" ir \"Chattermill\", gali sukurti nuolatin\u0117s nuotaik\u0173 poky\u010di\u0173 analiz\u0117s ir j\u0173 steb\u0117jimo strukt\u016br\u0105.<\/li>\n<\/ul>\n<h2>\u0160ali\u0161kumai, kuri\u0173 reikia vengti atliekant nuotaik\u0173 analiz\u0119<\/h2>\n<p>Duomenys apie klient\u0173 nuotaikas gali b\u016bti klaidinantys, jei j\u0173 tinkamai neanalizuojate. Daugelis \u012fmoni\u0173 d\u0117l med\u017ei\u0173 nepastebi mi\u0161ko ir b\u0117ga \u012f nepa\u017e\u012fstam\u0105 vietov\u0119, netur\u0117damos tinkam\u0173 \u017eini\u0173 apie vietov\u0119.<\/p>\n<ul>\n<li><strong>Duomen\u0173 \u0161altini\u0173 vertinimas<\/strong>: Visada tur\u0117kite omenyje duomen\u0173 kilm\u0119 ir kontekst\u0105, kuriame jie buvo gauti. Pavyzd\u017eiui, apsilankius subreddit'e, kuriame yra sarkasti\u0161k\u0173 replik\u0173 arba komi\u0161ko turinio, duomenys gali b\u016bti blogi arba bent jau pakeisti nuotaik\u0173 krypt\u012f.<\/li>\n<li><strong>Algoritm\u0173 skaidrumas<\/strong>: Algoritmai gali i\u0161trinti konkretaus turinio kontekst\u0105. Pavyzd\u017eiui, internete gali vyrauti prie\u0161i\u0161kiausia ar labiausiai ak\u012f traukianti nuomon\u0117, ta\u010diau ji gali neatspind\u0117ti daugumos nuomon\u0117s. Tai susij\u0119 su poveikio \u0161ali\u0161kumu, kai d\u0117l tam tikr\u0173 dalyk\u0173 poveikio galite manyti, kad jie yra labiau paplit\u0119, nei yra i\u0161 tikr\u0173j\u0173.<\/li>\n<li><b>Lingvistinis dviprasmi\u0161kumas<\/b>: Pagrindinis i\u0161\u0161\u016bkis - kalbos dviprasmi\u0161kumas, nes \u017eod\u017eiai, atsi\u017evelgiant \u012f kontekst\u0105, gali tur\u0117ti skirtingas reik\u0161mes. D\u0117l to nuotaikos gali b\u016bti neteisingai interpretuojamos ir analiz\u0117 gali b\u016bti sud\u0117tingesn\u0117.<\/li>\n<li><strong>Kult\u016brin\u0117s i\u0161ankstin\u0117s nuostatos<\/strong>: Kult\u016briniai skirtumai gali b\u016bti kli\u016btimi atliekant nuotaik\u0173 analiz\u0119, kai nuotaik\u0173 i\u0161rai\u0161kos demografin\u0117se grup\u0117se skiriasi. \u0160is \u0161ali\u0161kumas gali pasireik\u0161ti tuo, kad skirtingose \u0161alyse ar kalbose gali b\u016bti taikomi nenuosekl\u016bs ar netaikytini standartai, arba net tarp am\u017eiaus grupi\u0173 ir subkult\u016br\u0173.<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Performing sentiment analysis for marketing campaigns can give a greater depth to any campaign by analysing the precise emotions, opinions, and attitudes of customers. However, many of the insights it provides can be subjective and easy to misconstrue. So, here&#8217;s how to do it properly, what tools to use, and how to collect sentiment. What [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":19575,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"wl_entities_gutenberg":"","footnotes":""},"categories":[7],"tags":[1064,1065,1066],"wl_entity_type":[47],"class_list":["post-19564","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-online-marketing","tag-customer-sentiment-analysis","tag-customer-sentiment-metrics","tag-sentiment-analysis-tools","wl_entity_type-article"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Customer Sentiment Analysis For Small Businesses - Promoguy Digital Marketing Agency<\/title>\n<meta name=\"description\" content=\"Performing sentiment analysis provides greater depth to any campaign by analysing the precise emotions, opinions, and attitudes of customers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/promoguy.nl\/lt\/blog\/2026\/02\/25\/customer-sentiment-analysis-small-businesses\/\" \/>\n<meta property=\"og:locale\" content=\"lt_LT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Customer Sentiment Analysis For Small Businesses\" \/>\n<meta property=\"og:description\" content=\"Performing sentiment analysis provides greater depth to any campaign by analysing the precise emotions, opinions, and attitudes of customers.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/promoguy.nl\/lt\/blog\/2026\/02\/25\/customer-sentiment-analysis-small-businesses\/\" \/>\n<meta property=\"og:site_name\" content=\"Promoguy Digital Marketing Agency\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-25T07:36:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/promoguy.nl\/wp-content\/uploads\/2026\/02\/Customer-Sentiment-Analysis.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"rawal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"rawal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minut\u0117s\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/promoguy.nl\\\/es\\\/blog\\\/2026\\\/02\\\/25\\\/customer-sentiment-analysis-small-businesses\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/promoguy.nl\\\/es\\\/blog\\\/2026\\\/02\\\/25\\\/customer-sentiment-analysis-small-businesses\\\/\"},\"author\":{\"name\":\"rawal\",\"@id\":\"https:\\\/\\\/promoguy.nl\\\/pt\\\/#\\\/schema\\\/person\\\/e1a670a98f32194c45182280b1996c56\"},\"headline\":\"Customer Sentiment Analysis For Small Businesses\",\"datePublished\":\"2026-02-25T07:36:33+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/promoguy.nl\\\/es\\\/blog\\\/2026\\\/02\\\/25\\\/customer-sentiment-analysis-small-businesses\\\/\"},\"wordCount\":1706,\"publisher\":{\"@id\":\"https:\\\/\\\/promoguy.nl\\\/pt\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/promoguy.nl\\\/es\\\/blog\\\/2026\\\/02\\\/25\\\/customer-sentiment-analysis-small-businesses\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/promoguy.nl\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/Customer-Sentiment-Analysis.jpg\",\"keywords\":[\"Customer Sentiment Analysis\",\"Customer Sentiment Metrics\",\"Sentiment Analysis Tools\"],\"articleSection\":[\"Online Marketing\"],\"inLanguage\":\"lt-LT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/promoguy.nl\\\/es\\\/blog\\\/2026\\\/02\\\/25\\\/customer-sentiment-analysis-small-businesses\\\/\",\"url\":\"https:\\\/\\\/promoguy.nl\\\/es\\\/blog\\\/2026\\\/02\\\/25\\\/customer-sentiment-analysis-small-businesses\\\/\",\"name\":\"Customer Sentiment Analysis For Small Businesses - 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