{"id":31812,"date":"2026-01-29T11:10:14","date_gmt":"2026-01-29T11:10:14","guid":{"rendered":"https:\/\/appricotsoft.com\/?p=31812"},"modified":"2026-06-22T12:42:29","modified_gmt":"2026-06-22T12:42:29","slug":"how-to-choose-the-right-partner-to-fix-or-review-your-ai-mvp","status":"publish","type":"post","link":"https:\/\/appricotsoft.com\/pl\/tips\/how-to-choose-the-right-partner-to-fix-or-review-your-ai-mvp\/","title":{"rendered":"Jak wybra\u0107 odpowiedniego partnera do naprawy lub przegl\u0105du Twojego MVP AI"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"31812\" class=\"elementor elementor-31812\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-12084bd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"12084bd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9ca0480\" data-id=\"9ca0480\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ad7e3b1 elementor-widget elementor-widget-heading\" data-id=\"ad7e3b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Znalezienie odpowiedniego partnera, kt\u00f3ry pomo\u017ce Ci naprawi\u0107 Tw\u00f3j MVP AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b8b38aa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b8b38aa\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-005d3f4\" data-id=\"005d3f4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c49cd2b elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"c49cd2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Je\u015bli rozwa\u017casz zlecenie przegl\u0105du swojego AI MVP, wa\u017cne jest, aby zdawa\u0107 sobie spraw\u0119, \u017ce istniej\u0105 r\u00f3\u017cne rodzaje przegl\u0105d\u00f3w kodu \u2013 zw\u0142aszcza je\u015bli chodzi o produkty AI.<\/p><p>Niezale\u017cnie od tego, czy jeste\u015b w trakcie prezentacji swojego MVP AI, czy przygotowujesz si\u0119 do prezentacji przed inwestorem, mo\u017cesz mie\u0107 w\u0105tpliwo\u015bci co do jego bezpiecze\u0144stwa, skalowalno\u015bci i wiarygodno\u015bci w \u015brodowisku produkcyjnym. Jest to cz\u0119ste w przypadku wielu projekt\u00f3w realizowanych z wykorzystaniem narz\u0119dzi \u201cNoCode\u201d lub \u201cLowCode\u201d (np. Copilot\/ChatGPT).<\/p><p>Niestety, prawda jest taka, \u017ce MVP AI zbudowane w oparciu o narz\u0119dzia NoCode\/LowCode bywaj\u0105 bardzo niepewne, poniewa\u017c zazwyczaj borykaj\u0105 si\u0119 z kilkoma podstawowymi problemami, takimi jak wyciekaj\u0105ce abstrakcje, krucha logika, brak test\u00f3w jednostkowych i znaczny d\u0142ug techniczny. Z tego powodu nie potrzebujesz tylko przegl\u0105du kodu \u2013 potrzebujesz partnera, kt\u00f3ry pomo\u017ce Ci rozwi\u0105za\u0107 tego typu problemy i kompleksowo naprawi\u0107 uszkodzony kod.<\/p><p>Przyjrzyjmy si\u0119, w jaki spos\u00f3b my w Appricotsoft realizujemy misje ratunkowe dla AI MVP i co nale\u017cy wzi\u0105\u0107 pod uwag\u0119, aby mie\u0107 pewno\u015b\u0107, \u017ce wybierasz w\u0142a\u015bciwego partnera dla swojego MVP.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-3799a1b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3799a1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b514b7 elementor-widget elementor-widget-heading\" data-id=\"8b514b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Co sprawia, \u017ce \u200b\u200bMVP AI s\u0105 kruche (i jakie s\u0105 rozwi\u0105zania)\u200b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-586f232 elementor-widget elementor-widget-text-editor\" data-id=\"586f232\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Narz\u0119dzia AI pozwalaj\u0105 programistom pisa\u0107 kod niezwykle szybko, bez zapewniania kontekstu, ci\u0105g\u0142o\u015bci ani \u0142atwego w utrzymaniu kodu. Co si\u0119 wi\u0119c dzieje? Te produkty MVP AI:<\/p><ul><li><strong>Pracuj nad scenariuszami demonstracyjnymi, ale gdy pojawi\u0105 si\u0119 warunki brzegowe, projekt\/produkt zako\u0144czy si\u0119 niepowodzeniem.<\/strong><\/li><li><strong>Nale\u017cy wdro\u017cy\u0107 bez test\u00f3w i\/lub dokumentacji.<\/strong><\/li><li><strong>W nieprzewidywalny spos\u00f3b \u0142\u0105cz mieszane wzorce architektoniczne.<\/strong><\/li><li><strong>Zawiera ukryte b\u0142\u0119dy\/luki w zabezpieczeniach, problemy etyczne.<\/strong><\/li><\/ul><p>To nie jest twoja wina, bo w\u0142a\u015bnie w ten spos\u00f3b sztuczna inteligencja jest obecnie wykorzystywana w rozwoju. Aby jednak rozwi\u0105za\u0107 ten problem, b\u0119dziesz potrzebowa\u0107 zespo\u0142u audytuj\u0105cego kod, kt\u00f3ry skupi si\u0119 na identyfikowaniu problem\u00f3w charakterystycznych dla sztucznej inteligencji, a nie b\u0119dzie wykonywa\u0142 wy\u0142\u0105cznie og\u00f3lnych czynno\u015bci zapewnienia jako\u015bci.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55261cd elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"55261cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff75f5b elementor-widget elementor-widget-heading\" data-id=\"ff75f5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Kwestie do rozwa\u017cenia podczas oceny partnera ds. przegl\u0105du kodu<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61e4f1b elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"61e4f1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Wybieraj\u0105c osob\u0119 lub organizacj\u0119 do przegl\u0105du\/refaktoryzacji Twojego AI MVP, wa\u017cne jest, aby nie wybiera\u0107 po prostu og\u00f3lnego zespo\u0142u programist\u00f3w lub wykonawcy. Powiniene\u015b szuka\u0107 zespo\u0142u, kt\u00f3ry:<\/p><p><strong>\u2705 Przeszed\u0142 audyt (lub ma do\u015bwiadczenia) w zakresie kodu AI<\/strong><\/p><p>Zaobserwowali niekt\u00f3re wzorce, kt\u00f3re mog\u0105 wyst\u0119powa\u0107 w wielu formach kodu generowanego przez sztuczn\u0105 inteligencj\u0119, w tym przyk\u0142ady halucynacji ChatGPT i szablon\u00f3w Copilot. Zesp\u00f3\u0142 powinien by\u0107 nara\u017cony na tego typu problemy i mie\u0107 do\u015bwiadczenie w szybkim i fachowym wykrywaniu ich (poniewa\u017c je zaobserwowali) i mo\u017ce pom\u00f3c w ich unikni\u0119ciu, przeprowadzaj\u0105c jednocze\u015bnie audyt kodu generowanego przez sztuczn\u0105 inteligencj\u0119.<\/p><p><strong>\u2705 Proces, kt\u00f3ry jest czym\u015b wi\u0119cej ni\u017c tylko przegl\u0105daniem kodu.<\/strong><\/p><p>Podczas przegl\u0105dania kodu przeprowadzane s\u0105 dodatkowe audyty, takie jak:<\/p><ul><li><em><strong>Bezpiecze\u0144stwo (w por\u00f3wnaniu z zale\u017cno\u015bciami)<\/strong><\/em><\/li><li><em><strong>Gotowo\u015b\u0107 infrastruktury\/wdro\u017cenia<\/strong><\/em><\/li><li><em><strong>Zapewnienie jako\u015bci\/zasi\u0119g test\u00f3w<\/strong><\/em><\/li><li><em><strong>\u015aledzone\/szczeg\u00f3\u0142owe dzienniki decyzji<\/strong><\/em><\/li><\/ul><p><em>To w\u0142a\u015bnie te czynniki mog\u0105 stanowi\u0107 r\u00f3\u017cnic\u0119 mi\u0119dzy dostarczeniem oprogramowania demonstracyjnego a dostarczeniem oprogramowania gotowego do produkcji.<\/em><\/p><p><strong>\u2705 Zrozumia\u0142a komunikacja (je\u015bli nie masz wiedzy na temat rozwoju)<\/strong><\/p><p>Je\u015bli nie masz wykszta\u0142cenia technicznego (i\/lub jeste\u015b za\u0142o\u017cycielem firmy), zesp\u00f3\u0142 recenzuj\u0105cy musi by\u0107 w stanie jasno przedstawi\u0107 ryzyko i opcje zwi\u0105zane z Twoim kodem i projektem, u\u017cywaj\u0105c j\u0119zyka nietechnicznego (np. prostego j\u0119zyka angielskiego, a nie komentarzy na GitHubie).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9c2e3a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c9c2e3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1c0a4d elementor-widget elementor-widget-heading\" data-id=\"d1c0a4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Metoda Appricotsoft: Oceniaj i naprawiaj, a nie tylko raportuj<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d50d125 elementor-widget elementor-widget-text-editor\" data-id=\"d50d125\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>W Appricotsoft wsp\u00f3\u0142pracujemy z niezliczon\u0105 liczb\u0105 startup\u00f3w, pomagaj\u0105c im przej\u015b\u0107 od fazy rozwoju ich minimalnego produktu z zakresu sztucznej inteligencji (AI) do wdro\u017cenia skalowalnego produktu. Tworzymy proces odkrywania, kt\u00f3ry pozwala na znajdowanie wadliwych element\u00f3w, wyja\u015bnianie ich znaczenia i naprawianie ich bez zak\u0142\u00f3cania dynamiki rozwoju.<\/p><p>Nasz Unison Framework \u0142\u0105czy w sobie rzeczywist\u0105 wiedz\u0119 specjalistyczn\u0105 z realizacj\u0105 projekt\u00f3w, w kt\u00f3rych priorytetem jest sztuczna inteligencja. Dzi\u0119ki temu powstaje proces, w kt\u00f3rym kod, my\u015blenie o produkcie i wsp\u00f3\u0142praca z klientem s\u0105 ze sob\u0105 sp\u00f3jne.<\/p><p>M\u00f3wi\u0105c najpro\u015bciej, proces wygl\u0105da nast\u0119puj\u0105co:<\/p><p><strong>1. Audyt Twojego minimalnego produktu zdatnego do u\u017cycia w sztucznej inteligencji (AI MVP)<\/strong><\/p><p>Przeprowadzamy audyt kodu wygenerowanego przez sztuczn\u0105 inteligencj\u0119, a nie tylko statyczny linter, kt\u00f3ry obejmuje:<\/p><ul><li><em>Sprawdzanie zagro\u017ce\u0144 funkcjonalnych i zwi\u0105zanych z bezpiecze\u0144stwem<\/em><\/li><li><em>Przedstawianie sugestii maj\u0105cych na celu popraw\u0119 przejrzysto\u015bci i \u0142atwo\u015bci utrzymania kodu<\/em><\/li><li><em>Okre\u015blanie stopnia przetestowania kodu<\/em><\/li><li><em>Znajdowanie przypadk\u00f3w brzegowych<\/em><\/li><li><em>Potwierdzenie sp\u00f3jno\u015bci architektonicznej kodu<\/em><\/li><\/ul><p><strong>2. Raportuj i ustalaj priorytety<\/strong><\/p><p>Nasze raporty zawieraj\u0105 praktyczne podsumowania i nie zajmuj\u0105 wi\u0119cej ni\u017c 80 stron. Tw\u00f3j raport b\u0119dzie zawiera\u0142:<\/p><ul><li><em>Zrzuty ekranu jako kontekst dla ka\u017cdego elementu wymagaj\u0105cego wykonania<\/em><\/li><li><em>Sugerowane dzia\u0142ania naprawcze pogrupowane wed\u0142ug priorytetu<\/em><\/li><li><em>Oszacowanie wysi\u0142ku potrzebnego do wykonania ka\u017cdej czynno\u015bci koryguj\u0105cej<\/em><\/li><\/ul><p><strong>3. Napraw i refaktoryzuj<\/strong><\/p><p>Po sporz\u0105dzeniu raportu MVP AI i zidentyfikowaniu problem\u00f3w, nasz zesp\u00f3\u0142 je naprawi. Od b\u0142\u0119dnej logiki, przez pomini\u0119te przypadki testowe, po tajemniczy kod generowany przez AI \u2013 wyeliminujemy Twoje domys\u0142y i we\u017amiemy na siebie odpowiedzialno\u015b\u0107 za to, \u017ce Twoje problemy zostan\u0105 rozwi\u0105zane.<\/p><p><strong>4. Odbuduj zaufanie dzi\u0119ki demom<\/strong><\/p><p>Nigdy nie b\u0119dziesz musia\u0142 zgadywa\u0107, czy sytuacja si\u0119 poprawia, poniewa\u017c oferujemy Ci cotygodniowe sesje demonstracyjne w dogodnym dla Ciebie terminie, a tak\u017ce regularne, przejrzyste przegl\u0105dy Twojego harmonogramu prac. Mo\u017cesz sprawdzi\u0107, co jest robione poprawnie, potwierdzi\u0107, czy uszkodzone elementy zosta\u0142y naprawione, i zmodyfikowa\u0107 harmonogramy.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05dc44c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"05dc44c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d18b2e2 elementor-widget elementor-widget-heading\" data-id=\"d18b2e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Za\u0142o\u017cyciele: Nie czekajcie, a\u017c do\u015bwiadczycie b\u00f3lu produkcyjnego<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f829e27 elementor-widget elementor-widget-text-editor\" data-id=\"f829e27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Je\u015bli zbudowa\u0142e\u015b sw\u00f3j MVP z wykorzystaniem narz\u0119dzi AI, nie chodzi o to, czy pojawi\u0105 si\u0119 problemy, ale o to, kiedy si\u0119 pojawi\u0105. Wczesne poprawki w aplikacjach startupowych wi\u0105\u017c\u0105 si\u0119 z zupe\u0142nie innymi kosztami ni\u017c w przypadku krytycznej awarii w fazie produkcyjnej.<\/p><p><em>Jak wi\u0119c stwierdzi\u0107, czy nadszed\u0142 czas na przeprowadzenie audytu?<\/em><\/p><ul><li><strong>Nie masz poj\u0119cia, jak Twoja aplikacja poradzi sobie z przypadkami \u201cgranicznymi\u201d (niezamierzonymi lub wyj\u0105tkowymi interakcjami u\u017cytkownika, kt\u00f3re mog\u0105 wyst\u0105pi\u0107).<\/strong><\/li><li><strong>Obecnie kodujesz nowe funkcje lub funkcjonalno\u015bci na bazie \u201ctymczasowych\u201d obej\u015b\u0107 lub tymczasowych rozwi\u0105za\u0144.<\/strong><\/li><li><strong>Inni programi\u015bci nie potrafi\u0105 wyja\u015bni\u0107, dlaczego pewne aspekty kodu zosta\u0142y napisane w taki, a nie inny spos\u00f3b.<\/strong><\/li><li><strong>Dla bie\u017c\u0105cej aplikacji nie przeprowadzono \u017cadnych test\u00f3w jednostkowych ani integracyjnych.<\/strong><\/li><\/ul><p>Je\u015bli te punkty Ci\u0119 interesuj\u0105, by\u0107 mo\u017ce nadszed\u0142 czas na przeprowadzenie audytu technicznego przeznaczonego specjalnie dla startup\u00f3w tworz\u0105cych aplikacje wykorzystuj\u0105ce technologi\u0119 sztucznej inteligencji.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2e2f0d6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e2f0d6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-d84bab9\" data-id=\"d84bab9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a649880 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a649880\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b49814a elementor-widget elementor-widget-heading\" data-id=\"b49814a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Pytania, kt\u00f3re nale\u017cy zada\u0107 przed wyborem partnera:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a2f365 elementor-widget elementor-widget-text-editor\" data-id=\"1a2f365\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><em>Czy w ci\u0105gu ostatnich 3 lat pomy\u015blnie uko\u0144czyli projekty przegl\u0105du i audytu kodu oparte na uczeniu maszynowym i sztucznej inteligencji?<\/em><\/li><li><em>Czy przedstawi\u0105 Ci sw\u00f3j raport w spos\u00f3b zrozumia\u0142y dla laika?<\/em><\/li><li><em>Czy oferuj\u0105 r\u00f3wnie\u017c us\u0142ugi refaktoryzacji kodu?<\/em><\/li><li><em>W jaki spos\u00f3b komunikuj\u0105, co zosta\u0142o osi\u0105gni\u0119te? (Ich odpowied\u017a powinna brzmie\u0107: \u201cnasza cotygodniowa demonstracja\u201d)<\/em><\/li><li><em>W jaki spos\u00f3b rozwi\u0105zuj\u0105 kwestie bezpiecze\u0144stwa, dokumentacji i zakresu test\u00f3w?<\/em><br \/>Je\u015bli potencjalny partner nie spe\u0142nia \u017cadnego z tych kryteri\u00f3w, warto rozwa\u017cy\u0107 ponowne rozwa\u017cenie tej kwestii.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd112bd elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fd112bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd4026f elementor-widget elementor-widget-heading\" data-id=\"dd4026f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Co zyskasz dzi\u0119ki w\u0142a\u015bciwemu partnerstwu<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d545bcc elementor-widget elementor-widget-text-editor\" data-id=\"d545bcc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u2705 Pewno\u015b\u0107 co do Twoich wysi\u0142k\u00f3w w zakresie zbierania funduszy <br \/>\u2705 Dobrze zdefiniowana mapa drogowa techniczna <br \/>\u2705 Zmniejszone zad\u0142u\u017cenie techniczne <br \/>\u2705 Produkt rzeczywi\u015bcie skalowalny<\/p><p>Misja Appricotsoft jest prosta: chcemy tworzy\u0107 oprogramowanie, z kt\u00f3rego jeste\u015bmy dumni \u2013 i zapewni\u0107 Ci mo\u017cliwo\u015b\u0107 skalowania go z pewno\u015bci\u0105 siebie. Dzi\u0119ki do\u015bwiadczeniu w tworzeniu platform AI, aplikacji mobilnych i rozwi\u0105za\u0144 internetowych dla klient\u00f3w w Stanach Zjednoczonych i Europie, jeste\u015bmy w pe\u0142ni przygotowani, aby pom\u00f3c Ci osi\u0105gn\u0105\u0107 podobne rezultaty.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f47334 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9f47334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0f816a elementor-widget elementor-widget-heading\" data-id=\"c0f816a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Przejrzyjmy wsp\u00f3lnie sw\u00f3j MVP AI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbd07f8 elementor-widget elementor-widget-text-editor\" data-id=\"dbd07f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Niezale\u017cnie od tego, czy inwestorzy wywieraj\u0105 na Ciebie presj\u0119, Twoja firma szybko si\u0119 rozwija, czy po prostu zastanawiasz si\u0119, co przyniesie przysz\u0142o\u015b\u0107, ch\u0119tnie u\u0142atwimy Ci prac\u0119. <strong><a href=\"https:\/\/appricotsoft.com\/pl\/contact-us\/\">Skontaktuj si\u0119 z nami, aby uzyska\u0107 bezp\u0142atn\u0105 konsultacj\u0119<\/a><\/strong>, lub przejd\u017a bezpo\u015brednio do naszego formularza wyceny audytu kodu, aby rozpocz\u0105\u0107.<\/p><p>Je\u015bli chcesz dowiedzie\u0107 si\u0119 wi\u0119cej, przeczytaj poni\u017csze materia\u0142y:<\/p><ul><li><strong><a href=\"https:\/\/appricotsoft.com\/pl\/tips\/20-critical-errors-we-keep-finding-in-ai-code-reviews\/\">20 krytycznych b\u0142\u0119d\u00f3w, kt\u00f3re wci\u0105\u017c znajdujemy w recenzjach kodu AI<\/a><\/strong><\/li><li><a href=\"https:\/\/appricotsoft.com\/pl\/tips\/what-an-ai-code-audit-really-includes\/\"><strong>Co powinien zawiera\u0107 audyt kodu AI<\/strong><\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4f8435 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b4f8435\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0c1b97 elementor-cta--skin-cover elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"f0c1b97\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url();\" role=\"img\" aria-label=\"\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tMasz ju\u017c ten pomys\u0142?\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNapisz do nas, a znajdziemy najlepszy spos\u00f3b realizacji Twojego pomys\u0142u!\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"\/pl\/contact-us\/\">\n\t\t\t\t\t\tSkontaktuj si\u0119 z nami\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Finding the Right Partner to Help You Fix Your AI MVP If you&#8217;re considering having your AI MVP reviewed, it&#8217;s important to recognize that there are different types of code reviews &#8211; especially when it comes to AI products. Whether you&#8217;re in the midst of running demos for your AI MVP or about to give&#8230;<\/p>","protected":false},"author":4,"featured_media":32864,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[60,44,59],"tags":[54,55,56],"class_list":["post-31812","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-app-ideas","category-blog","category-tips","tag-process","tag-software-development","tag-web-development"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Choose the Right Partner to Fix or Review Your AI MVP - Appricotsoft<\/title>\n<meta name=\"description\" content=\"Choosing the right partner to review or fix your AI MVP can make or break your startup. 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