{"id":7480,"date":"2026-02-23T15:33:18","date_gmt":"2026-02-23T14:33:18","guid":{"rendered":"https:\/\/hermix.com\/?p=7480"},"modified":"2026-02-23T15:33:18","modified_gmt":"2026-02-23T14:33:18","slug":"ia-este-magie-sau-e-2","status":"publish","type":"post","link":"https:\/\/hermix.com\/ro\/ai-is-magic-or-is-it-2\/","title":{"rendered":"IA este MAGIC\u0102. Sau nu?"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><strong>O privire asupra a ceea ce face de fapt inteligen\u021ba artificial\u0103 \u00een achizi\u021biile publice \u0219i unde \u00eenc\u0103 nu reu\u0219e\u0219te.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Arthur C. Clarke a scris odat\u0103 c\u0103 orice tehnologie suficient de avansat\u0103 este imposibil de distins de magie. Avea dreptate. \u0218i descria exact problema modului \u00een care majoritatea companiilor abordeaz\u0103 inteligen\u021ba artificial\u0103 \u00een prezent.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pia\u021ba european\u0103 a achizi\u021biilor publice nu face excep\u021bie. Toat\u0103 lumea vorbe\u0219te despre IA. Tot mai pu\u021bini oameni sunt sinceri cu privire la ce poate \u0219i ce nu poate face aceasta. La Hermix, am integrat IA \u00een platforma noastr\u0103 \u00eenc\u0103 din prima zi, folosind-o pentru a ajuta companii precum Capgemini, Accenture, Unisys, Fujitsu, Indra \u0219i zeci de altele s\u0103 c\u00e2\u0219tige contracte publice. Am \u00eenv\u0103\u021bat multe despre locurile \u00een care IA ofer\u0103 valoare real\u0103, locurile \u00een care are dificult\u0103\u021bi \u0219i cum s\u0103 elimin\u0103m decalajul.<\/p>\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Problema pe care IA o rezolv\u0103 de fapt<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00e2nz\u0103rile \u00een sectorul public sunt scumpe. Antreprenorii cheltuiesc 2-6% din valoarea contractelor pe v\u00e2nz\u0103ri \u0219i licita\u021bii. Managerii de pre-v\u00e2nz\u0103ri dedic\u0103 p\u00e2n\u0103 la 50% din timpul lor g\u0103sirii, citirii \u0219i calific\u0103rii ofertelor. Propunerile sunt \u00eenc\u0103 \u00een mare parte scrise de m\u00e2n\u0103. \u0218i undeva \u00een mijlocul acestui efort manual, oportunit\u0103\u021bile bune sunt ratate, iar cele rele sunt urm\u0103rite.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pia\u021ba este, de asemenea, fragmentat\u0103. Licita\u021biile relevante sunt r\u0103sp\u00e2ndite pe sute de portaluri din \u00eentreaga Europ\u0103. G\u0103sirea lor dureaz\u0103 ore \u00eentregi. Citirea specifica\u021biilor dureaz\u0103 mai multe ore. Calificarea oportunit\u0103\u021bii din punct de vedere comercial, \u00een\u021belegerea cine a c\u00e2\u0219tigat contracte similare anterior, cum arat\u0103 bugetele, cine este concuren\u021ba, poate dura zile \u00eentregi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Aceasta este problema pe care o rezolv\u0103 inteligen\u021ba artificial\u0103. Nu magia. Comprimarea efortului.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>La ce folosim de fapt inteligen\u021ba artificial\u0103 la Hermix<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Se vorbe\u0219te mult vag despre platformele \u201cbazate pe inteligen\u021b\u0103 artificial\u0103\u201d. Prefer\u0103m s\u0103 fim specifici.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Inteligen\u021ba artificial\u0103 \u0219i \u00eenv\u0103\u021barea automat\u0103<\/strong> gestioneaz\u0103 calitatea datelor, cur\u0103\u021barea, interpretarea, scorarea \u0219i recomand\u0103rile. Datele privind achizi\u021biile publice sunt dezordonate. Numele companiilor apar \u00een zeci de variante pe diferite portaluri. Autorit\u0103\u021bile sunt duplicate, clasificate gre\u0219it sau etichetate inconsistent. Modelele de \u00eenv\u0103\u021bare automat\u0103 cur\u0103\u021b\u0103 \u0219i normalizeaz\u0103 aceste date la scar\u0103 larg\u0103, automat, astfel \u00eenc\u00e2t atunci c\u00e2nd c\u0103uta\u021bi un profil de cump\u0103r\u0103tor sau contractant, s\u0103 consulta\u021bi date consolidate precise, mai degrab\u0103 dec\u00e2t o harababur\u0103 fragmentat\u0103.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Modele GPT<\/strong> analiza specifica\u021biile licita\u021biilor, extrage cerin\u021bele tehnice \u0219i sus\u021bine verificarea conformit\u0103\u021bii. C\u00e2nd un document de licita\u021bie are 200 sau 300 de pagini, o sintez\u0103 bazat\u0103 pe GPT poate produce un rezumat structurat de o pagin\u0103 care acoper\u0103 obiectivele, bugetul, criteriile de atribuire, exper\u021bii necesari \u0219i condi\u021biile de eligibilitate \u00een c\u00e2teva minute. Utilizatorii no\u0219tri pot deschide orice licita\u021bie \u00een platform\u0103, pot face clic pe fila Rezumat \u0219i pot citi o analiz\u0103 structurat\u0103 f\u0103r\u0103 a atinge documentul original.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Chat cu inteligen\u021b\u0103 artificial\u0103<\/strong> merge mai departe. \u00cen loc s\u0103 citeasc\u0103 un rezumat fix, utilizatorii \u00ee\u0219i pot pune propriile \u00eentreb\u0103ri direct pe baza documentului de licita\u021bie. Care sunt exper\u021bii necesari? Care este cerin\u021ba minim\u0103 de rulaj? C\u00e2te CV-uri trebuie depuse \u00een propunerea tehnic\u0103? R\u0103spunsurile vin \u00een c\u00e2teva secunde, extrase din documentul propriu-zis, citate \u0219i trasabile.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>C\u0103utare GPT<\/strong> sus\u021bine autoritatea noastr\u0103 \u0219i construirea profilurilor contractorilor. \u00cen loc s\u0103 colecteze manual informa\u021bii despre un cump\u0103r\u0103tor, SearchGPT r\u0103sfoie\u0219te, cur\u0103\u021b\u0103 \u0219i structureaz\u0103 informa\u021biile disponibile publicului despre cump\u0103r\u0103tori \u0219i contractori, combin\u00e2ndu-le cu propria noastr\u0103 baz\u0103 de date de achizi\u021bii pentru a produce profiluri detaliate. De exemplu, pentru o licita\u021bie de la Frontex, utilizatorii pot vedea instantaneu 241 de oportunit\u0103\u021bi deschise \u00een valoare de 3,2 miliarde EUR, 659 de contracte atribuite \u00een valoare de 5,6 miliarde EUR, principalii furnizori prefera\u021bi \u0219i 11 puncte de contact, toate \u00eentr-o singur\u0103 vizualizare.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GraphRAG \u0219i ra\u021bionament profund<\/strong> gestioneaz\u0103 problema mai dificil\u0103 a documentelor mari \u0219i complexe \u0219i a lan\u021burilor de analiz\u0103 care necesit\u0103 pa\u0219i intermediari de ra\u021bionament. Modelele GPT standard se confrunt\u0103 cu dificult\u0103\u021bi \u00een gestionarea documentelor foarte lungi \u0219i a ra\u021bionamentului multi-hop. GraphRAG abordeaz\u0103 acest lucru prin \u00een\u021belegerea rela\u021biilor dintre entit\u0103\u021bile dintr-un document, nu doar a textului de suprafa\u021b\u0103. Deep Reasoning genereaz\u0103 artefacte intermediare \u0219i c\u0103i multiple de r\u0103spuns \u00eenainte de a ajunge la o concluzie. Aceste tehnici sunt cele care permit Hermix s\u0103 analizeze cu precizie contractele-cadru, structurile cu loturi multiple \u0219i cerin\u021bele consor\u021biului.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Clasificatoare AI<\/strong> analiza\u021bi \u0219i clasifica\u021bi \u00eentreb\u0103rile de clarificare de pe portalurile de achizi\u021bii, ajut\u00e2nd utilizatorii s\u0103 urm\u0103reasc\u0103 \u0219i s\u0103 \u00een\u021beleag\u0103 peisajul \u00eentreb\u0103rilor \u0219i r\u0103spunsurilor din jurul licita\u021biilor active.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Ce func\u021bioneaz\u0103 bine \u0219i ce nu<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Aceasta este partea pe care majoritatea furnizorilor de inteligen\u021b\u0103 artificial\u0103 o sar peste. Noi nu o vom face.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Inteligen\u021ba artificial\u0103 gestioneaz\u0103 anumite sarcini cu o fiabilitate ridicat\u0103. Corectarea gramaticii, ortografiei \u0219i stilului. Rezumarea \u0219i extragerea con\u021binutului structurat din documente. Traducere \u00een limbi europene. Verificarea conformit\u0103\u021bii cu cerin\u021bele stabilite. Clasificarea \u0219i etichetarea con\u021binutului la scar\u0103 larg\u0103. Pentru aceste sarcini, precizia sistemelor noastre este de 98-99%.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IA se confrunt\u0103 cu dificult\u0103\u021bi \u00een \u00eendeplinirea altor sarcini \u0219i este important s\u0103 fim direc\u021bi \u00een aceast\u0103 privin\u021b\u0103. Generarea de idei originale nu este ceva ce modelele actuale fac bine. Ele recombin\u0103 tipare existente, nu inventeaz\u0103. \u00cen\u021belegerea contextului emo\u021bional, a subtextului cultural sau a dinamicii nerostite dintr-o rela\u021bie cu clientul dep\u0103\u0219e\u0219te capacit\u0103\u021bile actuale. IA nesupravegheat\u0103, care ruleaz\u0103 f\u0103r\u0103 supraveghere uman\u0103, produce rezultate nesigure la o rat\u0103 care ar fi inacceptabil\u0103 \u00eentr-un proces de licita\u021bie.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Exist\u0103, de asemenea, limit\u0103ri tehnice care afecteaz\u0103 \u00een mod specific achizi\u021biile publice. Documentele foarte mari, cu con\u021binut juridic \u0219i tehnic dens, dep\u0103\u0219esc limitele ferestrelor de context. Unele limbi europene cu resurse mai pu\u021bine au mai pu\u021bine date de instruire \u0219i produc rezultate mai pu\u021bin fiabile. Documentele scanate sau criptate care necesit\u0103 OCR \u00eenainte de analiz\u0103 introduc rate de eroare suplimentare. Explicabilitatea, adic\u0103 posibilitatea de a urm\u0103ri exact de ce o inteligen\u021b\u0103 artificial\u0103 a produs un anumit rezultat, r\u0103m\u00e2ne o provocare, ceea ce conteaz\u0103 \u00een mediile de achizi\u021bii reglementate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Concluzia sincer\u0103: IA este un instrument. Un instrument puternic atunci c\u00e2nd este utilizat corect. O povar\u0103 atunci c\u00e2nd este tratat\u0103 ca o cutie neagr\u0103.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Barierele \u00een adop\u021bie despre care nimeni nu vorbe\u0219te<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Dincolo de capacitate, exist\u0103 bariere practice \u00een calea utiliz\u0103rii inteligen\u021bei artificiale \u00een achizi\u021bii care merit\u0103 aten\u021bie.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Preocup\u0103rile legate de securitate \u0219i confiden\u021bialitate sunt reale. Documentele de licita\u021bie pot con\u021bine informa\u021bii sensibile din punct de vedere comercial. Reglement\u0103rile privind gestionarea datelor \u00een achizi\u021biile publice sunt stricte \u0219i variaz\u0103 \u00een func\u021bie de jurisdic\u021bie. Orice instrument de inteligen\u021b\u0103 artificial\u0103 utilizat \u00een acest context trebuie evaluat \u00een raport cu aceste cerin\u021be, nu trebuie considerat a fi conform.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Costurile ini\u021biale de configurare \u0219i integrare sunt adesea subestimate. O platform\u0103 care utilizeaz\u0103 bine inteligen\u021ba artificial\u0103 a investit semnificativ \u00een fluxuri de date, selec\u021bia modelelor, reglare \u0219i controlul calit\u0103\u021bii. Aceast\u0103 investi\u021bie este \u00eencorporat\u0103 \u00een produs. Construirea de la zero, intern, este costisitoare \u0219i lent\u0103.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rezisten\u021ba utilizatorilor \u0219i lacunele \u00een competen\u021be sunt semnificative. Instrumentele de inteligen\u021b\u0103 artificial\u0103 necesit\u0103 abilit\u0103\u021bi inginere\u0219ti prompte pentru a fi utilizate eficient, iar echipele care au petrecut ani lucr\u00e2nd cu Excel \u0219i procese manuale de cercetare nu se adapteaz\u0103 automat. Managementul schimb\u0103rii conteaz\u0103 la fel de mult ca tehnologia.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u00centrebarea care merit\u0103 pus\u0103<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Iat\u0103 scenariul care ne preocup\u0103 cel mai mult \u0219i merit\u0103 s\u0103 fie abordat deschis. IA este acum capabil\u0103 s\u0103 redacteze documente de achizi\u021bii publice. IA este capabil\u0103 s\u0103 redacteze propuneri ca r\u0103spuns la aceste documente. IA este capabil\u0103 s\u0103 evalueze aceste propuneri.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dac\u0103 toate trei se \u00eent\u00e2mpl\u0103 simultan, ce m\u0103sur\u0103m de fapt? Calitatea ofertei subiacente sau sofisticarea inteligen\u021bei artificiale folosite pentru a o genera?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pentru bunurile \u0219i serviciile standard, evaluarea bazat\u0103 pe pre\u021b poate r\u0103m\u00e2ne dominant\u0103 indiferent de implicarea inteligen\u021bei artificiale. Pentru proiectele complexe, creative sau strategice, aceast\u0103 dinamic\u0103 este diferit\u0103. Judecata uman\u0103, arhitectura original\u0103, perspectiva asupra a ceea ce are nevoie de fapt un cump\u0103r\u0103tor dincolo de ceea ce a scris \u00een specifica\u021bii, acestea r\u0103m\u00e2n contribu\u021bii autentice umane pe care inteligen\u021ba artificial\u0103 nu le poate reproduce.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Companiile care au succes constant \u00een sectorul public nu \u00ee\u0219i externalizeaz\u0103 g\u00e2ndirea c\u0103tre inteligen\u021ba artificial\u0103. Ele folosesc inteligen\u021ba artificial\u0103 pentru a comprima efortul de a g\u0103si oportunit\u0103\u021bi, de a \u00een\u021belege cump\u0103r\u0103torii, de a se califica comercial \u0219i de a gestiona documenta\u021bia. Judecata strategic\u0103 le apar\u021bine.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Ce \u00eenseamn\u0103 asta \u00een practic\u0103<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">La Hermix, instrumentele noastre de inteligen\u021b\u0103 artificial\u0103 sus\u021bin patru etape ale procesului de achizi\u021bii: descoperirea, calificarea, strategia \u0219i orchestrarea ofertelor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Discovery \u00eenseamn\u0103 g\u0103sirea mai rapid\u0103 a licita\u021biilor potrivite, pe portalurile TED, BOSA, Doffin, Germania, Olanda, Rom\u00e2nia \u0219i ale institu\u021biilor UE, cu alerte automate \u0219i prognoz\u0103 de re\u00eennoire, astfel \u00eenc\u00e2t utilizatorii s\u0103 nu rateze niciodat\u0103 o oportunitate relevant\u0103.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Calificarea \u00eenseamn\u0103 \u00een\u021belegerea unei oportunit\u0103\u021bi din punct de vedere comercial \u00eenainte de a aloca resurse pentru aceasta. Cine a c\u00e2\u0219tigat contracte similare? C\u00e2t au pl\u0103tit aceste contracte? Care este istoricul \u0219i modelul de cheltuieli al cump\u0103r\u0103torului? Cum arat\u0103 peisajul concuren\u021bial? Platforma noastr\u0103 r\u0103spunde la aceste \u00eentreb\u0103ri \u00een c\u00e2teva minute, dintr-o baz\u0103 de date care acoper\u0103 peste 250.000 de autorit\u0103\u021bi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Strategia \u00eenseamn\u0103 informa\u021bii de pia\u021b\u0103: profiluri de cump\u0103r\u0103tori, analiz\u0103 de parteneriate, grafice ale concuren\u021bei, date despre cheltuielile CE. \u00cen\u021belegerea unde sunt banii \u0219i cine sunt juc\u0103torii cheie \u00eenainte de a decide unde s\u0103 investe\u0219ti efortul de dezvoltare a afacerii tale.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Orchestrarea ofertelor \u00eenseamn\u0103 sumarizarea prin inteligen\u021b\u0103 artificial\u0103, chat-ul prin inteligen\u021b\u0103 artificial\u0103, analiza documentelor \u0219i verificarea conformit\u0103\u021bii pentru a reduce povara manual\u0103 a procesului de licita\u021bie \u00een sine.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rezultatul, bazat pe studii de caz cu utilizatorii no\u0219tri, este o reducere de 87% a timpului petrecut cu cercetarea pie\u021bei, o reducere de 75% a timpului pentru analiza ofertelor \u0219i o reducere de 60% a timpului necesar pentru redactarea propunerilor. O echip\u0103 de patru persoane produce un rezultat de \u0219ase.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Asta nu e magie. A\u0219a arat\u0103, de fapt, o inteligen\u021b\u0103 artificial\u0103 bine implementat\u0103 \u00eentr-un mediu B2G complex.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>Hermix ajut\u0103 companiile s\u0103 c\u00e2\u0219tige contracte publice cu ajutorul monitoriz\u0103rii licita\u021biilor, informa\u021biilor de pia\u021b\u0103 \u0219i analizei ofertelor bazate pe inteligen\u021b\u0103 artificial\u0103. Folosit de Capgemini, Accenture, Unisys, Fujitsu, Indra, Microsoft \u0219i peste 50 de alte companii din Europa. Crea\u021bi-v\u0103 contul gratuit la <\/em><a href=\"https:\/\/hermix.com\/ro\/sign-up\/\" title=\"hermix.com\/sign-up\">dev.pqb.ro\/hermix\/sign-up<\/a><\/strong><\/p>\n\n\n<figure class=\"wp-block-post-featured-image\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1200\" height=\"628\" src=\"https:\/\/hermix.com\/wp-content\/uploads\/2026\/02\/AI-is-Magic_featured-image.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"IA este magic\u0103\" style=\"object-fit:cover;\" srcset=\"https:\/\/hermix.com\/wp-content\/uploads\/2026\/02\/AI-is-Magic_featured-image.jpg 1200w, https:\/\/hermix.com\/wp-content\/uploads\/2026\/02\/AI-is-Magic_featured-image-300x157.jpg 300w, https:\/\/hermix.com\/wp-content\/uploads\/2026\/02\/AI-is-Magic_featured-image-1024x536.jpg 1024w, https:\/\/hermix.com\/wp-content\/uploads\/2026\/02\/AI-is-Magic_featured-image-768x402.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>A look at what artificial intelligence actually does in public procurement, and where it still falls short. Arthur C. Clarke once wrote that any sufficiently advanced technology is indistinguishable from magic. He was right. And he was also describing exactly the problem with how most companies approach AI today. The European public procurement market is [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":7481,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","inline_featured_image":false,"page_builder":"","footnotes":"","_ppma_block_editor_authors":""},"categories":[13],"tags":[],"ppma_author":[18],"class_list":["post-7480","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"A look at what artificial intelligence actually does in public procurement, and where it still falls short. Arthur C. 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