{"id":43353,"date":"2026-10-06T09:18:48","date_gmt":"2026-10-06T09:18:48","guid":{"rendered":"https:\/\/wegg.it\/?p=43353"},"modified":"2026-10-06T09:20:43","modified_gmt":"2026-10-06T09:20:43","slug":"token-crediti-unita-di-consumo-la-babele-delle-metriche-ai","status":"publish","type":"post","link":"https:\/\/wegg.it\/eng\/token-crediti-unita-di-consumo-la-babele-delle-metriche-ai\/","title":{"rendered":"Token, crediti, unit\u00e0 di consumo: la Babele delle metriche AI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"43353\" class=\"elementor elementor-43353\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53e0c95 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53e0c95\" data-element_type=\"section\" data-e-type=\"section\" 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style=\"enable-background:new 0 0 92.25 92.25;\" xml:space=\"preserve\"><polygon points=\"90.25,2.93 90.25,88.84 1.41,0 0,1.41 88.84,90.25 2.93,90.25 2.93,92.25 92.25,92.25 92.25,2.93 \"><\/polygon><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5ee191b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5ee191b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-2c6e3a6\" data-id=\"2c6e3a6\" 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-20926b3 elementor-widget elementor-widget-image\" data-id=\"20926b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"509\" src=\"https:\/\/wegg.it\/wp-content\/uploads\/2026\/10\/campaign-creators-qCi_MzVODoU--768x509.jpg\" class=\"attachment-medium_large size-medium_large wp-image-43355\" alt=\"\" srcset=\"https:\/\/wegg.it\/wp-content\/uploads\/2026\/10\/campaign-creators-qCi_MzVODoU--768x509.jpg 768w, https:\/\/wegg.it\/wp-content\/uploads\/2026\/10\/campaign-creators-qCi_MzVODoU--300x199.jpg 300w, https:\/\/wegg.it\/wp-content\/uploads\/2026\/10\/campaign-creators-qCi_MzVODoU--1024x679.jpg 1024w, https:\/\/wegg.it\/wp-content\/uploads\/2026\/10\/campaign-creators-qCi_MzVODoU--1536x1018.jpg 1536w, https:\/\/wegg.it\/wp-content\/uploads\/2026\/10\/campaign-creators-qCi_MzVODoU--18x12.jpg 18w, https:\/\/wegg.it\/wp-content\/uploads\/2026\/10\/campaign-creators-qCi_MzVODoU-.jpg 1587w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-025de72 elementor-widget elementor-widget-post-info\" data-id=\"025de72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-8dd652e elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/wegg.it\/eng\/2026\/10\/06\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 6, 2026<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3e7748 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"a3e7748\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Token, crediti, unit\u00e0 di consumo: la Babele delle metriche AI<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71e4747 elementor-widget elementor-widget-text-editor\" data-id=\"71e4747\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><strong><span class=\"NormalTextRun SCXW88056062 BCX8\" data-ccp-parastyle=\"Normal (Web)\">Perch\u00e9 confrontare la spesa AI tra <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW88056062 BCX8\" data-ccp-parastyle=\"Normal (Web)\">vendor<\/span><span class=\"NormalTextRun SCXW88056062 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> \u00e8 cos\u00ec difficile <\/span><span class=\"NormalTextRun SCXW88056062 BCX8\" data-ccp-parastyle=\"Normal (Web)\">&#8211;<\/span><span class=\"NormalTextRun SCXW88056062 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> e come uscirne<\/span><\/strong><\/h5><p><strong><span class=\"TextRun SCXW162947531 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW162947531 BCX8\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">In questo articolo vediamo perch\u00e9 la spesa AI, oggi, \u00e8 quasi impossibile da confrontare tra <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">vendor<\/span><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> diversi e cosa si sta muovendo per risolverlo, sulla scia di quanto gi\u00e0 successo con il cloud.<\/span><\/span><\/span><\/strong><\/p><p><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">Chiedete a tre fornitori diversi cosa sia un token, e otterrete tre risposte diverse. <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">Eppure<\/span><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> \u00e8 l&#8217;unit\u00e0 con cui, oggi, si misura buona parte della spesa AI aziendale e su cui, sempre pi\u00f9 spesso, si basano decisioni di budget da centinaia di migliaia di euro.<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW133039359 BCX8\"><span class=\"SCXW133039359 BCX8\">\u00a0<\/span><br class=\"SCXW133039359 BCX8\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW133039359 BCX8\"><span class=\"SCXW133039359 BCX8\">\u00a0<\/span><br class=\"SCXW133039359 BCX8\" \/><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">Il problema non \u00e8 tecnico in senso stretto. <\/span><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">\u00c8 che<\/span><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">\u202f<\/span><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">manca uno standard<\/span><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">: un modo condiviso di <\/span><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">definire e misurare il consumo<\/span><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">, che permetta di leggere una fattura di un <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">vendor<\/span><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\"> con lo stesso metro di un&#8217;altra. Senza uno standard, ogni fattura racconta una storia diversa e il confronto, semplicemente, non \u00e8 possibile.<\/span> <\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW133039359 BCX8\"><span class=\"SCXW133039359 BCX8\">\u00a0<\/span><br class=\"SCXW133039359 BCX8\" \/><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW133039359 BCX8\"><span class=\"SCXW133039359 BCX8\">\u00a0<\/span><br class=\"SCXW133039359 BCX8\" \/><\/span><span class=\"TextRun SCXW133039359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW133039359 BCX8\" data-ccp-parastyle=\"Normal (Web)\">Non \u00e8 la prima volta che il settore IT si trova in questa situazione. \u00c8 gi\u00e0 successo con il cloud, ed \u00e8 gi\u00e0 stata trovata una soluzione: vedremo pi\u00f9 avanti come.<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9f41d5 elementor-widget elementor-widget-text-editor\" data-id=\"c9f41d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><b><span data-contrast=\"auto\"><span class=\"TextRun SCXW174145359 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW174145359 BCX8\">Cos&#8217;\u00e8 (letteralmente) un token, e perch\u00e9 non \u00e8 uguale ovunque<\/span><\/span><\/span><\/b><\/h3><p><span data-contrast=\"none\">Un <\/span><b><span data-contrast=\"none\">token<\/span><\/b><span data-contrast=\"none\"> \u00e8, in prima approssimazione, <\/span><b><span data-contrast=\"none\">un frammento di testo<\/span><\/b><span data-contrast=\"none\">: in inglese, corrisponde grosso modo <\/span><b><span data-contrast=\"none\">a quattro caratteri<\/span><\/b><span data-contrast=\"none\">, o a <\/span><b><span data-contrast=\"none\">una porzione di parola<\/span><\/b><span data-contrast=\"none\">. &#8220;Understanding&#8221; potrebbe essere spezzato in due o tre token; &#8220;the&#8221; \u00e8 quasi sempre un token intero. In lingue con caratteri non latini &#8211; cinese, giapponese, coreano &#8211; il rapporto cambia radicalmente, e la stessa frase pu\u00f2 costare due o tre volte i token rispetto all&#8217;equivalente inglese.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Fin qui, sembrerebbe un concetto tecnico ma coerente. Il problema \u00e8 che <\/span><b><span data-contrast=\"none\">ogni vendor tokenizza a modo suo<\/span><\/b><span data-contrast=\"none\">. Il modello di un fornitore pu\u00f2 contare 100 token dove un altro ne conta 140, per lo stesso identico testo. Non esiste una tabella di conversione universale, perch\u00e9 ogni tokenizzatore \u00e8 costruito internamente dal vendor, con logiche proprietarie che raramente vengono documentate in dettaglio.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Risultato: due fatture con <\/span><b><span data-contrast=\"none\">lo stesso numero di &#8220;token consumati<\/span><\/b><span data-contrast=\"none\">&#8221; possono rappresentare quantit\u00e0 di lavoro completamente diverse.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8aa736c elementor-widget elementor-widget-text-editor\" data-id=\"8aa736c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><strong><span class=\"TextRun SCXW244267900 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW244267900 BCX8\">Token, crediti o <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW244267900 BCX8\">seat<\/span><span class=\"NormalTextRun SCXW244267900 BCX8\">? Tre metriche che convivono nella stessa fattura<\/span><\/span><span class=\"EOP Selected SCXW244267900 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/strong><\/h3><p><span data-contrast=\"none\">Non tutta la spesa AI passa dai token. Molte funzionalit\u00e0 AI incorporate dentro software SaaS pi\u00f9 ampi &#8211; Adobe Firefly dentro Creative Cloud, Salesforce Einstein dentro il CRM &#8211; usano <\/span><b><span data-contrast=\"none\">il concetto di<\/span><\/b><span data-contrast=\"none\">\u202f<\/span><b><span data-contrast=\"none\">credito<\/span><\/b><span data-contrast=\"none\">: un pacchetto di unit\u00e0 che l&#8217;azienda acquista in anticipo e consuma nel tempo.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">A queste si aggiunge una terza metrica, forse la pi\u00f9 familiare a chi si occupa di licensing: il\u202f<\/span><b><span data-contrast=\"none\">seat<\/span><\/b><span data-contrast=\"none\">, ovvero la licenza a utente nominativo. \u00c8 il modello con cui vengono venduti strumenti come <\/span><b><span data-contrast=\"none\">Microsoft Copilot, ChatGPT Enterprise o Claude Team<\/span><\/b><span data-contrast=\"none\"> &#8211; un canone fisso per persona assegnata, spesso abbinato a crediti aggiuntivi per l&#8217;uso che eccede la soglia inclusa. Potremmo parlare anche di situazioni ibride come <\/span><b><span data-contrast=\"none\">Claude Enterprise <\/span><\/b><span data-contrast=\"none\">ma per il momento rimaniamo ancora sulle metriche base, ci torneremo.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Le differenze tra queste tre metriche non sono solo terminologiche, <\/span><b><span data-contrast=\"none\">sono contrattuali<\/span><\/b><span data-contrast=\"none\">. I\u202f<\/span><b><span data-contrast=\"none\">crediti scadono<\/span><\/b><span data-contrast=\"none\">, tipicamente a fine periodo (mensile o annuale) &#8211; se non li usi, li perdi. I\u202f<\/span><b><span data-contrast=\"none\">token<\/span><\/b><span data-contrast=\"none\">, invece, di solito rappresentano un ammontare acquistato che si consuma liberamente, spesso fino alla scadenza del contratto stesso, anche a distanza di anni. I\u202f<\/span><b><span data-contrast=\"none\">seat<\/span><\/b><span data-contrast=\"none\">\u202fseguono ancora un&#8217;altra logica: <\/span><b><span data-contrast=\"none\">il costo \u00e8 fisso per persona<\/span><\/b><span data-contrast=\"none\">, indipendentemente da quanto quella persona utilizzi effettivamente lo strumento &#8211; un modello familiare a chi gestisce licenze software tradizionali, ma che nella pratica AI convive quasi sempre con <\/span><b><span data-contrast=\"none\">un secondo strato di consumo a credito o a token<\/span><\/b><span data-contrast=\"none\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Questo significa che due aziende con lo stesso volume di spesa AI possono trovarsi <\/span><b><span data-contrast=\"none\">in situazioni di rischio molto diverse<\/span><\/b><span data-contrast=\"none\">: chi lavora a crediti deve gestire attentamente il ritmo di consumo per non sprecare budget gi\u00e0 pagato; chi lavora a token ha pi\u00f9 flessibilit\u00e0, ma meno urgenza e quindi, spesso, meno controllo; chi lavora a seat rischia, all&#8217;opposto, di <\/span><b><span data-contrast=\"none\">non sapere se sta<\/span><\/b> <b><span data-contrast=\"none\">pagando per utenze sottoutilizzate<\/span><\/b><span data-contrast=\"none\">, un problema ben noto nel mondo del software license management ma che nell&#8217;AI si somma a tutto il resto.<\/span>\u00a0<br \/>\u00a0<br \/><span data-contrast=\"none\">Ora che abbiamo chiarito le basi riprendiamo, come anticipato, il tema delle situazioni ibride attraverso un esempio concreto che rende bene l&#8217;idea di quanto queste tre logiche possano convivere nello stesso contratto. <\/span><b><span data-contrast=\"none\">Un bundle come<\/span><\/b><span data-contrast=\"none\">\u202f<\/span><a href=\"https:\/\/wegg.it\/m365-e7-cosa-ce-davvero-dentro-la-frontier-suite\/\"><span data-contrast=\"none\">Microsoft 365 E7\u202f<\/span><\/a><span data-contrast=\"none\">include gi\u00e0, in un&#8217;unica licenza a seat, <\/span><b><span data-contrast=\"none\">l&#8217;accesso a Copilot<\/span><\/b><span data-contrast=\"none\"> &#8211; le cui funzionalit\u00e0 AI, a loro volta, consumano crediti o token man mano che vengono utilizzate. Sulla fattura compare una sola riga di costo, ma dietro <\/span><b><span data-contrast=\"none\">convivono almeno due logiche di misurazione diverse<\/span><\/b><span data-contrast=\"none\">: quella fissa del seat, e quella variabile del consumo effettivo. Capire quanto della spesa complessiva dipenda dall&#8217;uno o dall&#8217;altro fattore &#8211; e quindi dove si pu\u00f2 intervenire per ottimizzare &#8211; richiede di scomporre quel bundle, non di guardarlo come un blocco unico.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1673c7 elementor-widget elementor-widget-text-editor\" data-id=\"c1673c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><strong><span class=\"TextRun SCXW25762738 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW25762738 BCX8\">Il costo scende, la spesa sale: il paradosso dei modelli &#8220;affamati&#8221;<\/span><\/span><span class=\"EOP Selected SCXW25762738 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/strong><\/h3><p><span data-contrast=\"none\">Negli ultimi anni il costo per singolo token \u00e8 crollato &#8211; gli analisti stimano <\/span><b><span data-contrast=\"none\">un calo di quasi il 99% rispetto ai modelli di prima generazione<\/span><\/b><span data-contrast=\"none\">. Sarebbe lecito aspettarsi che la spesa complessiva sia scesa di conseguenza. \u00c8 successo l&#8217;esatto opposto.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Il motivo \u00e8 semplice: <\/span><b><span data-contrast=\"none\">i modelli pi\u00f9 recenti<\/span><\/b> <b><span data-contrast=\"none\">consumano molti pi\u00f9 token<\/span><\/b><span data-contrast=\"none\"> per svolgere lo stesso compito. Un prompt che un tempo richiedeva poche centinaia di token, oggi &#8211; tra contesto conversazionale pi\u00f9 esteso, ragionamento pi\u00f9 articolato, catene di verifica interne &#8211; <\/span><b><span data-contrast=\"none\">pu\u00f2 arrivarne a consumare decine di migliaia<\/span><\/b><span data-contrast=\"none\">. Al calare del costo unitario, sale la quantit\u00e0 richiesta dalle tecnologie moderne come se le due cose fossero legate senza sapere chi \u00e8 causa e chi conseguenza. Un po\u2019 quello che \u00e8 successo negli anni per i processori o lo storage: oggi il costo di un megabyte di storage \u00e8 molto inferiore a quello degli anni 90, tuttavia anche il solo sistema operativo oggi occuperebbe un migliaio di hard disk dell\u2019epoca.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">A questo si aggiunge un secondo moltiplicatore, spesso sottovalutato: <\/span><b><span data-contrast=\"none\">gli agenti<\/span><\/b><span data-contrast=\"none\">. A differenza di un utente che fa una domanda e aspetta una risposta, <\/span><b><span data-contrast=\"none\">un agente lavora in autonomia, ripete, verifica, richiama il modello pi\u00f9 volte<\/span><\/b><span data-contrast=\"none\"> per completare un singolo task. Un&#8217;attivit\u00e0 affidata a un agente pu\u00f2 arrivare <\/span><b><span data-contrast=\"none\">a consumare 5-10 volte i token di un prompt interattivo equivalente<\/span><\/b><span data-contrast=\"none\"> e gli agenti, a differenza delle persone, non smettono mai di lavorare.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32fa95d elementor-widget elementor-widget-text-editor\" data-id=\"32fa95d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><strong><span class=\"TextRun SCXW261456042 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW261456042 BCX8\">Perch\u00e9 confrontare <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW261456042 BCX8\">vendor<\/span><span class=\"NormalTextRun SCXW261456042 BCX8\"> diversi \u00e8, oggi, quasi impossibile<\/span><\/span><span class=\"EOP Selected SCXW261456042 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/strong><\/h3><p><span data-contrast=\"none\">Mettete insieme questi tre elementi &#8211; tokenizzazione non standardizzata, metriche diverse (token vs crediti vs licenze a seat) e un consumo che cresce nonostante il calo dei prezzi unitari e il risultato \u00e8 che <\/span><b><span data-contrast=\"none\">oggi non esiste un modo affidabile di confrontare la spesa AI<\/span><\/b><span data-contrast=\"none\"> tra fornitori diversi.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Non \u00e8 solo un problema teorico. Significa che un&#8217;azienda che <\/span><b><span data-contrast=\"none\">valuta se spostare un carico di lavoro da un modello a un altro<\/span><\/b><span data-contrast=\"none\">, o che <\/span><b><span data-contrast=\"none\">sta negoziando un rinnovo contrattuale<\/span><\/b><span data-contrast=\"none\">, spesso lo fa senza un termine di paragone reale confrontando cifre che, sulla carta, sembrano comparabili, ma che nella sostanza misurano cose diverse. Chi lavora da tempo nel mondo FinOps riconoscer\u00e0 questo schema. \u00c8 lo stesso identico problema che si present\u00f2 con l&#8217;esplosione della spesa cloud: <\/span><b><span data-contrast=\"none\">fatture di provider diversi<\/span><\/b><span data-contrast=\"none\"> &#8211; AWS, Azure, Google Cloud &#8211; con voci di costo, unit\u00e0 di misura e strutture di prezzo completamente diverse tra loro.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">La risposta, allora, non fu un tool. Fu una\u202f<\/span><b><span data-contrast=\"none\">metodologia<\/span><\/b><span data-contrast=\"none\">\u202f- il FinOps, nato per allineare finance, tecnologia e business intorno a un modo comune di leggere e gestire la spesa cloud &#8211; che a un certo punto ha prodotto anche uno standard tecnico:\u202f<\/span><b><span data-contrast=\"none\">FOCUS<\/span><\/b><span data-contrast=\"none\">\u202f(FinOps Open Cost and Usage Specification), nato dentro la FinOps Foundation, con l&#8217;obiettivo di normalizzare i dati di consumo cloud in un formato comune, leggibile allo stesso modo indipendentemente dal fornitore.<\/span>\u00a0<br \/>\u00a0<br \/><span data-contrast=\"none\">Oggi si sta ripetendo lo stesso percorso per l&#8217;AI. Nel giugno 2026 \u00e8 nata la <\/span><a href=\"https:\/\/www.prnewswire.com\/news-releases\/linux-foundation-launches-the-tokenomics-foundation-to-define-the-economics-and-roi-of-ai-value-302842344.html\"><b><span data-contrast=\"none\">Tokenomics Foundation<\/span><\/b><\/a><span data-contrast=\"none\">, promossa dalla Linux Foundation &#8211; la stessa organizzazione che ospita la FinOps Foundation &#8211; con l&#8217;obiettivo dichiarato di <\/span><b><span data-contrast=\"none\">costruire uno standard condiviso per l&#8217;economia dell&#8217;AI<\/span><\/b><span data-contrast=\"none\">. Tra i membri fondatori figurano Microsoft, Google Cloud, Salesforce, ServiceNow e, ovviamente, <\/span><b><span data-contrast=\"none\">Flexera<\/span><\/b><span data-contrast=\"none\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">\u00c8 presto per dire quanto rapidamente questo standard arriver\u00e0 a maturazione &#8211; la normalizzazione dei consumi cloud, con FOCUS, ha richiesto anni per diventare pratica diffusa. Ma la direzione \u00e8 la stessa: prima il linguaggio comune, poi gli strumenti che lo useranno.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-239260d elementor-widget elementor-widget-text-editor\" data-id=\"239260d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><strong><span class=\"TextRun SCXW184968679 BCX8\" lang=\"IT-IT\" xml:lang=\"IT-IT\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW184968679 BCX8\">Chi la normalizzazione la sta gi\u00e0 applicando<\/span><\/span><span class=\"EOP Selected SCXW184968679 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/strong><\/h3><p><span data-contrast=\"none\">Flexera, tra le aziende che hanno promosso la nascita della Tokenomics Foundation, ha gi\u00e0 fatto proprio questo concetto: nel suo nuovo modulo <\/span><a href=\"https:\/\/www.flexera.com\/products\/ai-cost-management\"><span data-contrast=\"none\">AI Cost Management<\/span><\/a><span data-contrast=\"none\"> di Flexera One ha introdotto il principio della <\/span><b><span data-contrast=\"none\">normalizzazione dei consumi, <\/span><\/b><span data-contrast=\"none\">applicando alla spesa AI <\/span><b><span data-contrast=\"none\">la stessa logica di comparazione <\/span><\/b><span data-contrast=\"none\">gi\u00e0 disponibile sul resto della spesa IT e cloud (ci\u00f2 che in FinOps chiamiamo <\/span><i><span data-contrast=\"none\">unit economics<\/span><\/i><span data-contrast=\"none\">). Non solo, grazie all\u2019introduzione del <\/span><b><span data-contrast=\"none\">consumatore AI<\/span><\/b><span data-contrast=\"none\"> come elemento alla base dell\u2019analisi (sia esso utente, agente, workflow, service principal o altro), ha potuto inserire anche la stessa l<\/span><b><span data-contrast=\"none\">ogica di attribuzione <\/span><\/b><span data-contrast=\"none\">al fine di sapere <\/span><b><span data-contrast=\"none\">non solo quanto si spende, ma chi consuma<\/span><\/b><span data-contrast=\"none\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">L&#8217;obiettivo dichiarato \u00e8 <\/span><b><span data-contrast=\"none\">offrire una visione a 360 gradi della spesa IT<\/span><\/b><span data-contrast=\"none\">, che includa licenze tradizionali, cloud e ora anche AI, in un&#8217;unica lettura coerente.<\/span>\u00a0<br \/>\u00a0<br \/><span data-contrast=\"none\">In <\/span><a href=\"https:\/\/wegg.it\/\"><span data-contrast=\"none\">WEGG<\/span><\/a><span data-contrast=\"none\">, come consulenti FinOps e partner tecnologici di Flexera, condividiamo questo approccio e lo applichiamo ogni giorno: vogliamo far s\u00ec che le aziende possano avviare un percorso di attribuzione a partire da dati normalizzati, riportando le diverse unit\u00e0 di misura &#8211; token, crediti, seat &#8211; a un linguaggio comune. Un lavoro che si traduce in vantaggi molto concreti: scegliere con cognizione di causa tra modelli diversi, negoziare i rinnovi contrattuali su basi comparabili, tenere sotto controllo i costi prima che sfuggano di mano, e sapere finalmente chi spende cosa, e perch\u00e9.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"none\">Del tema parleremo pi\u00f9 nel dettaglio nel webinar &#8220;Governare i costi AI&#8221;, in programma il 27 ottobre. Vai <\/span><a href=\"https:\/\/wegg.it\/governare-i-costi-ai-tra-vendor-e-ai-act\/\"><span data-contrast=\"none\">qui<\/span><\/a><span data-contrast=\"none\"> per iscriverti!<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-d4c0349\" data-id=\"d4c0349\" 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-54a6278 elementor-widget elementor-widget-text-editor\" data-id=\"54a6278\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Approfondimenti<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dceb23 elementor-grid-1 elementor-posts--thumbnail-none elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-posts\" data-id=\"6dceb23\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;classic_columns&quot;:&quot;1&quot;,&quot;classic_columns_tablet&quot;:&quot;2&quot;,&quot;classic_columns_mobile&quot;:&quot;1&quot;,&quot;classic_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;classic_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-classic elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-41733 post type-post status-publish format-standard has-post-thumbnail hentry category-approfondimenti category-asset-management tag-dynamics-365 tag-itam tag-licensing tag-microsoft-dynamics\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/wegg.it\/eng\/licensing-di-microsoft-dynamics-365-una-guida\/\" >\n\t\t\t\tLicensing di Microsoft Dynamics 365: una guida\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-42796 post type-post status-publish format-standard has-post-thumbnail hentry category-approfondimenti category-asset-management category-riduzione-non-conformita category-riduzione-spesa-it category-spend-optimization tag-assistente-ai tag-azure tag-costi-azure-mca tag-licenze-microsoft tag-mca tag-microsoft tag-microsoft-365 tag-microsoft-367 tag-spend-optimization\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/wegg.it\/eng\/tagging-e-governance-dei-costi-cloud-il-lavoro-che-nessuno-vuole-fare-e-che-cambia-tutto\/\" >\n\t\t\t\tTagging e governance dei costi cloud: il lavoro che nessuno vuole fare e che cambia tutto\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-41310 post type-post status-publish format-standard has-post-thumbnail hentry category-approfondimenti category-business-process-management category-data-driven-decision-making category-digital-experience category-digital-service-experience category-digitalizzazione-processi category-facilitare-adozione-digitale category-integrazione-sap category-migliorare-processo-decisionale category-process-automation category-tecnologia-low-code tag-acn tag-digitalizzazione tag-ecosistema-digitale tag-gestione-dei-processi-aziendali tag-innovazione-it tag-integrazione-tecnologica tag-mendix tag-ottimizzazione-dei-costi tag-pa tag-paas tag-piattaforma-low-code tag-sostenibilita-digitale tag-tecnologia-aziendale\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/wegg.it\/eng\/digitalizzazione-sicura-e-conforme-nella-pa\/\" >\n\t\t\t\tDigitalizzazione sicura e conforme per la PA: come scegliere l\u2019acceleratore giusto?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-32912 post type-post status-publish format-standard has-post-thumbnail hentry category-asset-management category-riduzione-non-conformita category-riduzione-spesa-it category-rinegoziazione-contratti category-risk-avoidance category-software-non-in-regola category-spend-optimization category-webinar tag-compliance tag-it-asset-management tag-java tag-licensing-java tag-oracle-java tag-software-asset-management\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/wegg.it\/eng\/conoscere-impatto-nuova-metrica-java\/\" >\n\t\t\t\tConosci l&#8217;impatto della nuova metrica per Oracle Java?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-39025 post type-post status-publish format-standard has-post-thumbnail hentry category-approfondimenti category-business-process-management category-data-driven-decision-making category-digitalizzazione-processi category-migliorare-processo-decisionale category-process-automation tag-accesso-ai-dati-semplificato tag-applicazioni-aziendali-efficienti tag-automazione-flussi-di-lavoro tag-data-hub-aziendale tag-decisioni-informate-rapide tag-digitalizzazione-processi-aziendali tag-integrazione-dati-real-time tag-low-code-sviluppo tag-mendix-data-hub tag-soluzioni-low-code-innovative\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/wegg.it\/eng\/low-code-data-hub-soluzioni\/\" >\n\t\t\t\tCome garantire che gli applicativi aziendali forniscano insight affidabili e in real-time\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-40446 post type-post status-publish format-standard has-post-thumbnail hentry category-asset-management category-gestione-budget-it category-monitoraggio-asset-it category-news tag-business-strategy tag-gestione-licenze tag-itam tag-jary-busato tag-licensing-sap tag-licenze-software tag-ottimizzazione-licenze tag-sam tag-sap tag-webinar-assi\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/wegg.it\/eng\/licensing-sap-webinar\/\" >\n\t\t\t\tWebinar con ASSI per fare chiarezza sul licensing SAP\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bc87895 elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc87895\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-7e6f41e\" data-id=\"7e6f41e\" 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-01244f8 elementor-widget elementor-widget-image\" data-id=\"01244f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-src=\"https:\/\/wegg.it\/wp-content\/uploads\/2022\/04\/02-s-pattern02.png\" title=\"02-s pattern02\" alt=\"02-s pattern02\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1655px; --smush-placeholder-aspect-ratio: 1655\/388;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb98fd6 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"cb98fd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"Livello_1\" x=\"0px\" y=\"0px\" viewBox=\"0 0 92.25 92.25\" style=\"enable-background:new 0 0 92.25 92.25;\" xml:space=\"preserve\"><polygon points=\"90.25,2.93 90.25,88.84 1.41,0 0,1.41 88.84,90.25 2.93,90.25 2.93,92.25 92.25,92.25 92.25,2.93 \"><\/polygon><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f32d69c elementor-widget elementor-widget-heading\" data-id=\"f32d69c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span data-teams=\"true\">Vorresti approfondire come comparare la spesa AI di vendor diversi?<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a20b313 elementor-widget elementor-widget-heading\" data-id=\"a20b313\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CONTATTACI PER APPROFONDIRE!<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe88395 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fe88395\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\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>\n\t\t\t\t<div class=\"elementor-element elementor-element-372754d elementor-button-align-center elementor-widget elementor-widget-form\" data-id=\"372754d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"Contattaci per una consulenza\" aria-label=\"Contattaci per una consulenza\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"43353\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"372754d\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Token, crediti, unit\u00e0 di consumo: la Babele delle metriche AI - WEGG\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"43353\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-50 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNome:\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-email elementor-col-50 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tCognome:\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-field_298f6a1 elementor-col-50 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_298f6a1\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tEmail aziendale:\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[field_298f6a1]\" id=\"form-field-field_298f6a1\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-tel elementor-field-group elementor-column elementor-field-group-field_fa5f1b6 elementor-col-50\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_fa5f1b6\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNumero di Telefono:\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<input size=\"1\" type=\"tel\" name=\"form_fields[field_fa5f1b6]\" id=\"form-field-field_fa5f1b6\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" pattern=\"[0-9()#&amp;+*-=.]+\" title=\"Sono accettati solo numeri e caratteri telefonici (#, -, *, ecc.).\">\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_c83c665 elementor-col-50\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_c83c665\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tRuolo aziendale:\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_c83c665]\" id=\"form-field-field_c83c665\" class=\"elementor-field elementor-size-sm  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-textarea elementor-field-group elementor-column elementor-field-group-message elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-message\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tSpiegaci meglio la tua situazione:\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t<textarea class=\"elementor-field-textual elementor-field  elementor-size-sm\" name=\"form_fields[message]\" id=\"form-field-message\" rows=\"4\"><\/textarea>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-acceptance elementor-field-group elementor-column elementor-field-group-field_687c4cc elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t<div class=\"elementor-field-subgroup\">\n\t\t\t<span class=\"elementor-field-option\">\n\t\t\t\t<input type=\"checkbox\" name=\"form_fields[field_687c4cc]\" id=\"form-field-field_687c4cc\" class=\"elementor-field elementor-size-sm  elementor-acceptance-field\" required=\"required\" checked=\"checked\">\n\t\t\t\t<label for=\"form-field-field_687c4cc\">Ho preso visione dell'<a href=\"https:\/\/wegg.it\/privacy-policy\">informativa privacy<\/a> di WEGG e acconsento il trattamento dei miei dati.<\/label>\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-acceptance elementor-field-group elementor-column elementor-field-group-field_ea8ed71 elementor-col-100\">\n\t\t\t\t\t\t\t<div class=\"elementor-field-subgroup\">\n\t\t\t<span class=\"elementor-field-option\">\n\t\t\t\t<input type=\"checkbox\" name=\"form_fields[field_ea8ed71]\" id=\"form-field-field_ea8ed71\" class=\"elementor-field elementor-size-sm  elementor-acceptance-field\">\n\t\t\t\t<label for=\"form-field-field_ea8ed71\">Voglio rimanere in contatto con WEGG e ricevere contenuti gratuiti.<\/label>\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text\">\n\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_d2bf274]\" id=\"form-field-field_d2bf274\" class=\"elementor-field elementor-size-sm \" style=\"display:none !important;\">\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Invia<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\t\t\t\t\t\t<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0c253fd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0c253fd\" 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-9c19f89\" data-id=\"9c19f89\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In questo articolo vediamo perch\u00e9 la spesa AI, oggi, \u00e8 quasi impossibile da confrontare tra vendor diversi e cosa si sta muovendo per risolverlo<\/p>","protected":false},"author":8837,"featured_media":43355,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[14,21],"tags":[333,725,161],"class_list":["post-43353","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-approfondimenti","category-asset-management","tag-ai","tag-flexera","tag-intelligenza-artificiale"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Token, crediti, unit\u00e0 di consumo: la Babele delle metriche AI - WEGG<\/title>\n<meta name=\"description\" content=\"Vediamo perch\u00e9 la spesa AI, oggi, \u00e8 quasi impossibile da confrontare tra vendor diversi e cosa si sta muovendo per risolverlo\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" 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