{"id":36896,"date":"2025-12-24T16:00:44","date_gmt":"2025-12-24T13:00:44","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/power-automatete-ai-builder-ile-yapilandirilmis-json-ciktisi-kullanimi-detayli-rehber\/"},"modified":"2025-12-24T16:00:44","modified_gmt":"2025-12-24T13:00:44","slug":"power-automatete-ai-builder-ile-yapilandirilmis-json-ciktisi-kullanimi-detayli-rehber","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/power-automatete-ai-builder-ile-yapilandirilmis-json-ciktisi-kullanimi-detayli-rehber\/","title":{"rendered":"Power Automate’te AI Builder ile Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00c7\u0131kt\u0131s\u0131 Kullan\u0131m\u0131: Detayl\u0131 Rehber"},"content":{"rendered":"

Power Automate’te AI Builder ile Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00c7\u0131kt\u0131s\u0131 Kullan\u0131m\u0131: Detayl\u0131 Rehber<\/h2>\n

G\u00fcn\u00fcm\u00fcz i\u015f d\u00fcnyas\u0131nda veri, karar alma s\u00fcre\u00e7lerinin ve otomasyonun temelini olu\u015fturur. Ancak ham ve yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle \u00e7al\u0131\u015fmak, \u00e7o\u011fu zaman zaman al\u0131c\u0131 ve hataya a\u00e7\u0131k olabilir. Microsoft Power Automate ve AI Builder, bu zorlu\u011fu a\u015fmak i\u00e7in g\u00fc\u00e7l\u00fc bir kombinasyon sunar. \u00d6zellikle AI Builder’\u0131n yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131 \u00f6zelli\u011fi, manuel veri giri\u015fini ortadan kald\u0131rarak i\u015f ak\u0131\u015flar\u0131n\u0131 otomatikle\u015ftirme ve verileri anlaml\u0131 hale getirme konusunda devrim niteli\u011finde f\u0131rsatlar sunar. Bu makalede, AI Builder ile nas\u0131l yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131 alaca\u011f\u0131n\u0131z\u0131 ve Power Automate ak\u0131\u015flar\u0131n\u0131zda bu \u00e7\u0131kt\u0131y\u0131 etkin bir \u015fekilde nas\u0131l kullanaca\u011f\u0131n\u0131z\u0131 ad\u0131m ad\u0131m inceleyece\u011fiz.<\/p>\n

AI Builder ve Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00c7\u0131kt\u0131s\u0131n\u0131n Temelleri<\/h3>\n

Dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn h\u0131zla devam etti\u011fi \u00e7a\u011f\u0131m\u0131zda, i\u015fletmelerin verileri etkin bir \u015fekilde y\u00f6netmesi ve kullanmas\u0131 kritik \u00f6nem ta\u015f\u0131maktad\u0131r. Yap\u0131land\u0131r\u0131lm\u0131\u015f veriler, bu s\u00fcre\u00e7te otomasyonun ve analizin temelini olu\u015fturur.<\/p>\n

AI Builder Nedir?<\/h4>\n

AI Builder, Microsoft Power Platform’un yapay zeka yeteneklerini kod yazmaya gerek kalmadan (low-code) i\u015f uygulamalar\u0131n\u0131za entegre etmenizi sa\u011flayan bir \u00f6zelliktir. \u00d6nceden e\u011fitilmi\u015f modelleri (\u00f6rne\u011fin, kartvizit okuma, kategori s\u0131n\u0131fland\u0131rma) kullanabilir veya kendi \u00f6zel modellerinizi (\u00f6rne\u011fin, belge i\u015fleme, nesne alg\u0131lama) olu\u015fturabilirsiniz. Bu sayede, geli\u015ftiriciler ve i\u015f analistleri, Power Apps, Power Automate ve Power Virtual Agents gibi platformlarda yapay zeka g\u00fcc\u00fcnden faydalanabilirler.<\/p>\n

Yap\u0131land\u0131r\u0131lm\u0131\u015f Veri \u00c7\u0131kt\u0131s\u0131n\u0131n \u00d6nemi<\/h4>\n

Yap\u0131land\u0131r\u0131lmam\u0131\u015f veriler (\u00f6rne\u011fin, e-postalar, belgeler, resimler) \u00e7o\u011fu zaman b\u00fcy\u00fck bir potansiyel ta\u015f\u0131r ancak bu potansiyeli ortaya \u00e7\u0131karmak zordur. Yap\u0131land\u0131r\u0131lm\u0131\u015f veri \u00e7\u0131kt\u0131s\u0131, bu ham verilerden belirli alanlar\u0131, tablolar\u0131 veya listeleri \u00f6nceden tan\u0131mlanm\u0131\u015f bir formatta ay\u0131klayarak onlar\u0131 i\u015flenebilir ve analiz edilebilir hale getirir. Bu, otomasyon ak\u0131\u015flar\u0131n\u0131n veriyi daha kolay t\u00fcketmesini ve anlamland\u0131rmas\u0131n\u0131 sa\u011flar.<\/p>\n

Neden JSON?<\/h4>\n

JSON (JavaScript Object Notation), hafif, okunabilir ve makine taraf\u0131ndan kolayca ayr\u0131\u015ft\u0131r\u0131labilir bir veri de\u011fi\u015fim format\u0131d\u0131r. Web servisleri ve API’ler aras\u0131nda veri al\u0131\u015fveri\u015fi i\u00e7in end\u00fcstri standard\u0131 haline gelmi\u015ftir. AI Builder’\u0131n yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131 sunmas\u0131, Power Automate gibi platformlar\u0131n bu veriyi do\u011frudan ve sorunsuz bir \u015fekilde i\u015flemesine olanak tan\u0131r. JSON’un hiyerar\u015fik yap\u0131s\u0131, karma\u015f\u0131k veri setlerinin bile d\u00fczenli bir \u015fekilde temsil edilmesini kolayla\u015ft\u0131r\u0131r.<\/p>\n

Geleneksel Y\u00f6ntemlere Kar\u015f\u0131 Avantajlar\u0131<\/h4>\n

Geleneksel olarak, yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerden bilgi \u00e7\u0131karmak manuel s\u00fcre\u00e7ler (insan g\u00fcc\u00fcyle veri giri\u015fi) veya karma\u015f\u0131k \u00f6zel kodlama gerektiriyordu. Bu y\u00f6ntemler yava\u015f, maliyetli ve hataya a\u00e7\u0131kt\u0131. AI Builder ile yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131 kullanmak, bu s\u00fcre\u00e7leri otomatikle\u015ftirerek verimlili\u011fi art\u0131r\u0131r, insan hatas\u0131n\u0131 azalt\u0131r ve i\u015fletmelerin daha h\u0131zl\u0131 ve do\u011fru kararlar almas\u0131na yard\u0131mc\u0131 olur. \u00d6zellikle belge i\u015fleme gibi yo\u011fun veri giri\u015fine dayal\u0131 s\u00fcre\u00e7lerde b\u00fcy\u00fck avantaj sa\u011flar.<\/p>\n

AI Builder’da \u00d6zel Bir Model Olu\u015fturma ve JSON \u00c7\u0131kt\u0131s\u0131 Yap\u0131land\u0131rma<\/h3>\n

AI Builder’\u0131n g\u00fcc\u00fc, \u00f6zel ihtiya\u00e7lar\u0131n\u0131za g\u00f6re kendi modellerinizi e\u011fitme yetene\u011finde yatar. Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131 elde etmek i\u00e7in genellikle “Belge \u0130\u015fleme” (Document Processing) modeli kullan\u0131l\u0131r.<\/p>\n

Model T\u00fcr\u00fcn\u00fc Se\u00e7me (\u00d6rn: Belge \u0130\u015fleme)<\/h4>\n

AI Builder portal\u0131na girdikten sonra, “Modeller” b\u00f6l\u00fcm\u00fcnden yeni bir model olu\u015fturma se\u00e7ene\u011fini se\u00e7melisiniz. Genellikle faturalar, s\u00f6zle\u015fmeler veya formlar gibi belgelerden yap\u0131land\u0131r\u0131lm\u0131\u015f veri \u00e7\u0131karmak i\u00e7in “Belge \u0130\u015fleme” modelini tercih ederiz. Bu model, belirli alanlar\u0131, tablolar\u0131 ve onay kutular\u0131n\u0131 otomatik olarak alg\u0131lamak ve \u00e7\u0131karmak i\u00e7in tasarlanm\u0131\u015ft\u0131r.<\/p>\n

Alanlar\u0131 Tan\u0131mlama ve Veri T\u00fcrlerini Belirleme<\/h4>\n

Modelinizi olu\u015fturmaya ba\u015flad\u0131\u011f\u0131n\u0131zda, belge t\u00fcr\u00fcn\u00fczden \u00e7\u0131karmak istedi\u011finiz alanlar\u0131 tan\u0131mlaman\u0131z gerekir. \u00d6rne\u011fin, bir faturadan “Fatura Numaras\u0131”, “M\u00fc\u015fteri Ad\u0131”, “Toplam Tutar” gibi alanlar\u0131 belirleyebilirsiniz. Her alan i\u00e7in uygun veri t\u00fcr\u00fcn\u00fc (metin, say\u0131, tarih vb.) se\u00e7mek, AI Builder’\u0131n veriyi do\u011fru formatta i\u015flemesine yard\u0131mc\u0131 olur. Ayr\u0131ca, birden fazla \u00f6\u011fe i\u00e7eren tablolar\u0131 (\u00f6rne\u011fin, fatura kalemleri) da tan\u0131mlayabilirsiniz.<\/p>\n

Yap\u0131land\u0131r\u0131lm\u0131\u015f \u00c7\u0131kt\u0131 Ayarlar\u0131n\u0131 Yap\u0131land\u0131rma<\/h4>\n

Belge i\u015fleme modelinde, tan\u0131mlad\u0131\u011f\u0131n\u0131z alanlar\u0131n ve tablolar\u0131n \u00e7\u0131kt\u0131s\u0131n\u0131 JSON format\u0131nda almay\u0131 sa\u011flamak i\u00e7in \u00f6zel bir yap\u0131land\u0131rmaya gerek yoktur; AI Builder bu verileri varsay\u0131lan olarak yap\u0131land\u0131r\u0131lm\u0131\u015f bir \u015fekilde sunar. \u00d6nemli olan, e\u011fitim s\u0131ras\u0131nda her bir alan\u0131 do\u011fru bir \u015fekilde etiketlemenizdir. Bu etiketleme, modelin belirli alanlar\u0131 belgelerden g\u00fcvenilir bir \u015fekilde tan\u0131mas\u0131n\u0131 sa\u011flar.<\/p>\n

Model E\u011fitimi ve Yay\u0131mlama<\/h4>\n

Alanlar\u0131 tan\u0131mlad\u0131ktan sonra, modelinizi e\u011fitmek i\u00e7in en az be\u015f \u00f6rnek belge y\u00fcklemeniz ve her bir belge \u00fczerinde tan\u0131mlad\u0131\u011f\u0131n\u0131z alanlar\u0131 manuel olarak etiketlemeniz gerekir. Ne kadar \u00e7ok ve \u00e7e\u015fitli \u00f6rnek belge sa\u011flarsan\u0131z, modeliniz o kadar do\u011fru ve g\u00fcvenilir olacakt\u0131r. E\u011fitim tamamland\u0131ktan sonra, modelinizi test etmeli ve do\u011frulu\u011fundan emin olduktan sonra “Yay\u0131mla” d\u00fc\u011fmesine t\u0131klayarak kullan\u0131ma a\u00e7mal\u0131s\u0131n\u0131z. Yay\u0131mlanan bir model, Power Automate ak\u0131\u015flar\u0131n\u0131zda kullan\u0131labilir hale gelir.<\/p>\n

Power Automate Ak\u0131\u015f\u0131nda AI Builder Modelini Entegre Etme<\/h3>\n

AI Builder modelinizi yay\u0131mlad\u0131ktan sonra, onu Power Automate ak\u0131\u015flar\u0131n\u0131za kolayca entegre edebilirsiniz. Bu, manuel s\u00fcre\u00e7leri otomatikle\u015ftirmek i\u00e7in kap\u0131y\u0131 aralar.<\/p>\n

Ak\u0131\u015f Tetikleyicisini Belirleme<\/h4>\n

Power Automate ak\u0131\u015f\u0131n\u0131z\u0131n ne zaman \u00e7al\u0131\u015faca\u011f\u0131n\u0131 belirleyen bir tetikleyici se\u00e7melisiniz. Bu, bir e-posta geldi\u011finde (\u00f6rne\u011fin, yeni bir fatura ekiyle), bir SharePoint klas\u00f6r\u00fcne dosya y\u00fcklendi\u011finde veya belirli bir zamanlamaya g\u00f6re olabilir. \u00d6rne\u011fin, “SharePoint’te bir dosya olu\u015fturuldu\u011funda” tetikleyicisi, belirli bir klas\u00f6re y\u00fcklenen belgeleri i\u015flemek i\u00e7in idealdir.<\/p>\n

AI Builder Eylemini Ekleme<\/h4>\n

Tetikleyiciyi ayarlad\u0131ktan sonra, ak\u0131\u015f\u0131n\u0131za “AI Builder” ba\u011flay\u0131c\u0131s\u0131ndan ilgili eylemi eklemelisiniz. Belge i\u015fleme modelleri i\u00e7in “Belgelerden bilgi ay\u0131kla” (Extract information from documents) eylemini kullanacaks\u0131n\u0131z. Bu eylem, yay\u0131mlad\u0131\u011f\u0131n\u0131z AI Builder modelini \u00e7a\u011f\u0131rarak belgelerden yap\u0131land\u0131r\u0131lm\u0131\u015f veriyi \u00e7\u0131karmas\u0131n\u0131 sa\u011flar.<\/p>\n

Model Giri\u015flerini Yap\u0131land\u0131rma<\/h4>\n

“Belgelerden bilgi ay\u0131kla” eylemini ekledikten sonra, hangi modeli kullanaca\u011f\u0131n\u0131z\u0131 ve i\u015flenecek belgeyi belirtmeniz gerekir. Model a\u00e7\u0131l\u0131r listesinden yay\u0131mlad\u0131\u011f\u0131n\u0131z \u00f6zel belge i\u015fleme modelinizi se\u00e7in. Belge i\u00e7in genellikle tetikleyiciden gelen dosya i\u00e7eri\u011fini (\u00f6rne\u011fin, SharePoint’ten gelen dosyan\u0131n i\u00e7eri\u011fi) ve dosya ad\u0131n\u0131 sa\u011flars\u0131n\u0131z. E\u011fer belgenin t\u00fcr\u00fc belirli bir formatta (PDF, JPG vb.) ise, bu bilgiyi de sa\u011flayabilirsiniz.<\/p>\n

\u00c7\u0131kt\u0131y\u0131 G\u00f6r\u00fcnt\u00fcleme ve Anlama<\/h4>\n

AI Builder eylemi ba\u015far\u0131yla \u00e7al\u0131\u015ft\u0131\u011f\u0131nda, \u00e7\u0131kt\u0131s\u0131 dinamik i\u00e7erik olarak Power Automate’te kullan\u0131labilir hale gelir. Bu \u00e7\u0131kt\u0131, AI Builder modelinizin belirledi\u011fi t\u00fcm alanlar\u0131 ve tablolar\u0131 i\u00e7eren yap\u0131land\u0131r\u0131lm\u0131\u015f bir JSON nesnesidir. \u00d6rne\u011fin, bir faturadan \u00e7\u0131kar\u0131lan “Fatura Numaras\u0131” veya “Toplam Tutar” gibi de\u011ferlere do\u011frudan eri\u015febilirsiniz. Bu \u00e7\u0131kt\u0131n\u0131n yap\u0131s\u0131n\u0131 anlamak, sonraki ad\u0131mlarda veriyi do\u011fru bir \u015fekilde ayr\u0131\u015ft\u0131rmak i\u00e7in kritik \u00f6neme sahiptir.<\/p>\n

Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00c7\u0131kt\u0131s\u0131n\u0131 Ayr\u0131\u015ft\u0131rma ve Kullanma<\/h3>\n

AI Builder’dan gelen ham JSON \u00e7\u0131kt\u0131s\u0131, do\u011frudan kullan\u0131lamaz. Power Automate’teki “JSON Ayr\u0131\u015ft\u0131rma” eylemi sayesinde bu \u00e7\u0131kt\u0131y\u0131 kolayca i\u015fleyebilir ve ak\u0131\u015f\u0131n\u0131z\u0131n di\u011fer ad\u0131mlar\u0131nda kullanabilirsiniz.<\/p>\n

“JSON Ayr\u0131\u015ft\u0131rma” Eylemini Kullanma<\/h4>\n

AI Builder eyleminden sonra, Power Automate ak\u0131\u015f\u0131n\u0131za “JSON Ayr\u0131\u015ft\u0131rma” (Parse JSON) eylemini ekleyin. Bu eylem, JSON \u00e7\u0131kt\u0131s\u0131n\u0131 daha y\u00f6netilebilir ve dinamik i\u00e7erik olarak eri\u015filebilir hale getirir. “\u0130\u00e7erik” (Content) alan\u0131na, AI Builder eyleminden gelen JSON \u00e7\u0131kt\u0131s\u0131n\u0131 (genellikle body('AI_Builder_Eylemi_Ad\u0131')['predictionOutput']<\/code> veya benzeri bir ifade) yerle\u015ftirmeniz gerekir.<\/p>\n

JSON \u015eemas\u0131n\u0131 Olu\u015fturma<\/h4>\n

JSON Ayr\u0131\u015ft\u0131rma eyleminin en \u00f6nemli ad\u0131m\u0131, do\u011fru bir JSON \u015femas\u0131 sa\u011flamakt\u0131r. \u015eema, JSON verinizin yap\u0131s\u0131n\u0131 tan\u0131mlar ve Power Automate’in hangi alanlara eri\u015febilece\u011fini anlamas\u0131n\u0131 sa\u011flar. \u015eemay\u0131 olu\u015fturman\u0131n en kolay yolu, AI Builder \u00e7\u0131kt\u0131s\u0131ndan gelen \u00f6rnek bir JSON \u00e7\u0131kt\u0131s\u0131n\u0131 kopyalay\u0131p “\u015eema Olu\u015fturmak i\u00e7in \u00d6rnek Y\u00fckle” (Generate from sample) se\u00e7ene\u011fini kullanmakt\u0131r. AI Builder’\u0131n test ekran\u0131ndan veya Power Automate’teki bir \u00f6nceki \u00e7al\u0131\u015ft\u0131rman\u0131n \u00e7\u0131kt\u0131s\u0131ndan bu \u00f6rne\u011fi alabilirsiniz. \u015eema, her alan\u0131n ad\u0131n\u0131, veri t\u00fcr\u00fcn\u00fc ve yap\u0131s\u0131n\u0131 (nesne, dizi vb.) belirtir.<\/p>\n

{\n    \"type\": \"object\",\n    \"properties\": {\n        \"fields\": {\n            \"type\": \"object\",\n            \"properties\": {\n                \"InvoiceNumber\": {\n                    \"type\": \"object\",\n                    \"properties\": {\n                        \"value\": {\n                            \"type\": \"string\"\n                        },\n                        \"confidence\": {\n                            \"type\": \"number\"\n                        }\n                    }\n                },\n                \"CustomerName\": {\n                    \"type\": \"object\",\n                    \"properties\": {\n                        \"value\": {\n                            \"type\": \"string\"\n                        },\n                        \"confidence\": {\n                            \"type\": \"number\"\n                        }\n                    }\n                },\n                \"TotalAmount\": {\n                    \"type\": \"object\",\n                    \"properties\": {\n                        \"value\": {\n                            \"type\": \"number\"\n                        },\n                        \"confidence\": {\n                            \"type\": \"number\"\n                        }\n                    }\n                }\n            }\n        },\n        \"tables\": {\n            \"type\": \"array\",\n            \"items\": {\n                \"type\": \"object\",\n                \"properties\": {\n                    \"rows\": {\n                        \"type\": \"array\",\n                        \"items\": {\n                            \"type\": \"object\",\n                            \"properties\": {\n                                \"cells\": {\n                                    \"type\": \"array\",\n                                    \"items\": {\n                                        \"type\": \"object\",\n                                        \"properties\": {\n                                            \"value\": {\n                                                \"type\": \"string\"\n                                            }\n                                        }\n                                    }\n                                }\n                            }\n                        }\n                    }\n                }\n            }\n        }\n    }\n}\n<\/pre>\n
<\/code><\/p>\n
Ayr\u0131\u015ft\u0131r\u0131lan Verilere Eri\u015fme<\/h4>\n
\u015eemay\u0131 sa\u011flad\u0131ktan sonra, \"JSON Ayr\u0131\u015ft\u0131rma\" eyleminin \u00e7\u0131kt\u0131s\u0131, Power Automate'teki dinamik i\u00e7erik listesinde belirgin bir \u015fekilde g\u00f6r\u00fcn\u00fcr. Art\u0131k \"Fatura Numaras\u0131\", \"M\u00fc\u015fteri Ad\u0131\" veya \"Toplam Tutar\" gibi alanlara do\u011frudan eri\u015febilir ve bunlar\u0131 ak\u0131\u015f\u0131n\u0131z\u0131n sonraki ad\u0131mlar\u0131nda kullanabilirsiniz. \u00d6rne\u011fin, bu verileri bir SharePoint listesine, bir Excel tablosuna veya bir veritaban\u0131na kaydedebilirsiniz.<\/p>\n
Verileri Di\u011fer Eylemlerde Kullanma<\/h4>\n
Ayr\u0131\u015ft\u0131r\u0131lan veriler, Power Automate'in sundu\u011fu y\u00fczlerce ba\u011flay\u0131c\u0131 ve eylemle birlikte kullan\u0131labilir. \u00d6rne\u011fin:<\/p>\n
    \n
  • Fatura verilerini bir SharePoint listesine ekleme.<\/li>\n
  • M\u00fc\u015fteri bilgilerini bir CRM sistemine (\u00f6rne\u011fin, Dynamics 365) kaydetme.<\/li>\n
  • Toplam tutar\u0131 bir onay e-postas\u0131na dahil etme.<\/li>\n
  • Tablo verilerini bir Excel dosyas\u0131na yazma (Apply to each d\u00f6ng\u00fcs\u00fc i\u00e7inde).<\/li>\n<\/ul>\n
    Bu entegrasyonlar, i\u015f s\u00fcre\u00e7lerinizin b\u00fcy\u00fck \u00f6l\u00e7\u00fcde otomatikle\u015fmesini ve manuel veri giri\u015finden kaynaklanan hatalar\u0131n ortadan kalkmas\u0131n\u0131 sa\u011flar.<\/p>\n
    Geli\u015fmi\u015f Senaryolar ve Hata Y\u00f6netimi<\/h3>\n
    Ger\u00e7ek d\u00fcnya senaryolar\u0131 her zaman m\u00fckemmel de\u011fildir. AI Builder ve Power Automate ile \u00e7al\u0131\u015f\u0131rken, geli\u015fmi\u015f senaryolar\u0131 ve hata y\u00f6netimini ele almak, ak\u0131\u015flar\u0131n\u0131z\u0131n sa\u011flaml\u0131\u011f\u0131n\u0131 art\u0131r\u0131r.<\/p>\n
    Ko\u015fullu Mant\u0131k Uygulama<\/h4>\n
    AI Builder'dan gelen veriler, modelin g\u00fcvenilirlik puanlar\u0131 (confidence score) ile birlikte gelir. Bu puanlar\u0131 kullanarak ko\u015fullu mant\u0131k uygulayabilirsiniz. \u00d6rne\u011fin, bir alan\u0131n g\u00fcvenilirlik puan\u0131 belirli bir e\u015fi\u011fin alt\u0131ndaysa (\u00f6rne\u011fin, %80), bu veriyi manuel inceleme i\u00e7in bir onay s\u00fcrecine g\u00f6nderebilir veya bir uyar\u0131 e-postas\u0131 tetikleyebilirsiniz. Bu, hatal\u0131 verilerin sisteminize girmesini engellemeye yard\u0131mc\u0131 olur.<\/p>\n
    D\u00f6ng\u00fclerle \u00c7al\u0131\u015fma (Apply to each)<\/h4>\n
    E\u011fer AI Builder modeliniz bir belgeden tablo verileri (\u00f6rne\u011fin, fatura kalemleri) \u00e7\u0131kar\u0131yorsa, bu verileri i\u015flemek i\u00e7in \"Apply to each\" (Her biri i\u00e7in uygula) d\u00f6ng\u00fcs\u00fcn\u00fc kullanman\u0131z gerekir. JSON Ayr\u0131\u015ft\u0131rma eyleminden gelen tablo \u00e7\u0131kt\u0131s\u0131 bir dizi (array) oldu\u011fundan, bu d\u00f6ng\u00fc her bir sat\u0131r\u0131 veya \u00f6\u011feyi ayr\u0131 ayr\u0131 i\u015flemenizi sa\u011flar. \u00d6rne\u011fin, her bir fatura kalemini ayr\u0131 bir SharePoint listesi \u00f6\u011fesi olarak kaydedebilirsiniz.<\/p>\n
    Hata Yakalama ve Yeniden Deneme Mekanizmalar\u0131<\/h4>\n
    AI Builder eylemi veya JSON Ayr\u0131\u015ft\u0131rma eylemi ba\u015far\u0131s\u0131z olabilir (\u00f6rne\u011fin, belge bozuksa veya \u015fema uyu\u015fmazl\u0131\u011f\u0131 varsa). Ak\u0131\u015flar\u0131n\u0131z\u0131n k\u0131r\u0131lmas\u0131n\u0131 \u00f6nlemek i\u00e7in hata yakalama mekanizmalar\u0131 eklemek \u00f6nemlidir. Power Automate'te \"Deneme\/Yakala\" (Try\/Catch) benzeri bir yap\u0131 olu\u015fturmak i\u00e7in \"Yap\u0131land\u0131r\" (Configure run after) ayarlar\u0131n\u0131 kullanabilirsiniz. Bir eylem ba\u015far\u0131s\u0131z olursa, alternatif bir yol izleyebilir (\u00f6rne\u011fin, y\u00f6neticilere bildirim g\u00f6nderme, belgeyi bir hata klas\u00f6r\u00fcne ta\u015f\u0131ma) veya belirli bir gecikmeyle yeniden deneme (retry) politikalar\u0131 uygulayabilirsiniz.<\/p>\n
    Bo\u015f veya Eksik Veri Durumlar\u0131<\/h4>\n
    AI Builder bazen belirli alanlar\u0131 bir belgeden \u00e7\u0131karamayabilir. Bu durumda, ilgili alan bo\u015f (null) veya eksik olabilir. Ak\u0131\u015f\u0131n\u0131z\u0131n bu durumlar\u0131 ele almas\u0131 gerekir. \u00d6rne\u011fin, bir alana eri\u015fmeden \u00f6nce empty()<\/code> veya coalesce()<\/code> gibi ifadeler kullanarak bo\u015f de\u011ferleri kontrol edebilir ve varsay\u0131lan de\u011ferler atayabilirsiniz. Bu, ak\u0131\u015f\u0131n\u0131z\u0131n beklenmedik hatalarla kar\u015f\u0131la\u015fmas\u0131n\u0131 engeller.<\/p>\n
    En \u0130yi Uygulamalar ve \u0130pu\u00e7lar\u0131<\/h3>\n
    AI Builder ve Power Automate ile \u00e7al\u0131\u015f\u0131rken verimlili\u011fi ve g\u00fcvenilirli\u011fi art\u0131rmak i\u00e7in baz\u0131 en iyi uygulamalar\u0131 takip etmek \u00f6nemlidir.<\/p>\n
    Model E\u011fitimi i\u00e7in Kaliteli Veri Kullan\u0131m\u0131<\/h4>\n
    AI Builder modelinizin do\u011frulu\u011fu, onu e\u011fitmek i\u00e7in kulland\u0131\u011f\u0131n\u0131z verinin kalitesiyle do\u011frudan orant\u0131l\u0131d\u0131r. \u00c7e\u015fitli, temsili ve temiz \u00f6rnek belgeler kullan\u0131n. Farkl\u0131 d\u00fczenlere, yaz\u0131 tiplerine ve kalitelere sahip belgeler eklemek, modelin genelleme yetene\u011fini art\u0131r\u0131r. Minimum be\u015f belge yerine, m\u00fcmk\u00fcnse daha fazla belgeyle (\u00f6rne\u011fin, 10-20) e\u011fitim yap\u0131n.<\/p>\n
    \u015eema Tasar\u0131m\u0131nda Dikkat Edilmesi Gerekenler<\/h4>\n
    JSON \u015feman\u0131z\u0131n do\u011fru ve eksiksiz olmas\u0131, Power Automate'in veriyi do\u011fru bir \u015fekilde ayr\u0131\u015ft\u0131rmas\u0131 i\u00e7in hayati \u00f6neme sahiptir. \u015eemay\u0131 \u00f6rnek \u00e7\u0131kt\u0131dan otomatik olarak olu\u015fturmak iyi bir ba\u015flang\u0131\u00e7t\u0131r, ancak bazen manuel d\u00fczeltmeler gerekebilir. \u00d6zellikle iste\u011fe ba\u011fl\u0131 (optional) alanlar veya dinamik i\u00e7erikler i\u00e7in \u015femay\u0131 dikkatlice g\u00f6zden ge\u00e7irin. \u015eemay\u0131 k\u00fc\u00e7\u00fck ve y\u00f6netilebilir tutmaya \u00e7al\u0131\u015f\u0131n.<\/p>\n
    G\u00fcvenlik ve Performans \u0130pu\u00e7lar\u0131<\/h4>\n
      \n
    • Veri G\u00fcvenli\u011fi:<\/strong> Hassas verileri i\u015flerken, Power Automate ve AI Builder'\u0131n g\u00fcvenlik ve uyumluluk standartlar\u0131na uydu\u011fundan emin olun. Verilerin nerede sakland\u0131\u011f\u0131n\u0131 ve kimlerin eri\u015febilece\u011fini kontrol edin.<\/li>\n
    • Performans:<\/strong> B\u00fcy\u00fck belgeler veya y\u00fcksek hacimli i\u015flemler i\u00e7in Power Automate ak\u0131\u015f\u0131n\u0131z\u0131n performans\u0131n\u0131 optimize edin. Gereksiz eylemlerden ka\u00e7\u0131n\u0131n ve paralel dallanma gibi \u00f6zellikleri de\u011ferlendirin. AI Builder eylemi biraz zaman alabilir, bu nedenle zaman a\u015f\u0131m\u0131 (timeout) ayarlar\u0131n\u0131 g\u00f6z \u00f6n\u00fcnde bulundurun.<\/li>\n
    • Lisanslama:<\/strong> AI Builder ve Power Automate kullan\u0131m\u0131n\u0131n lisanslama maliyetlerini anlay\u0131n. \u00d6zellikle y\u00fcksek hacimli belge i\u015fleme durumlar\u0131nda bu \u00f6nemlidir.<\/li>\n<\/ul>\n
      S\u00fcr\u00fcm Kontrol\u00fc ve \u0130zleme<\/h4>\n
      AI Builder modellerinizi g\u00fcncelledi\u011finizde veya Power Automate ak\u0131\u015flar\u0131n\u0131zda de\u011fi\u015fiklik yapt\u0131\u011f\u0131n\u0131zda s\u00fcr\u00fcm kontrol\u00fc yap\u0131n. Ak\u0131\u015flar\u0131n\u0131z\u0131 d\u00fczenli olarak izleyin ve olas\u0131 hatalar\u0131 veya performans sorunlar\u0131n\u0131 tespit etmek i\u00e7in Power Automate'in analiz ara\u00e7lar\u0131n\u0131 kullan\u0131n. Ba\u015far\u0131s\u0131z olan ak\u0131\u015f \u00e7al\u0131\u015ft\u0131rmalar\u0131n\u0131 inceleyerek sorunlar\u0131 gidermeyi \u00f6\u011frenin.<\/p>\n
      Ger\u00e7ek D\u00fcnya Uygulamalar\u0131 ve Gelecek Perspektifi<\/h3>\n
      AI Builder'\u0131n yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131 yetene\u011fi, bir\u00e7ok i\u015f s\u00fcrecini d\u00f6n\u00fc\u015ft\u00fcrme potansiyeline sahiptir.<\/p>\n
      Fatura \u0130\u015fleme Otomasyonu<\/h4>\n
      En yayg\u0131n kullan\u0131m senaryolar\u0131ndan biri, fatura i\u015fleme otomasyonudur. Gelen faturalardan (PDF, resim) fatura numaras\u0131, tedarik\u00e7i ad\u0131, toplam tutar ve kalem detaylar\u0131 gibi bilgileri otomatik olarak \u00e7\u0131kar\u0131p bir ERP sistemine, finans yaz\u0131l\u0131m\u0131na veya SharePoint listesine kaydetmek, muhasebe departmanlar\u0131n\u0131n i\u015f y\u00fck\u00fcn\u00fc \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r.<\/p>\n
      S\u00f6zle\u015fme Veri \u00c7\u0131karma<\/h4>\n
      Hukuk departmanlar\u0131 veya insan kaynaklar\u0131 birimleri, s\u00f6zle\u015fmelerden (\u00f6rne\u011fin, kira s\u00f6zle\u015fmeleri, i\u015f s\u00f6zle\u015fmeleri) belirli maddeleri, tarihleri, taraflar\u0131 veya \u00f6nemli ko\u015fullar\u0131 \u00e7\u0131karmak i\u00e7in AI Builder'\u0131 kullanabilir. Bu, s\u00f6zle\u015fme y\u00f6netimini ve uyumluluk denetimlerini kolayla\u015ft\u0131r\u0131r.<\/p>\n
      M\u00fc\u015fteri Geri Bildirimlerini Analiz Etme<\/h4>\n
      M\u00fc\u015fteri geri bildirim formlar\u0131ndan veya anketlerden belirli alanlar\u0131 (\u00f6rne\u011fin, m\u00fc\u015fteri ad\u0131, \u00fcr\u00fcn puan\u0131, yorumlar) \u00e7\u0131kararak bu verileri analiz i\u00e7in bir veritaban\u0131na aktarabilirsiniz. Bu, m\u00fc\u015fteri memnuniyetini \u00f6l\u00e7mek ve \u00fcr\u00fcn\/hizmet iyile\u015ftirmeleri i\u00e7in de\u011ferli i\u00e7g\u00f6r\u00fcler elde etmek i\u00e7in kullan\u0131labilir.<\/p>\n
      AI Builder'\u0131n Gelece\u011fi ve Yeni \u00d6zellikler<\/h4>\n
      Microsoft, AI Builder'\u0131 s\u00fcrekli olarak geli\u015ftirmekte ve yeni modeller ile \u00f6zellikler eklemektedir. Gelecekte daha geli\u015fmi\u015f belge anlama, do\u011fal dil i\u015fleme yetenekleri ve daha entegre yapay zeka deneyimleri bekleyebiliriz. Bu geli\u015fmeler, i\u015f s\u00fcre\u00e7lerini daha da ak\u0131ll\u0131 ve otomatik hale getirme potansiyelini art\u0131racakt\u0131r.<\/p>\n
      Sonu\u00e7<\/h3>\n
      AI Builder ve Power Automate'in yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131 yetene\u011fi, i\u015fletmelerin yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerden de\u011fer yaratma bi\u00e7imini temelden de\u011fi\u015ftirmektedir. Manuel veri giri\u015fini ve hataya a\u00e7\u0131k s\u00fcre\u00e7leri ortadan kald\u0131rarak, verimlili\u011fi art\u0131r\u0131r, maliyetleri d\u00fc\u015f\u00fcr\u00fcr ve \u00e7al\u0131\u015fanlar\u0131n daha stratejik g\u00f6revlere odaklanmas\u0131n\u0131 sa\u011flar. Bu rehberde ele al\u0131nan ad\u0131mlar\u0131 ve en iyi uygulamalar\u0131 takip ederek, siz de kendi otomasyon ak\u0131\u015flar\u0131n\u0131z\u0131 olu\u015fturabilir ve i\u015f s\u00fcre\u00e7lerinizi yapay zeka ile g\u00fc\u00e7lendirebilirsiniz. Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131, Power Platform ekosisteminde veri odakl\u0131 otomasyonun kilidini a\u00e7an anahtard\u0131r.<\/p>\n
      SSS (S\u0131k Sorulan Sorular)<\/h3>\n
      AI Builder JSON \u00e7\u0131kt\u0131s\u0131 neden bu kadar \u00f6nemli?<\/h4>\n
      AI Builder'\u0131n JSON \u00e7\u0131kt\u0131s\u0131, yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri (belgeler, resimler vb.) kolayca i\u015flenebilir, makine dostu bir formata d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu, Power Automate gibi ara\u00e7lar\u0131n bu veriyi otomatik olarak ayr\u0131\u015ft\u0131rmas\u0131n\u0131, kullanmas\u0131n\u0131 ve di\u011fer sistemlere entegre etmesini sa\u011flayarak manuel veri giri\u015fini ve insan hatas\u0131n\u0131 ortadan kald\u0131r\u0131r.<\/p>\n
      JSON \u015femas\u0131 nas\u0131l olu\u015fturulur?<\/h4>\n
      Power Automate'teki \"JSON Ayr\u0131\u015ft\u0131rma\" eylemi i\u00e7inde, AI Builder eyleminden gelen \u00f6rnek bir JSON \u00e7\u0131kt\u0131s\u0131n\u0131 kullanarak \"\u015eema Olu\u015fturmak i\u00e7in \u00d6rnek Y\u00fckle\" se\u00e7ene\u011fini kullanabilirsiniz. Bu, \u015femay\u0131 otomatik olarak olu\u015fturman\u0131n en kolay yoludur.<\/p>\n
      AI Builder'dan gelen hatalarla Power Automate'te nas\u0131l ba\u015fa \u00e7\u0131k\u0131l\u0131r?<\/h4>\n
      Ak\u0131\u015f\u0131n\u0131zda \"Yap\u0131land\u0131r\" (Configure run after) ayarlar\u0131n\u0131 kullanarak hata yakalama mant\u0131\u011f\u0131 uygulayabilirsiniz. \u00d6rne\u011fin, bir AI Builder eylemi ba\u015far\u0131s\u0131z olursa, bir y\u00f6neticiye bildirim g\u00f6nderebilir veya belgeyi manuel inceleme i\u00e7in farkl\u0131 bir klas\u00f6re ta\u015f\u0131yabilirsiniz. Ayr\u0131ca, g\u00fcvenilirlik puanlar\u0131n\u0131 kontrol ederek d\u00fc\u015f\u00fck puanl\u0131 verileri i\u015faretleyebilirsiniz.<\/p>\n
      Hangi AI Builder modelleri yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00e7\u0131kt\u0131s\u0131n\u0131 destekler?<\/h4>\n
      \u00d6zellikle \"Belge \u0130\u015fleme\" (Document Processing) modeli, faturalar, s\u00f6zle\u015fmeler ve \u00f6zel formlar gibi belgelerden yap\u0131land\u0131r\u0131lm\u0131\u015f alanlar\u0131 ve tablolar\u0131 JSON format\u0131nda \u00e7\u0131karmak i\u00e7in tasarlanm\u0131\u015ft\u0131r. Di\u011fer modellerin (\u00f6rne\u011fin, Nesne Alg\u0131lama) \u00e7\u0131kt\u0131lar\u0131 da yap\u0131land\u0131r\u0131lm\u0131\u015f olabilir, ancak \"Belge \u0130\u015fleme\" bu konuda en kapsaml\u0131 yetene\u011fi sunar.<\/p>\n
      Power Automate'te AI Builder JSON \u00e7\u0131kt\u0131s\u0131n\u0131 kullanman\u0131n maliyeti nedir?<\/h4>\n
      AI Builder ve Power Automate kullan\u0131m\u0131, Microsoft Power Platform lisanslama modeline tabidir. AI Builder, genellikle Power Apps veya Power Automate lisanslar\u0131na ek olarak AI Builder kredileri \u015feklinde lisanslan\u0131r. Kullan\u0131m hacminize (i\u015flenen belge say\u0131s\u0131 gibi) ba\u011fl\u0131 olarak maliyetler de\u011fi\u015febilir. En g\u00fcncel lisanslama bilgileri i\u00e7in Microsoft'un resmi web sitesini kontrol etmeniz \u00f6nerilir.<\/p>\n","protected":false},"excerpt":{"rendered":"G\u00fcn\u00fcm\u00fcz i\u015f d\u00fcnyas\u0131nda veri, karar alma s\u00fcre\u00e7lerinin ve otomasyonun temelini olu\u015fturur. Ancak ham ve yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerle \u00e7al\u0131\u015fmak, \u00e7…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1342],"tags":[],"class_list":{"0":"post-36896","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-ai","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nPower Automate'te AI Builder ile Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00c7\u0131kt\u0131s\u0131 Kullan\u0131m\u0131: Detayl\u0131 Rehber - Kodlar\u0131n Gizemli D\u00fcnyas\u0131<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/power-automatete-ai-builder-ile-yapilandirilmis-json-ciktisi-kullanimi-detayli-rehber\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Power Automate'te AI Builder ile Yap\u0131land\u0131r\u0131lm\u0131\u015f JSON \u00c7\u0131kt\u0131s\u0131 Kullan\u0131m\u0131: Detayl\u0131 Rehber\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fcz i\u015f d\u00fcnyas\u0131nda veri, karar alma s\u00fcre\u00e7lerinin ve otomasyonun temelini olu\u015fturur. 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