changed Language README

Author: cristinagrs

ai/ai-language/README.md

@@ -2,7 +2,7 @@
 
 OCI Language is a cloud-based AI service for performing sophisticated text analysis at scale. Use this service to build intelligent applications by leveraging REST APIs and SDKs to process unstructured text for sentiment analysis, entity recognition, translation, and more.
 
-Reviewed: 11.06.2025
+Reviewed: 22.09.2025
 
 # Table of Contents
 
@@ -12,14 +12,13 @@ Reviewed: 11.06.2025
 
 # Team Publications
 
-- [Saving the Bees using AI: One Positive Entity at a Time](https://www.linkedin.com/pulse/saving-bees-using-ai-one-positive-entity-time-ismail-syed/)
+- [LinkedIn publication: Saving the Bees using AI: One Positive Entity at a Time](https://www.linkedin.com/pulse/saving-bees-using-ai-one-positive-entity-time-ismail-syed/)
 
 
 ## LiveLabs and Workshops
 
 - [Get started with Oracle Cloud Infrastructure Language](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=887&clear=RR,180&session=5298742340912)
 - [Perform Sentiment Analysis with OCI AI Language Service and OAC](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3214&clear=RR,180&session=5298742340912)
-- [Deliver Immersive Conversational User Experiences with OCI AI Services](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3452&clear=RR,180&session=5298742340912)
 - [Develop with Oracle AI and Database Services: Gen, Vision, Speech, Language, OML, Select AI, RAG and Vector](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3874&clear=RR,180&session=10041712875174)
 
 
@@ -35,30 +34,36 @@ Reviewed: 11.06.2025
 - [Oracle AI Language on oracle.com](https://www.oracle.com/uk/artificial-intelligence/language/)
 - [Oracle AI Language documentation](https://docs.oracle.com/en-us/iaas/language/using/language.htm)
 - [Oracle AI Language v4.1: Enhanced accuracy, control and performance](https://blogs.oracle.com/ai-and-datascience/post/oci-language-v41)
-- [Oracle AI Language v4 announcement blog 2024](https://blogs.oracle.com/ai-and-datascience/post/oci-ai-language-4-0)
+- [Oracle AI Language v4 announcement blog](https://blogs.oracle.com/ai-and-datascience/post/oci-ai-language-4-0)
 - [Oracle AI Language v3 announcement blog](https://blogs.oracle.com/ai-and-datascience/post/announcing-the-general-availability-of-oci-language-30)
-- [Oracle AI Language announcement blog 2021](https://blogs.oracle.com/ai-and-datascience/post/announcing-oci-language)
+- [Oracle AI Language announcement blog](https://blogs.oracle.com/ai-and-datascience/post/announcing-oci-language)
 - [Getting Started with Oracle Cloud Infrastructure AI Language Service](https://www.youtube.com/watch?v=-t6jje8SRXU)
-- [OCI AI Language Service introduction video](https://www.youtube.com/watch?v=-t6jje8SRXU)
 
 ## Customer Stories
 
 - [Aon improves customer experience with OCI Language service](https://www.oracle.com/customers/aon-case-study/)
+- [Now Optics taps Oracle’s Artificial Intelligence for insights that improve customer experience](https://www.oracle.com/customers/now-optics-case-study/)
 
 # Reusable Assets Overview
 ## Cloud Coaching
 - [Cloud Coaching - Unlock the potential of enterprise Oracle GenAI](https://www.youtube.com/watch?v=dtvP0DU7Mdg)
     - During this cloud coaching session, we demonstrate how to leverage AI to revolutionize meeting interactions. Experience real-time transcription, summary generation, a chat interface and more that enhances collaboration and productivity. 
 - [Cloud Coaching - Oracle Integration (OIC3) and AI Language Service](https://www.youtube.com/watch?v=9gDHVjwKDR8)
-    - The aim of this video is to show practical examples when and how to use AI Language Service - Named Entity Recognition method. 
+    - The aim of this video is to show practical examples about when and how to use AI Language Service - Named Entity Recognition method. 
 ## Blogs
 - [Customer sentiment analysis with OCI AI Language](https://blogs.oracle.com/cloud-infrastructure/post/oci-ai-language-nonenglish-language-use-case)
 - [Speech-to-speech translation using Oracle AI services](https://blogs.oracle.com/ai-and-datascience/post/speech-to-speech-using-ai-services)
-- [How to call the OCI AI Language Service from the Oracle Integration Cloud](https://blogs.oracle.com/integration/post/how-to-call-the-oci-ai-language-service-from-oic)
 - [Oracle B2C Service Built-in Thread Translation](https://blogs.oracle.com/cx/post/thread-translation)
 
 ## Demos & Events
+- [AI Language demo](https://youtu.be/w8vFTKp4JME)
+    - Demo of OCI AI Language capabilities.
+- [Text Translation Using OCI Language](https://www.oracle.com/artificial-intelligence/text-translation/)
+    - Text translation demo using OCI AI Language.
+- [Translating CSV and JSON Files with OCI Language](https://www.oracle.com/artificial-intelligence/translating-csv-and-json-files-with-oci/)
+    - Use Oracle Cloud Infrastructure (OCI) Language to enable the translation of specific columns in CSV files or keys in CSV and JSON documents while preserving the original structure of the files. This use case is particularly useful for localizing data files while maintaining their format and untranslated fields.
 - [AI Meetings: Sentiment analysis & Name Entity Recognition](https://www.oracle.com/artificial-intelligence/automate-meeting-transcriptions/)
+    - This solution uses Oracle Database 23ai and Oracle Cloud Infrastructure (OCI) AI Services for asynchronous audio-to-text transcription, efficient summarization, and easy transcription searches. It analyzes sentiment (is someone frustrated or happy?), reduces administrative tasks, and provides data-driven insights.
 - [Real-Time Outlook Email Analysis with Oracle Integration & OCI AI Language](https://youtu.be/qzyzdAZjUU0?si=moC-O47m7L1nrhqx)
     - Through a Live Demo you will see how Oracle Integration Cloud work seamlessly with Oracle Cloud Streaming & API Gateway for instant Outlook Messages capture via Microsoft Graph Webhooks
 
@@ -68,18 +73,18 @@ Reviewed: 11.06.2025
 
     - Explore No-Code Integration flow into Oracle Autonomous Database & Automatic Creation of Service Tickets into Customer Service Apps, all orchestrated by Oracle Integration Cloud
 
-    - Finally, watch live Email Classification & Analysis Dashboard with Oracle Analytics Cloud
+    - Live Email Classification & Analysis Dashboard with Oracle Analytics Cloud
 - [Enabling a WhatsApp Customer HelpMate using OCI Generative AI, AI Language & Integration](https://www.youtube.com/watch?v=ryo3wVB_69E)
     - Use OCI Generative AI (in pre-availability) for "Customer Service Quick Replies" Generation for Whatsapp Neutral Messages (customer questions, queries, etc.), sentence-level sentiment analysis from OCI AI Language to uncover overall sentiment and set service ticket severity for negative Whatsapp messages, automatically classify Customer Service tickets through OCI AI Language custom text classification and aspect-based sentiment analysis (ABSA) services.
     - Learn how Oracle Integration Cloud and Oracle Cloud Infrastructure (OCI) Streaming allow real-time capture of WhatsApp messages.
     - All this automation using OCI AI Services APIs orchestrated by Oracle Integration Cloud (using no-code integration approach)
 - [Enabling an Event-Driven, Real-Time Twitter Sentiment Analysis Dashboard Demo](https://www.youtube.com/watch?v=9hvUxLSE3Vg)
+    - How can you enable a real-time and event-driven sentiment analysis dashboard on top of Twitter feeds? We show how, by using an Oracle Cloud Infrastructure (OCI) Python Twitter Stream Listener, OCI Streaming (Kafka-like service), OCI AI Language Bulk Sentiment Analysis, Oracle Integration Cloud, Oracle Autonomous Database, and Oracle Analytics Cloud. See how this can keep retention and referrals high. Take part by tweeting positively and/or negatively about a specific hashtag—and see how OCI AI Language Sentiment Analysis services work in real time.
 - [Smarter Apps with AI, OIC partner community webcast June 2023](https://videohub.oracle.com/media/Smarter+AI+Apps+with+OIC+partner+community+webcast+June+2023-1080p30/1_m2yjnvf9)
     - OCI Language and Document Understanding are cloud-based AI services for performing sophisticated text analysis and extracting data from all kinds of documents e.g. Passport, Driving License, Invoices, Receipt etc. You can use these services to build intelligent applications by leveraging REST APIs. You can use these services to build intelligent applications by leveraging REST APIs and automate using Oracle Integration Cloud. This allows you to process unstructured text for use cases such as sentiment analysis, service ticket classification, document extraction, and more using pretrained models or your own custom models leveraging OCI Data Labelling.
-- [AI Language demo](https://youtu.be/w8vFTKp4JME)
 - [AI Language - Hotel Reviews (AI Language, OAC)](https://youtu.be/pmf90oUZGH4)
-- [Text Translation Using OCI Language](https://www.oracle.com/artificial-intelligence/text-translation/)
-- [Translating CSV and JSON Files with OCI Language](https://www.oracle.com/artificial-intelligence/translating-csv-and-json-files-with-oci/)
+    - Count key words and evaluate sentiment of hotel reviews using OCI AI Language.
+
 
 # License