--- title: Understanding Named Entity Recognition (NER) Pre-Trained Models description: Explore the top real-world applications of Named Entity Recognition (NER) and dive into a clear comparison of SpaCy’s pre-trained model vs Stanford’s NER architecture. image: https://blog.vsoftconsulting.com/hubfs/Understanding%20Named%20Entity%20Recognition%20Pre-trained%20Models.jpg --- [![V-Soft Consulting Logo](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/VSoft-Logo.png?width=354&height=120&name=VSoft-Logo.png)](https://www.vsoftconsulting.com) - What We Do ENTERPRISE INTELLIGENCE - [AI & Process Intelligence](https://www.vsoftconsulting.com/expertise/ai-process-intelligence/) - [Forward Deployed Engineering](https://www.vsoftconsulting.com/expertise/forward-deployed-engineering/) - [Data & Analytics](https://www.vsoftconsulting.com/expertise/data-analytics/) - [Enterprise Integrations](https://www.vsoftconsulting.com/expertise/enterprise-integrations/) OPERATIONAL ORCHESTRATION - [ServiceNow Ecosystem](https://www.vsoftconsulting.com/expertise/servicenow/) - [Salesforce Solutions](https://www.vsoftconsulting.com/expertise/salesforce/) - [App Engineering](https://www.vsoftconsulting.com/expertise/application-engineering/) RESILIENT INFRASTRUCTURE - [Enterprise Connectivity](https://www.vsoftconsulting.com/expertise/enterprise-connectivity/) - [Electronic Security & AV](https://www.vsoftconsulting.com/expertise/electronic-security-av/) - [Managed IT Systems](https://www.vsoftconsulting.com/expertise/managed-it-systems/) TALENT & CAPACITY - [Managed Talent Pods](https://www.vsoftconsulting.com/expertise/managed-talent-pods/) - [Specialized Tech Staffing](https://www.vsoftconsulting.com/expertise/specialized-tech-staffing/) - [Workforce Advisory](https://www.vsoftconsulting.com/expertise/workforce-advisory/) INDUSTRIES - [Healthcare](https://www.vsoftconsulting.com/industries/healthcare/) - [BFSI](https://www.vsoftconsulting.com/industries/bfsi/) - [Retail & E-commerce](https://www.vsoftconsulting.com/industries/retail-ecommerce/) - [Manufacturing](https://www.vsoftconsulting.com/industries/manufacturing/) - [Education](https://www.vsoftconsulting.com/industries/education/) - [Government/Non-Profit](https://www.vsoftconsulting.com/industries/government-non-profit/) - [Media & Communications](https://www.vsoftconsulting.com/industries/media-communications/) - [Technology & Services](https://www.vsoftconsulting.com/industries/technology-services/) - [Real Estate](https://www.vsoftconsulting.com/industries/real-estate/) - [Automotive](https://www.vsoftconsulting.com/industries/automotive/) - [Energy & Utilities](https://www.vsoftconsulting.com/industries/energy-utilities/) - [Logistics & Supply Chain](https://www.vsoftconsulting.com/industries/logistics-supply-chain/) Accelerate AI-Led Modernization to Cut Cycle Time and Unlock ROI at Scale. [![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) ![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) Start Modernization](https://www.vsoftconsulting.com/servicenow-partner-request/) - Who We Are Company - [About](https://www.vsoftconsulting.com/about/) - [Diversity](https://www.vsoftconsulting.com/diversity/) - [News](https://www.vsoftconsulting.com/v-soft-consulting-acquires-logisolve/) - [Partnerships](https://www.vsoftconsulting.com/partnerships/) - President’s corner - [Locations](https://www.vsoftconsulting.com/locations/) - [Careers](https://www.vsoftconsulting.com/careers/) - [Contact Us](https://www.vsoftconsulting.com/contact/) Locations - [Louisville, KY](https://www.vsoftconsulting.com/louisville/) - [Denver, Co](https://www.vsoftconsulting.com/denver/) - [Chicago, IL](https://www.vsoftconsulting.com/chicago/) - [Madison, WI](https://www.vsoftconsulting.com/madison/) - [Atlanta, GA](https://www.vsoftconsulting.com/atlanta/) - [Cincinnati, OH](https://www.vsoftconsulting.com/cincinnati/) - [Raritan, NJ](https://www.vsoftconsulting.com/raritan/) - [Toronto, CA](https://www.vsoftconsulting.com/toronto/) - [Hyderabad, IN](https://www.vsoftconsulting.com/hyderabad/) - [Noida, IN](https://www.vsoftconsulting.com/noida/) “Our ‘People First’ Philosophy isn’t just a value: it’s our heritage. By fostering a global workforce that reflects the communities we serve, we drive the diverse thinking necessary to solve the world’s most complex business challenges.” \- Purna Veer, CEO Enterprise Transformation Fails Without Execution Discipline. [![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) ![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) Engage Experts](https://www.vsoftconsulting.com/contact/) - Technologies Technologies - [Salesforce](https://www.vsoftconsulting.com/expertise/salesforce/) - [ServiceNow](https://www.vsoftconsulting.com/expertise/servicenow/) - [Databricks](https://www.vsoftconsulting.com/technologies/databricks/) - [Snowflake](https://www.vsoftconsulting.com/technologies/snowflake/) - [Mulesoft](https://www.vsoftconsulting.com/technologies/mulesoft/) - [UiPath](https://www.vsoftconsulting.com/technologies/uipath/) - [Blue Prism](https://www.vsoftconsulting.com/technologies/blueprism/) TOP RESOURCES ![](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/resources-1.jpg?width=60&height=42&name=resources-1.jpg) ServiceNow Cost Savings Guide ![](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/resources-2.jpg?width=60&height=41&name=resources-2.jpg) Salesforce Data Adaptability eGuide ![](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/resources-3.jpg?width=60&height=48&name=resources-3.jpg) [Six Strategies for the Evolving SPM Landscape](https://info.vsoftconsulting.com/strategic-portfolio-management-a-keystone-for-a-resilient-company) QUICK LINKS - [Talk to an Architect](https://www.vsoftconsulting.com/contact/) - Case Study Library - [Blogs](https://blog.vsoftconsulting.com/blog) - [About V-Soft](https://www.vsoftconsulting.com/about/) Maximize Platform ROI Across ServiceNow, Salesforce, AI, and Cloud Ecosystems. [![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) ![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) Unlock Value](https://www.vsoftconsulting.com/contact/) - More Resources - [Blogs](https://blog.vsoftconsulting.com/blog) - [Press Releases](https://www.vsoftconsulting.com/v-soft-founder-president-purna-veer-selected-into-the-kentucky-entrepreneur-hall-of-fame-class-of-2026/) - [Knowledgebase](https://www.vsoftconsulting.com/knowledgebase/) - [Careers](https://www.vsoftconsulting.com/careers/) - [Case Studies](https://www.vsoftconsulting.com/case-study/) - [News / Press Releases](https://www.vsoftconsulting.com/news/) Upcoming Events ![](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/resources-1.jpg?width=60&height=42&name=resources-1.jpg) [ServiceNow Knowledge Conference 2026](https://www.vsoftconsulting.com/contact/) ![](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/resources-2.jpg?width=60&height=41&name=resources-2.jpg) Join us for the V-Soft Cares Annual Charity Golf Scramble QUICK LINKS --- - [Servicenow ITSM](https://www.vsoftconsulting.com/expertise/servicenow/itsm/) - [Machine Learning](https://www.vsoftconsulting.com/expertise/machine-learning/) - [Permanent Direct Staffing](https://www.vsoftconsulting.com/expertise/staffing/permanent-direct-hiring/) - [Data Transformation](https://www.vsoftconsulting.com/expertise/data-transformation/) Advance Your Career in Complex Enterprise Environments. [![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) ![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) View Roles](https://www.vsoftconsulting.com/career-portal/) Reduce Risk and Downtime with Infrastructure Built for Enterprise Resilience. [![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) ![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/arrowup-right_black.png) Modernize Infrastructure](https://www.vsoftconsulting.com/contact/) ✕ - What We Do ###### ENTERPRISE INTELLIGENCE - [AI & Process Intelligence](https://www.vsoftconsulting.com/expertise/ai-process-intelligence/) - [Forward Deployed Engineering](https://www.vsoftconsulting.com/expertise/forward-deployed-engineering/) - [Data & Analytics](https://www.vsoftconsulting.com/expertise/data-analytics/) - [Enterprise Integrations](https://www.vsoftconsulting.com/expertise/enterprise-integrations/) ###### OPERATIONAL ORCHESTRATION - [ServiceNow Ecosystem](https://www.vsoftconsulting.com/expertise/servicenow/) - [Salesforce Solutions](https://www.vsoftconsulting.com/expertise/salesforce/) - [App Engineering](https://www.vsoftconsulting.com/expertise/application-engineering/) ###### RESILIENT INFRASTRUCTURE - [Enterprise Connectivity](https://www.vsoftconsulting.com/expertise/enterprise-connectivity/) - [Electronic Security & AV](https://www.vsoftconsulting.com/expertise/electronic-security-av/) - [Managed IT Systems](https://www.vsoftconsulting.com/expertise/managed-it-systems/) ###### TALENT & CAPACITY - [Managed Talent Pods](https://www.vsoftconsulting.com/expertise/managed-talent-pods/) - [Specialized Tech Staffing](https://www.vsoftconsulting.com/expertise/specialized-tech-staffing/) - [Workforce Advisory](https://www.vsoftconsulting.com/expertise/workforce-advisory/) - Who We Are ###### Company - [About](https://www.vsoftconsulting.com/about/) - [Diversity](https://www.vsoftconsulting.com/diversity/) - [News](https://www.vsoftconsulting.com/v-soft-consulting-acquires-logisolve/) - [Partnerships](https://www.vsoftconsulting.com/partnerships/) - President’s corner - [Locations](https://www.vsoftconsulting.com/locations/) - [Careers](https://www.vsoftconsulting.com/careers/) - [Contact Us](https://www.vsoftconsulting.com/contact/) ###### Locations - [Louisville, KY](https://www.vsoftconsulting.com/louisville/) - [Denver, Co](https://www.vsoftconsulting.com/denver/) - [Chicago, IL](https://www.vsoftconsulting.com/chicago/) - [Madison, WI](https://www.vsoftconsulting.com/madison/) - [Atlanta, GA](https://www.vsoftconsulting.com/atlanta/) - [Cincinnati, OH](https://www.vsoftconsulting.com/cincinnati/) - [Raritan, NJ](https://www.vsoftconsulting.com/raritan/) - [Toronto, CA](https://www.vsoftconsulting.com/toronto/) - [Hyderabad, IN](https://www.vsoftconsulting.com/hyderabad/) - [Noida, IN](https://www.vsoftconsulting.com/noida/) - Technologies ###### Technologies - [Salesforce](https://www.vsoftconsulting.com/expertise/salesforce/) - [ServiceNow](https://www.vsoftconsulting.com/expertise/servicenow/) - [Databricks](https://www.vsoftconsulting.com/technologies/databricks/) - [Snowflake](https://www.vsoftconsulting.com/technologies/snowflake/) - [Mulesoft](https://www.vsoftconsulting.com/technologies/mulesoft/) - [UiPath](https://www.vsoftconsulting.com/technologies/uipath/) - [Blue Prism](https://www.vsoftconsulting.com/technologies/blueprism/) - More ###### Resources - [Blogs](https://blog.vsoftconsulting.com/blog) - [Press Releases](https://www.vsoftconsulting.com/v-soft-consulting-acquires-logisolve/) - [Knowledgebase](https://www.vsoftconsulting.com/knowledgebase/) [Talk to a Human](https://www.vsoftconsulting.com/contact/) ⌕ Search [Talk to a Human](https://www.vsoftconsulting.com/contact/) ![](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/details-banner1200X600.png) [←   Explore all Blogs](https://blog.vsoftconsulting.com/blog) BLOG # Understanding Named Entity Recognition (NER) Pre-Trained Models September 16, 2019 *Charan Sai Dasagrandhi* Share it on [![LinkedIn](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/L-in.png?width=20&height=20&name=L-in.png)](https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fblog.vsoftconsulting.com%2Fblog%2Funderstanding-named-entity-recognition-pre-trained-models) [![Facebook](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/Group%20184.svg)](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fblog.vsoftconsulting.com%2Fblog%2Funderstanding-named-entity-recognition-pre-trained-models) [![Twitter](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/Group%20185.svg)](https://twitter.com/intent/tweet?url=https%3A%2F%2Fblog.vsoftconsulting.com%2Fblog%2Funderstanding-named-entity-recognition-pre-trained-models&text=%3Cspan+id%3D%22hs_cos_wrapper_name%22+class%3D%22hs_cos_wrapper+hs_cos_wrapper_meta_field+hs_cos_wrapper_type_text%22+style%3D%22%22+data-hs-cos-general-type%3D%22meta_field%22+data-hs-cos-type%3D%22text%22+%3EUnderstanding+Named+Entity+Recognition+%28NER%29+Pre-Trained+Models%3C%2Fspan%3E) Named Entity Recognition (NER) is an application of Natural Language Processing (NLP) that processes and understands large amounts of unstructured human language. Also known as entity identification, entity chunking and entity extraction. NER extraction is the first step in answering questions, retrieving information and topic modeling. **There are many models for implementing NER depending on the application need. Here we compare Spacy pre-trained and Stanford NER models.** ## Applications and Use Cases of NER NER has various applications in multiple industries such as news and media, search engines,  and content recommendations. **Use Cases of Named Entity Recognition:** - Information Extraction Systems - Question-Answer Systems - Machine Translation Systems - Automatic Summarizing Systems - Semantic Annotation ## Approaches for NER[![Comparing Knoweldge-based approach to Machine Learning approach of Names Entity Recognition ](https://blog.vsoftconsulting.com/hubfs/image-39.png)](https://slideplayer.com/slide/3238511/)Workflow for NER An NER System is capable of discovering entity elements from raw data and determines the category the element belongs to. The system reads the sentence and highlights the important entity elements in the text. NER might be given separate sensitive entities depending on the project. This means that NER systems designed for one project may not be reused for another task. For a general entity such as name, location, organization, date and pre-trained library, Stanford NER and Spacy can be used. But for a domain specific entity, an NER model can be trained with custom training data requires lots of human efforts and time. There are a few other approaches such as, Feedforward Neural Networks for NER, BILSTM, CNNS, and Residual Stack BILSTMS with Biased Decoding which can be used to perform NER using deep learning.  ## Spacy Pre-trained vs Stanford NER Model ### Stanford NER This is implemented in Java and is based on linear chain CRF (Conditional Random Field) sequence models. For various applications, custom models can be trained with labeled data sets.  It has three models: - 3 class : Location, person, organization - 4 class : Location, person, organization, misc. - 7 class : Location, person, organization, money, percent, date, time ### **Model Architecture** Stanford NER stated that Conditional Random Field (CRF) is a sequence modeling algorithm that assumes features are dependent on each other, and also considers future observations while learning a new pattern. This combines the best of HMM (Hidden Markov Model) and MEMM (Maximum Entropy Markov Model). In terms of performance, it is one the best methods for entity recognition problems. [![How Conditional Random Field Model Works](https://blog.vsoftconsulting.com/hubfs/image-40.png)](https://www.groundai.com/project/bidirectional-lstm-crf-models-for-sequence-tagging/1)     [Figure: Conditional Random Field Model](https://www.groundai.com/project/bidirectional-lstm-crf-models-for-sequence-tagging/1) ### **Installation steps** 1. Since it is written in Java, Java JRE must be installed and set to the environment path. 2. Download the zip file stanford-ner-xxxx-xx-xx.zip from [the Stanford NLP website](https://nlp.stanford.edu/software/CRF-NER.shtml). Unzip it and place it in the application folder. 3. Install the NLTK package using command: **pip install nltk** **Example:**![Example of Java JRE Coding Installation Steps ](https://blog.vsoftconsulting.com/hubfs/image-41.png) Result**![Example of complete jave coding for Model Architecture](https://blog.vsoftconsulting.com/hs-fs/hubfs/image-42.png?width=819&name=image-42.png)** ### Spacy NER Spacy is an open source library for natural language processing written in Python and Cython, and it is compatible with 64-bit CPython 2.7 / 3.5+ and runs on Unix/Linux, macOS/OS X and Windows. Spacy provides a Tokenizer, a POS-tagger and a Named Entity Recognizer and uses word embedding strategy. The advantage of Spacy is having Pre-trained models in several languages: English, German, French, Spanish, Portuguese, Italian, Dutch, and Greek. ### **Model Architecture** The current architecture of a Spacy model hasn’t been published yet, but the above video explains how the models work, with particular focus on NER.   [![Spacy Library Architecture ](https://blog.vsoftconsulting.com/hubfs/image-43.png)](https://spacy.io/api)[Figure: Spacy Library Architecture](https://spacy.io/api) The Spacy NER system contains a word embedding strategy using sub word features and "Bloom" embed, and a deep convolution neural network with residual connections. The system is designed to give a good balance of efficiency, accuracy and adaptability.   [![Spacy NER Architecture. Language processing pipeline](https://d33wubrfki0l68.cloudfront.net/16b2ccafeefd6d547171afa23f9ac62f159e353d/48b91/pipeline-7a14d4edd18f3edfee8f34393bff2992.svg)](https://spacy.io/usage/processing-pipelines) [Figure: Spacy NER Architecture. Language processing pipeline](https://spacy.io/usage/processing-pipelines) ### **Installation Steps** 1. pip install -U spacy 2. Once installation is complete, pre-trained models for specific languages can be installed and used in the application. 3. Python -m Spacy download en Example:![Input for spacy model](https://blog.vsoftconsulting.com/hubfs/image-46.png) Output: ![Output of Spacy NER model](https://blog.vsoftconsulting.com/hubfs/image-47.png) ## Conclusion Comparing results from Spacy as well as NLTK implementation of Stanford NLP concludes that both can be used for NER to achieve good results. Spacy has support for word vectors, so it's fast and accurate. It is recommended to use Spacy NER for production over Stanford NER. For customizing the process of NER, both models can be used. This requires data labeling and annotation which means giving NER tags to entities. [![New call-to-action](https://no-cache.hubspot.com/cta/default/1629777/2120d312-847f-4edf-baa3-3572e40bc5a4.png)](https://cta-redirect.hubspot.com/cta/redirect/1629777/2120d312-847f-4edf-baa3-3572e40bc5a4) ## About Author ![Durga Bhavani](https://blog.vsoftconsulting.com/hs-fs/hubfs/Bhavani-removebg-preview.png?width=158&name=Bhavani-removebg-preview.png)Durga Bhavani works as a Data Scientist with V-Soft Digital. As a Data She has 3 years of experience as a Data Scientist and has extensive knowledge on predictive modelling, data processing, and data mining algorithms. In her professional experience, she has developed applications in Deep Learning, Python, Machine Learning, and Natural Language Processing (NLP). She holds certifications in Natural Language Processing and Computer Vision. Out of her strong interest in higher mathematical concepts relating to AI, currently she is also pursuing Post Graduation program in Mathematics. ##### Search Blogs Search [Natural Language Processing](https://blog.vsoftconsulting.com/blog/topic/natural-language-processing) [NLP](https://blog.vsoftconsulting.com/blog/topic/nlp) [Named Entity Recognition](https://blog.vsoftconsulting.com/blog/topic/named-entity-recognition) [ServiceNow](https://blog.vsoftconsulting.com/blog/topic/servicenow) [Technology](https://blog.vsoftconsulting.com/blog/topic/technology) [AI](https://blog.vsoftconsulting.com/blog/topic/ai) [Artificial Intelligence](https://blog.vsoftconsulting.com/blog/topic/artificial-intelligence) [Chatbots](https://blog.vsoftconsulting.com/blog/topic/chatbots) [Mobile Apps](https://blog.vsoftconsulting.com/blog/topic/mobile-apps) [Mobile](https://blog.vsoftconsulting.com/blog/topic/mobile) [RPA](https://blog.vsoftconsulting.com/blog/topic/rpa) [MuleSoft](https://blog.vsoftconsulting.com/blog/topic/mulesoft) [Cloud](https://blog.vsoftconsulting.com/blog/topic/cloud) [Cyber Security](https://blog.vsoftconsulting.com/blog/topic/cyber-security) [QA TCOE](https://blog.vsoftconsulting.com/blog/topic/qa-tcoe) [AWS](https://blog.vsoftconsulting.com/blog/topic/aws) [IT Staffing](https://blog.vsoftconsulting.com/blog/topic/it-staffing) [Machine Learning](https://blog.vsoftconsulting.com/blog/topic/machine-learning) [Automation](https://blog.vsoftconsulting.com/blog/topic/automation) [IoT](https://blog.vsoftconsulting.com/blog/topic/iot) [API](https://blog.vsoftconsulting.com/blog/topic/api) [Employee Spotlight](https://blog.vsoftconsulting.com/blog/topic/employee-spotlight) [Infrastructure](https://blog.vsoftconsulting.com/blog/topic/infrastructure) [Main](https://blog.vsoftconsulting.com/blog/topic/main) [ServiceNow ITSM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itsm) [Digital Transformation](https://blog.vsoftconsulting.com/blog/topic/digital-transformation) [Video Blog](https://blog.vsoftconsulting.com/blog/topic/video-blog) [Big Data](https://blog.vsoftconsulting.com/blog/topic/big-data) [ServiceNow HR Automation](https://blog.vsoftconsulting.com/blog/topic/servicenow-hr-automation) [Staffing](https://blog.vsoftconsulting.com/blog/topic/staffing) [Managed Services](https://blog.vsoftconsulting.com/blog/topic/managed-services) [Cloud Computing](https://blog.vsoftconsulting.com/blog/topic/cloud-computing) [IT Infrastructure Management](https://blog.vsoftconsulting.com/blog/topic/it-infrastructure-management) [AWS Cloud](https://blog.vsoftconsulting.com/blog/topic/aws-cloud) [ServiceNow Implementation](https://blog.vsoftconsulting.com/blog/topic/servicenow-implementation) [VSoft Consulting](https://blog.vsoftconsulting.com/blog/topic/vsoft-consulting) [Generative AI](https://blog.vsoftconsulting.com/blog/topic/generative-ai) [IT](https://blog.vsoftconsulting.com/blog/topic/it) [ITSM](https://blog.vsoftconsulting.com/blog/topic/itsm) [Robotic Process Automation](https://blog.vsoftconsulting.com/blog/topic/robotic-process-automation) [Amazon AWS](https://blog.vsoftconsulting.com/blog/topic/amazon-aws) [HR Automation](https://blog.vsoftconsulting.com/blog/topic/hr-automation) [HR Hero](https://blog.vsoftconsulting.com/blog/topic/hr-hero) [ServiceNow CSM](https://blog.vsoftconsulting.com/blog/topic/servicenow-csm) [Business](https://blog.vsoftconsulting.com/blog/topic/business) [Mobile Application Development](https://blog.vsoftconsulting.com/blog/topic/mobile-application-development) [Computer vision](https://blog.vsoftconsulting.com/blog/topic/computer-vision) [HR Process Automation](https://blog.vsoftconsulting.com/blog/topic/hr-process-automation) [Software Development](https://blog.vsoftconsulting.com/blog/topic/software-development) [IT News](https://blog.vsoftconsulting.com/blog/topic/it-news) [VERA](https://blog.vsoftconsulting.com/blog/topic/vera) [AI Chatbot](https://blog.vsoftconsulting.com/blog/topic/ai-chatbot) [Customer Service Management](https://blog.vsoftconsulting.com/blog/topic/customer-service-management) [Manufacturing Industry](https://blog.vsoftconsulting.com/blog/topic/manufacturing-industry) [Mobile Applications](https://blog.vsoftconsulting.com/blog/topic/mobile-applications) [RPA Implementation](https://blog.vsoftconsulting.com/blog/topic/rpa-implementation) [HR Automation Software](https://blog.vsoftconsulting.com/blog/topic/hr-automation-software) [Mobile App development](https://blog.vsoftconsulting.com/blog/topic/mobile-app-development) [Security](https://blog.vsoftconsulting.com/blog/topic/security) [ServiceNow GRC](https://blog.vsoftconsulting.com/blog/topic/servicenow-grc) [ServiceNow ITOM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itom) [Data Management](https://blog.vsoftconsulting.com/blog/topic/data-management) [IT Solutions](https://blog.vsoftconsulting.com/blog/topic/it-solutions) [ServiceNow Integration](https://blog.vsoftconsulting.com/blog/topic/servicenow-integration) [knowledge18](https://blog.vsoftconsulting.com/blog/topic/knowledge18) [Apps](https://blog.vsoftconsulting.com/blog/topic/apps) [Customer Service](https://blog.vsoftconsulting.com/blog/topic/customer-service) [Enterprise Mobile Apps](https://blog.vsoftconsulting.com/blog/topic/enterprise-mobile-apps) [IT Recruitment](https://blog.vsoftconsulting.com/blog/topic/it-recruitment) [Mobile Business Apps](https://blog.vsoftconsulting.com/blog/topic/mobile-business-apps) [MuleSoft Integration](https://blog.vsoftconsulting.com/blog/topic/mulesoft-integration) [ServiceNowCSM](https://blog.vsoftconsulting.com/blog/topic/servicenowcsm) [Software testing](https://blog.vsoftconsulting.com/blog/topic/software-testing) [Analytics](https://blog.vsoftconsulting.com/blog/topic/analytics) [Business Process Automation](https://blog.vsoftconsulting.com/blog/topic/business-process-automation) [CSM](https://blog.vsoftconsulting.com/blog/topic/csm) [GenAI](https://blog.vsoftconsulting.com/blog/topic/genai) [Human Resources Management](https://blog.vsoftconsulting.com/blog/topic/human-resources-management) [ServiceNow Cloud](https://blog.vsoftconsulting.com/blog/topic/servicenow-cloud) [ServiceNow SPM](https://blog.vsoftconsulting.com/blog/topic/servicenow-spm) [Automation Testing](https://blog.vsoftconsulting.com/blog/topic/automation-testing) [Consultants](https://blog.vsoftconsulting.com/blog/topic/consultants) [Data Analytics](https://blog.vsoftconsulting.com/blog/topic/data-analytics) [Data Security](https://blog.vsoftconsulting.com/blog/topic/data-security) [Intelligent Automation](https://blog.vsoftconsulting.com/blog/topic/intelligent-automation) [Internet](https://blog.vsoftconsulting.com/blog/topic/internet) [Mobile App Developer](https://blog.vsoftconsulting.com/blog/topic/mobile-app-developer) [Natural Language Processing](https://blog.vsoftconsulting.com/blog/topic/natural-language-processing) [Salesforce](https://blog.vsoftconsulting.com/blog/topic/salesforce) [V-Soft Cares](https://blog.vsoftconsulting.com/blog/topic/v-soft-cares) [Voice Assistants](https://blog.vsoftconsulting.com/blog/topic/voice-assistants) [AI chatbots](https://blog.vsoftconsulting.com/blog/topic/ai-chatbots) [Awards](https://blog.vsoftconsulting.com/blog/topic/awards) [GRC](https://blog.vsoftconsulting.com/blog/topic/grc) [HR Onboarding Automation](https://blog.vsoftconsulting.com/blog/topic/hr-onboarding-automation) [IT Jobs](https://blog.vsoftconsulting.com/blog/topic/it-jobs) [IT Service Management](https://blog.vsoftconsulting.com/blog/topic/it-service-management) [Information Technology](https://blog.vsoftconsulting.com/blog/topic/information-technology) [Internet of Things](https://blog.vsoftconsulting.com/blog/topic/internet-of-things) [Performance Analytics](https://blog.vsoftconsulting.com/blog/topic/performance-analytics) [ServiceNow PA](https://blog.vsoftconsulting.com/blog/topic/servicenow-pa) [ServiceNow SecOps](https://blog.vsoftconsulting.com/blog/topic/servicenow-secops) [ServiceNow Update](https://blog.vsoftconsulting.com/blog/topic/servicenow-update) [Software Developer](https://blog.vsoftconsulting.com/blog/topic/software-developer) [V-Soft Family](https://blog.vsoftconsulting.com/blog/topic/v-soft-family) [servicenow implmentation](https://blog.vsoftconsulting.com/blog/topic/servicenow-implmentation) [API Testing](https://blog.vsoftconsulting.com/blog/topic/api-testing) [AWS Mobile Solutions](https://blog.vsoftconsulting.com/blog/topic/aws-mobile-solutions) [Automation Software](https://blog.vsoftconsulting.com/blog/topic/automation-software) [Business Intelligence](https://blog.vsoftconsulting.com/blog/topic/business-intelligence) [Chatbotdevelopment](https://blog.vsoftconsulting.com/blog/topic/chatbotdevelopment) [Cloud Management](https://blog.vsoftconsulting.com/blog/topic/cloud-management) [Cloud migration](https://blog.vsoftconsulting.com/blog/topic/cloud-migration) [Computer](https://blog.vsoftconsulting.com/blog/topic/computer) [Continious Integration](https://blog.vsoftconsulting.com/blog/topic/continious-integration) [Covid-19](https://blog.vsoftconsulting.com/blog/topic/covid-19) [Custom Application Development](https://blog.vsoftconsulting.com/blog/topic/custom-application-development) [Cybersecurity Threat Intelligence](https://blog.vsoftconsulting.com/blog/topic/cybersecurity-threat-intelligence) [Deep Learning](https://blog.vsoftconsulting.com/blog/topic/deep-learning) [Employer](https://blog.vsoftconsulting.com/blog/topic/employer) [Golf Scramble](https://blog.vsoftconsulting.com/blog/topic/golf-scramble) [HR](https://blog.vsoftconsulting.com/blog/topic/hr) [Health Care Industry](https://blog.vsoftconsulting.com/blog/topic/health-care-industry) [Higher Education](https://blog.vsoftconsulting.com/blog/topic/higher-education) [IT Job Seekers](https://blog.vsoftconsulting.com/blog/topic/it-job-seekers) [IT in Healthcare](https://blog.vsoftconsulting.com/blog/topic/it-in-healthcare) [ITOM](https://blog.vsoftconsulting.com/blog/topic/itom) [Knowledge17](https://blog.vsoftconsulting.com/blog/topic/knowledge17) [Knowledge19](https://blog.vsoftconsulting.com/blog/topic/knowledge19) [Mule 4](https://blog.vsoftconsulting.com/blog/topic/mule-4) [NLP](https://blog.vsoftconsulting.com/blog/topic/nlp) [Process Mining](https://blog.vsoftconsulting.com/blog/topic/process-mining) [Selenium](https://blog.vsoftconsulting.com/blog/topic/selenium) [Selenium Testing Tool](https://blog.vsoftconsulting.com/blog/topic/selenium-testing-tool) [ServiceNow Madrid](https://blog.vsoftconsulting.com/blog/topic/servicenow-madrid) [ServiceNow Security](https://blog.vsoftconsulting.com/blog/topic/servicenow-security) [Tech Company](https://blog.vsoftconsulting.com/blog/topic/tech-company) [Tech Trends](https://blog.vsoftconsulting.com/blog/topic/tech-trends) [Technology in Healthcare](https://blog.vsoftconsulting.com/blog/topic/technology-in-healthcare) [data](https://blog.vsoftconsulting.com/blog/topic/data) [AI Operations](https://blog.vsoftconsulting.com/blog/topic/ai-operations) [AI for Manufacturing](https://blog.vsoftconsulting.com/blog/topic/ai-for-manufacturing) [AI for business](https://blog.vsoftconsulting.com/blog/topic/ai-for-business) [AI in Healthcare](https://blog.vsoftconsulting.com/blog/topic/ai-in-healthcare) [AI in Oil and Gas](https://blog.vsoftconsulting.com/blog/topic/ai-in-oil-and-gas) [AI innovations](https://blog.vsoftconsulting.com/blog/topic/ai-innovations) [Augmented Reality](https://blog.vsoftconsulting.com/blog/topic/augmented-reality) [Automation By Any Means](https://blog.vsoftconsulting.com/blog/topic/automation-by-any-means) [Big Data Analytics](https://blog.vsoftconsulting.com/blog/topic/big-data-analytics) [Blockchain](https://blog.vsoftconsulting.com/blog/topic/blockchain) [Blog](https://blog.vsoftconsulting.com/blog/topic/blog) [Cloud Connectivity](https://blog.vsoftconsulting.com/blog/topic/cloud-connectivity) [Data Governance](https://blog.vsoftconsulting.com/blog/topic/data-governance) [Dell Boomi](https://blog.vsoftconsulting.com/blog/topic/dell-boomi) [Digital workplace](https://blog.vsoftconsulting.com/blog/topic/digital-workplace) [Enterprise Chatbots](https://blog.vsoftconsulting.com/blog/topic/enterprise-chatbots) [Enterprise Mobility](https://blog.vsoftconsulting.com/blog/topic/enterprise-mobility) [Event Apps](https://blog.vsoftconsulting.com/blog/topic/event-apps) [Finance And Accounting](https://blog.vsoftconsulting.com/blog/topic/finance-and-accounting) [Financial Services](https://blog.vsoftconsulting.com/blog/topic/financial-services) [HR Service Delivery](https://blog.vsoftconsulting.com/blog/topic/hr-service-delivery) [Human Resources](https://blog.vsoftconsulting.com/blog/topic/human-resources) [Hybrid Cloud Computing](https://blog.vsoftconsulting.com/blog/topic/hybrid-cloud-computing) [Hyper Automation](https://blog.vsoftconsulting.com/blog/topic/hyper-automation) [IT Cost reduction](https://blog.vsoftconsulting.com/blog/topic/it-cost-reduction) [ITSM Implementation](https://blog.vsoftconsulting.com/blog/topic/itsm-implementation) [Insurance](https://blog.vsoftconsulting.com/blog/topic/insurance) [IoT application](https://blog.vsoftconsulting.com/blog/topic/iot-application) [IoT transformation](https://blog.vsoftconsulting.com/blog/topic/iot-transformation) [Knowledge16](https://blog.vsoftconsulting.com/blog/topic/knowledge16) [Legacy Modernization](https://blog.vsoftconsulting.com/blog/topic/legacy-modernization) [Metaverse](https://blog.vsoftconsulting.com/blog/topic/metaverse) [Microsoft](https://blog.vsoftconsulting.com/blog/topic/microsoft) [Mule 3](https://blog.vsoftconsulting.com/blog/topic/mule-3) [Project Management](https://blog.vsoftconsulting.com/blog/topic/project-management) [Quality Assurance](https://blog.vsoftconsulting.com/blog/topic/quality-assurance) [Ransomware](https://blog.vsoftconsulting.com/blog/topic/ransomware) [Retail Industry](https://blog.vsoftconsulting.com/blog/topic/retail-industry) [ServiceNow ITSM integration](https://blog.vsoftconsulting.com/blog/topic/servicenow-itsm-integration) [ServiceNow London](https://blog.vsoftconsulting.com/blog/topic/servicenow-london) [ServiceNow Mobile app](https://blog.vsoftconsulting.com/blog/topic/servicenow-mobile-app) [Staffing Company](https://blog.vsoftconsulting.com/blog/topic/staffing-company) [Test Automation](https://blog.vsoftconsulting.com/blog/topic/test-automation) [Testing](https://blog.vsoftconsulting.com/blog/topic/testing) [Thermal Cameras](https://blog.vsoftconsulting.com/blog/topic/thermal-cameras) [UiPath](https://blog.vsoftconsulting.com/blog/topic/uipath) [AI for Restaurants](https://blog.vsoftconsulting.com/blog/topic/ai-for-restaurants) [AI in Office Automation](https://blog.vsoftconsulting.com/blog/topic/ai-in-office-automation) [AWS Cloud Adoption Framework](https://blog.vsoftconsulting.com/blog/topic/aws-cloud-adoption-framework) [AWS DynamoDB](https://blog.vsoftconsulting.com/blog/topic/aws-dynamodb) [AWS Lambda](https://blog.vsoftconsulting.com/blog/topic/aws-lambda) [Agent Intelligence](https://blog.vsoftconsulting.com/blog/topic/agent-intelligence) [Azure](https://blog.vsoftconsulting.com/blog/topic/azure) [BYOD](https://blog.vsoftconsulting.com/blog/topic/byod) [Back to Work Strategy](https://blog.vsoftconsulting.com/blog/topic/back-to-work-strategy) [Business IT Solutions](https://blog.vsoftconsulting.com/blog/topic/business-it-solutions) [Business Mobile Applications](https://blog.vsoftconsulting.com/blog/topic/business-mobile-applications) [Business Processes Automation](https://blog.vsoftconsulting.com/blog/topic/business-processes-automation) [CRM](https://blog.vsoftconsulting.com/blog/topic/crm) [Chatbot Development](https://blog.vsoftconsulting.com/blog/topic/chatbot-development) [Cloud Optimization](https://blog.vsoftconsulting.com/blog/topic/cloud-optimization) [Data Integration](https://blog.vsoftconsulting.com/blog/topic/data-integration) [Data Visualization](https://blog.vsoftconsulting.com/blog/topic/data-visualization) [Data and Analytics](https://blog.vsoftconsulting.com/blog/topic/data-and-analytics) [Data visualization and Analytics](https://blog.vsoftconsulting.com/blog/topic/data-visualization-and-analytics) [Denver](https://blog.vsoftconsulting.com/blog/topic/denver) [DevOps](https://blog.vsoftconsulting.com/blog/topic/devops) [Digital Business](https://blog.vsoftconsulting.com/blog/topic/digital-business) [Disaster Management](https://blog.vsoftconsulting.com/blog/topic/disaster-management) [Field Service Automation](https://blog.vsoftconsulting.com/blog/topic/field-service-automation) [Field Service Management](https://blog.vsoftconsulting.com/blog/topic/field-service-management) [GSA](https://blog.vsoftconsulting.com/blog/topic/gsa) [Government](https://blog.vsoftconsulting.com/blog/topic/government) [Government Cloud](https://blog.vsoftconsulting.com/blog/topic/government-cloud) [HR Technology](https://blog.vsoftconsulting.com/blog/topic/hr-technology) [Healthcare chatbots](https://blog.vsoftconsulting.com/blog/topic/healthcare-chatbots) [Hiring Trends](https://blog.vsoftconsulting.com/blog/topic/hiring-trends) [Hyperautomation](https://blog.vsoftconsulting.com/blog/topic/hyperautomation) [IT Business management](https://blog.vsoftconsulting.com/blog/topic/it-business-management) [IT Operations](https://blog.vsoftconsulting.com/blog/topic/it-operations) [IT Service Delivery Management](https://blog.vsoftconsulting.com/blog/topic/it-service-delivery-management) [IT Staffing Lousiville](https://blog.vsoftconsulting.com/blog/topic/it-staffing-lousiville) [IT Staffing News](https://blog.vsoftconsulting.com/blog/topic/it-staffing-news) [IT Training](https://blog.vsoftconsulting.com/blog/topic/it-training) [IoT in Food Industry](https://blog.vsoftconsulting.com/blog/topic/iot-in-food-industry) [IoT in Manufacturing](https://blog.vsoftconsulting.com/blog/topic/iot-in-manufacturing) [Legacy Migration](https://blog.vsoftconsulting.com/blog/topic/legacy-migration) [Mist](https://blog.vsoftconsulting.com/blog/topic/mist) [Mobile App Testing](https://blog.vsoftconsulting.com/blog/topic/mobile-app-testing) [Mobile Web](https://blog.vsoftconsulting.com/blog/topic/mobile-web) [Native Applications](https://blog.vsoftconsulting.com/blog/topic/native-applications) [News](https://blog.vsoftconsulting.com/blog/topic/news) [Oil and Gas Industry](https://blog.vsoftconsulting.com/blog/topic/oil-and-gas-industry) [Onboarding](https://blog.vsoftconsulting.com/blog/topic/onboarding) [Onboarding Automation](https://blog.vsoftconsulting.com/blog/topic/onboarding-automation) [PPM](https://blog.vsoftconsulting.com/blog/topic/ppm) [Parsec ServiceNow](https://blog.vsoftconsulting.com/blog/topic/parsec-servicenow) [Progressive Web Apps](https://blog.vsoftconsulting.com/blog/topic/progressive-web-apps) [Quebec Release New features](https://blog.vsoftconsulting.com/blog/topic/quebec-release-new-features) [RCDD](https://blog.vsoftconsulting.com/blog/topic/rcdd) [RESTAPI](https://blog.vsoftconsulting.com/blog/topic/restapi) [RPA Provider](https://blog.vsoftconsulting.com/blog/topic/rpa-provider) [RPA in Finance and accounting](https://blog.vsoftconsulting.com/blog/topic/rpa-in-finance-and-accounting) [RPA vendor](https://blog.vsoftconsulting.com/blog/topic/rpa-vendor) [Recruiting](https://blog.vsoftconsulting.com/blog/topic/recruiting) [SaaS Cloud Platform](https://blog.vsoftconsulting.com/blog/topic/saas-cloud-platform) [ServiceNow AI search](https://blog.vsoftconsulting.com/blog/topic/servicenow-ai-search) [ServiceNow AIOps](https://blog.vsoftconsulting.com/blog/topic/servicenow-aiops) [ServiceNow ITAM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itam) [ServiceNow ITBM](https://blog.vsoftconsulting.com/blog/topic/servicenow-itbm) [ServiceNow Implementation Services](https://blog.vsoftconsulting.com/blog/topic/servicenow-implementation-services) [ServiceNow IntegrationHub](https://blog.vsoftconsulting.com/blog/topic/servicenow-integrationhub) [ServiceNow Performance Analytics](https://blog.vsoftconsulting.com/blog/topic/servicenow-performance-analytics) ##### Related Blogs [![Why Agentic AI Implementation Needs Forward Deployed Engineering](https://blog.vsoftconsulting.com/hs-fs/hubfs/FDE-blog-banner.webp?width=285&height=120&name=FDE-blog-banner.webp) Why Agentic AI Implementation Needs Forward Deployed Engineering Move pilot agents to production with Forward Deployed Engineering for Agentic AI ...](https://blog.vsoftconsulting.com/blog/why-agentic-ai-implementation-needs-forward-deployed-engineering) [![ServiceNow Agentic AI: A Guide to Architecture, Use Cases, Implementation, and ROI](https://blog.vsoftconsulting.com/hs-fs/hubfs/ServiceNow-Agentic-AI-A-Guide-to-Architecture-Use-Cases-Implementation-and-ROI-1.jpg?width=285&height=120&name=ServiceNow-Agentic-AI-A-Guide-to-Architecture-Use-Cases-Implementation-and-ROI-1.jpg) ServiceNow Agentic AI: A Guide to Architecture, Use Cases, Implementation, and ROI Explore ServiceNow Agentic AI architecture, use cases, benefits, licensing, and ROI ...](https://blog.vsoftconsulting.com/blog/servicenow-agentic-ai-architecture-use-cases-and-roi-guide) [![ServiceNow AI Governance: Best Practices for Enterprise AI](https://blog.vsoftconsulting.com/hs-fs/hubfs/ServiceNow-AI-Governance-Featured-Img-1.jpg?width=285&height=120&name=ServiceNow-AI-Governance-Featured-Img-1.jpg) ServiceNow AI Governance: Best Practices for Enterprise AI Learn ServiceNow AI governance best practices for risk, compliance, human oversight, and ...](https://blog.vsoftconsulting.com/blog/servicenow-ai-governance-best-practices-for-risk-compliance-and-human-oversight) ##### Categories Data & Artificial Intelligence Cyber security Cloud Talent ##### Related Blogs [![Why Agentic AI Implementation Needs Forward Deployed Engineering](https://blog.vsoftconsulting.com/hubfs/FDE-blog-banner.webp) Why Agentic AI Implementation Needs Forward Deployed Engineering Move pilot agents to production with Forward Deployed Engineering for Agentic AI ...](https://blog.vsoftconsulting.com/blog/why-agentic-ai-implementation-needs-forward-deployed-engineering) ##### Subscribe Change Your Trajectory: Unlock success in business transformation ## Ready to remove the drag from your workflows? Your systems are already powerful. Let’s put intelligence where your execution actually happens. [Start the Conversation](https://www.vsoftconsulting.com/contact/) #### Company - [About](https://www.vsoftconsulting.com/about/) - [Careers](https://www.vsoftconsulting.com/careers/) - [Diversity & Inclusion](https://www.vsoftconsulting.com/diversity/) - [V-Soft Cares](https://vsoftcares.org/) - [Partnerships](https://www.vsoftconsulting.com/partnerships/) - [Locations](https://www.vsoftconsulting.com/locations/) - [Employee Login](https://vsoftconsulting.service-now.com/vsoft_hrp?id=hrsp_index) #### Services - [AI & Process Intelligence](https://www.vsoftconsulting.com/expertise/ai-process-intelligence/) - [AI Consulting & Development](https://www.vsoftconsulting.com/expertise/artificial-intelligence/) - [Data & Analytics](https://www.vsoftconsulting.com/expertise/data-analytics/) - [Enterprise Integrations](https://www.vsoftconsulting.com/expertise/enterprise-integrations/) - [ServiceNow Ecosystem](https://www.vsoftconsulting.com/expertise/servicenow/) - [Salesforce](https://www.vsoftconsulting.com/expertise/salesforce/) - [Application Engineering](https://www.vsoftconsulting.com/expertise/application-engineering/) - [Structured Cabling](https://www.vsoftconsulting.com/expertise/infrastructure/structured-cabling/) - [Data Center Services](https://www.vsoftconsulting.com/expertise/infrastructure/data-center-services/) - [National Deployments](https://www.vsoftconsulting.com/expertise/infrastructure/national-deployment-services/) - [Electronic Security & AV](https://www.vsoftconsulting.com/expertise/electronic-security-av/) - [Specialized Tech Staffing](https://www.vsoftconsulting.com/expertise/specialized-tech-staffing/) - [Managed Talent Pods](https://www.vsoftconsulting.com/expertise/managed-talent-pods/) - [Machine Learning Services](https://www.vsoftconsulting.com/expertise/machine-learning/) - [RPA](https://www.vsoftconsulting.com/expertise/robotic-process-automation/) #### Industries - [Healthcare](https://www.vsoftconsulting.com/industries/healthcare/) - [BFSI](https://www.vsoftconsulting.com/industries/bfsi/) - [Retail & Ecommerce](https://www.vsoftconsulting.com/industries/retail-ecommerce/) - [Manufacturing](https://www.vsoftconsulting.com/industries/manufacturing/) - [Education](https://www.vsoftconsulting.com/industries/education/) - [Government/Non-Profit](https://www.vsoftconsulting.com/industries/government-non-profit/) - [Media & Communications](https://www.vsoftconsulting.com/industries/media-communications/) - [Technology & Services](https://www.vsoftconsulting.com/industries/technology-services/) - [Real Estate](https://www.vsoftconsulting.com/industries/real-estate/) - [Automotive](https://www.vsoftconsulting.com/industries/automotive/) - [Energy & Utilities](https://www.vsoftconsulting.com/industries/energy-utilities/) - [Logistics & Supply Chain](https://www.vsoftconsulting.com/industries/logistics-supply-chain/) #### Insights - [Knowledgebase](https://www.vsoftconsulting.com/knowledgebase/) - [Blogs](https://blog.vsoftconsulting.com/blog) - [Case Studies](https://www.vsoftconsulting.com/case-study/) - Webinars - Podcasts - [News](https://www.vsoftconsulting.com/news/) Ask AI for a summary of V-Soft Consulting Inc. [![gpt](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/ChatGPT.png?width=28&height=29&name=ChatGPT.png)](https://chat.openai.com/?prompt=I%20am%20a%20CIO%2C%20CTO%2C%20or%20enterprise%20leader%20evaluating%20technology%20consulting%20partners.%20Based%20on%20the%20information%20available%20on%20https%3A%2F%2Fwww.vsoftconsulting.com%2C%20summarize%20what%20V-Soft%20Consulting%20does%2C%20including%20their%20core%20IT%20consulting%20and%20digital%20transformation%20services%2C%20infrastructure%20and%20staffing%20services%2C%20the%20industries%20they%20serve%2C%20and%20what%20differentiates%20them%20as%20a%20technology%20consulting%20partner.) [![mask](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/Mask-Group-4.png?width=27&height=31&name=Mask-Group-4.png)](https://www.google.com/search?q=I+am+a+CIO%2C+CTO%2C+or+enterprise+leader+evaluating+technology+consulting+partners.+Based+on+the+information+available+on+https%3A%2F%2Fwww.vsoftconsulting.com%2C+summarize+what+V-Soft+Consulting+does%2C+including+their+core+IT+consulting+and+digital+transformation+services%2C+infrastructure+and+staffing+services%2C+the+industries+they+serve%2C+and+what+differentiates+them+as+a+technology+consulting+partner&sca_esv=d93e5f3f55d68fd9&sxsrf=ANbL-n4Wa0Q2YoYv-YeSaG2C2ztV5hOiJg%3A1772711451892&udm=50&fbs=ADc_l-aN0CWEZBOHjofHoaMMDiKpFZYo9qIX3pM4_jubAu4b8NurZfyvMR69fnFmm6s-Ct1RvM6wSGEW2Pesk84b6rH2NZqisocU94PnL2P0BLocBSWx11_GfAx5q4AhPD591xL4HOHywFuzQBahGeU9xMkQlUJ7p8jWo91chsjIXwLuUwmLO0IFbyX7UHv_xlBWDm2nobm4OhkYPi8BVvtxlhGsM82t2Q&aep=1&ntc=1&sa=X&ved=2ahUKEwjsgITj2IiTAxURGLkGHalaAT4Q2J8OegQIBxAE&biw=1470&bih=750&dpr=2) [![claude](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/claude-color.png?width=31&height=31&name=claude-color.png)](https://claude.ai/new?q=I%20am%20a%20CIO%2C%20CTO%2C%20or%20enterprise%20leader%20evaluating%20technology%20consulting%20partners.%20Based%20on%20the%20information%20available%20on%20https%3A%2F%2Fwww.vsoftconsulting.com%2C%20summarize%20what%20V-Soft%20Consulting%20does%2C%20including%20their%20core%20IT%20consulting%20and%20digital%20transformation%20services%2C%20infrastructure%20and%20staffing%20services%2C%20the%20industries%20they%20serve%2C%20and%20what%20differentiates%20them%20as%20a%20technology%20consulting%20partner.) [![pro](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/Image8.png?width=39&height=40&name=Image8.png)](https://www.perplexity.ai/search?q=I%20am%20a%20CIO%2C%20CTO%2C%20or%20enterprise%20leader%20evaluating%20technology%20consulting%20partners.%20Based%20on%20the%20information%20available%20on%20https%3A%2F%2Fwww.vsoftconsulting.com%2C%20summarize%20what%20V-Soft%20Consulting%20does%2C%20including%20their%20core%20IT%20consulting%20and%20digital%20transformation%20services%2C%20infrastructure%20and%20staffing%20services%2C%20the%20industries%20they%20serve%2C%20and%20what%20differentiates%20them%20as%20a%20technology%20consulting%20partner.) ![fb](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/29years-of-excellence.png?width=154&height=46&name=29years-of-excellence.png) [![fb](https://blog.vsoftconsulting.com/hs-fs/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/L-in.png?width=20&height=20&name=L-in.png)](https://www.linkedin.com/company/vsoftconsulting/) [![Facebook](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/Group%20184.svg)](https://www.facebook.com/VSoftConsulting) [![X-icon](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/Group%20185.svg)](https://x.com/VSoftConsulting) [![Instagram](https://blog.vsoftconsulting.com/hubfs/raw_assets/public/VSoft-Template-2026/blog-images/Group%20186.svg)](https://www.instagram.com/vsoftconsultinggroup/) © 2026 V-Soft Consulting Group Inc. All Rights Reserved. [Privacy Policy](https://www.vsoftconsulting.com/privacy-policy/) [Contract](https://www.vsoftconsulting.com/itsac-contract/) [Terms of Use](https://www.vsoftconsulting.com/terms-of-use/) [Cookie Policy](https://www.vsoftconsulting.com/cookie-policy/) ```json { "@context" : "https://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Charan Sai Dasagrandhi", "url" : "https://blog.vsoftconsulting.com/blog/author/charan-sai-dasagrandhi" }, "dateModified" : "2025-05-09T13:21:00.306Z", "datePublished" : "2019-09-16T16:46:42.000Z", "headline" : "Understanding Named Entity Recognition (NER) Pre-Trained Models", "image" : [ "https://blog.vsoftconsulting.com/hubfs/Understanding%20Named%20Entity%20Recognition%20Pre-trained%20Models.jpg" ], "mainEntityOfPage" : { "@id" : "https://blog.vsoftconsulting.com/blog/understanding-named-entity-recognition-pre-trained-models", "@type" : "WebPage" }, "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://blog.vsoftconsulting.com/hubfs/vsoftconsulting_sep2015_images/V-Soft-Logo.png" }, "name" : "V-Soft Consulting" } } ```