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From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale
AI Blog

From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale

From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale Over the last few years, artificial intelligence has moved rapidly from innovation labs into boardroom agendas. Enterprises experimented with chatbots, predictive models, and automation pilots, often driven by curiosity as much as by strategy. While many of these initiatives demonstrated promise, far fewer translated into sustained, enterprise-wide impact. …

  • Jan 09

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    From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale

    5 Bold QE Predictions for 2026: The Trends that will redefine Quality Engineering in the Era of AI

    AI in SDLC: How Enterprises Reduce Cycle Time, Rework, and Risk with Connected Intelligence 

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    News

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    Narwal Appoints Ravi Tenneti as Chief Strategy and Technology Officer to Accelerate AI-Led Innovation
    News
    August 29, 2025

    Narwal Appoints Ravi Tenneti as Chief Strategy and Technology Officer to Accelerate AI-Led Innovation

    Narwal Earns Great Place to Work® Certification for Jan 2025 – Jan 2026, A Testament to Our People-First Culture!
    News
    February 5, 2025

    Narwal Earns Great Place to Work® Certification for Jan 2025 – Jan 2026, A Testament to Our People-First Culture!

    Narwal Welcomes Tony Haislar as Vice President of Strategic Accounts to Strengthen Client Relationships and Drive Strategic Growth
    News
    January 22, 2025

    Narwal Welcomes Tony Haislar as Vice President of Strategic Accounts to Strengthen Client Relationships and Drive Strategic Growth

    Narwal x Testsigma: Pioneering the Future of Quality Engineering
    News
    November 25, 2024

    Narwal x Testsigma: Pioneering the Future of Quality Engineering

    Narwal Welcomes Avinash Dhavala to Drive UK & Europe Expansion and Strengthen Strategic Client Relationships
    News
    October 29, 2024

    Narwal Welcomes Avinash Dhavala to Drive UK & Europe Expansion and Strengthen Strategic Client Relationships

    Narwal Welcomes Nick Ruehl as Vice President of Growth to Deepen Client Partnerships and Drive Customer-Focused Expansion
    News
    October 11, 2024

    Narwal Welcomes Nick Ruehl as Vice President of Growth to Deepen Client Partnerships and Drive Customer-Focused Expansion

    Success Stories

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    A Leading Healthcare Solutions Provider – Testing Services 
    Quality Engineering Success Story
    November 14, 2025

    A Leading Healthcare Solutions Provider – Testing Services 

    Modernizing Data Platforms: Driving Agility and AI Readiness for a Leading U.S. Manufacturer 
    Data Success Story
    October 28, 2025

    Modernizing Data Platforms: Driving Agility and AI Readiness for a Leading U.S. Manufacturer 

    From Quality Gaps to Enterprise Excellence: Building Scalable QE for a Global Consumer Goods Leader
    Quality Engineering Success Story
    September 23, 2025

    From Quality Gaps to Enterprise Excellence: Building Scalable QE for a Global Consumer Goods Leader

    Transforming ServiceNow QA in Agile Delivery for a Leading Healthcare Technology Provider
    Quality Engineering Success Story
    September 23, 2025

    Transforming ServiceNow QA in Agile Delivery for a Leading Healthcare Technology Provider

    From Manual Checks to Trusted Data: Transforming Enterprise Data Integrity for a Leading Insurance Provider 
    Quality Engineering Success Story
    September 13, 2025

    From Manual Checks to Trusted Data: Transforming Enterprise Data Integrity for a Leading Insurance Provider 

    Accelerating Quality at Scale: Continuous Testing for a Global Payments Leader
    Quality Engineering Success Story
    August 23, 2025

    Accelerating Quality at Scale: Continuous Testing for a Global Payments Leader

    Use Cases

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    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence 
    Data Use Cases
    December 5, 2025

    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence 

    Test Automation as a Service – QE&A
    Quality Engineering Use Cases
    March 30, 2024

    Test Automation as a Service – QE&A

    Quality Modernization as a Service – QE&A
    Quality Engineering Use Cases
    March 15, 2024

    Quality Modernization as a Service – QE&A

    TOSCA – QE&A
    Quality Engineering Use Cases
    March 1, 2024

    TOSCA – QE&A

    Managed Testing Services – QE&A
    Quality Engineering Use Cases
    February 29, 2024

    Managed Testing Services – QE&A

    SAP Business Process Assurance – QE&A
    Quality Engineering Use Cases
    January 9, 2024

    SAP Business Process Assurance – QE&A

    Blogs

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    5 Bold QE Predictions for 2026: The Trends that will redefine Quality Engineering in the Era of AI
    Quality Engineering Blog
    January 5, 2026

    5 Bold QE Predictions for 2026: The Trends that will redefine Quality Engineering in the Era of AI

    Beyond the AI Hype: Why Snowflake Openflow, Not Traditional ETL, Defines the Next Data Era 
    Data Blog
    December 22, 2025

    Beyond the AI Hype: Why Snowflake Openflow, Not Traditional ETL, Defines the Next Data Era 

    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance 
    Data Blog
    November 28, 2025

    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance 

    AI in SDLC: Transforming the Software Development Lifecycle for the Future 
    Data Blog
    November 21, 2025

    AI in SDLC: Transforming the Software Development Lifecycle for the Future 

    Hyperautomation The Future of Business Automation
    Quality Engineering Blog
    November 7, 2025

    Hyperautomation The Future of Business Automation

    Unlocking Confidence in Unstructured Data: Addressing Top Challenges in the Data Lake Ecosystem 
    Data Blog
    October 3, 2025

    Unlocking Confidence in Unstructured Data: Addressing Top Challenges in the Data Lake Ecosystem 

    Success Stories

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    9 Jan
    AIBlog
    narwal@
    From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale

    From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale Over the last few years, artificial intelligence has moved rapidly from innovation labs into boardroom agen

    Read More
    5 Jan
    Quality EngineeringBlog
    narwal@
    5 Bold QE Predictions for 2026: The Trends that will redefine Quality Engineering in the Era of AI

    Quality Engineering is no longer operating at the edges of software delivery. It is moving closer to the center of business confidence.  For more than a decade, the industry inv

    Read More
    2 Jan
    AIBlog
    narwal@
    AI in SDLC: How Enterprises Reduce Cycle Time, Rework, and Risk with Connected Intelligence 

    AI in SDLC: How Enterprises Reduce Cycle Time, Rework, and Risk with Connected Intelligence Speed has become a defining expectation in modern software delivery. Business leaders ex

    Read More
    23 Dec
    Newsletter
    narwal@
    Whistle Edition #19 – Narwal Monthly Newsletter

    Sea of Knowledge #Success Stories AI-Powered NL2SQL Analytics for Transportation Intelligence Narwal enabled business users at a U.S-based manufacturer to analyze complex data usin

    Read More
    22 Dec
    DataBlog
    narwal@
    Beyond the AI Hype: Why Snowflake Openflow, Not Traditional ETL, Defines the Next Data Era 

    69% of organizations claim to have a data strategy, and 66% believe they have an AI strategy, as highlighted by Forrester’s Data and Analytics Survey for 2025. Yet despite this c

    Read More
    SaaS Finance
    5 Dec
    DataUse Cases
    narwal@
    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence 

    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence Summary  High-growth SaaS companies often struggle with inconsistent financial metrics,

    Read More
    Agentic AI in Quality Engineering
    28 Nov
    DataBlog
    narwal@
    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance 

    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance The rapid advancement of AI is reshaping the very core of enterprise software testing. As organizations p

    Read More
    AI in SDLC
    21 Nov
    DataBlog
    narwal@
    AI in SDLC: Transforming the Software Development Lifecycle for the Future 

    AI in SDLC: Transforming the Software Development Lifecycle for the Future As organizations accelerate digital transformation, the Software Development Lifecycle (SDLC) is underg

    Read More
    14 Nov
    Quality EngineeringSuccess Story
    khitish@
    A Leading Healthcare Solutions Provider – Testing Services 

    Background We partnered with a leading healthcare solutions provider, a company operating in the healthcare industry. They faced challenges in managing their testing activities acr

    Read More

    Thought Leadership

    VIEW MORE
    9 Jan
    AIBlog
    narwal@
    From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale

    From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale Over the last few years, artificial intelligence has moved rapidly from innovation labs into boardroom agen

    Read More
    5 Jan
    Quality EngineeringBlog
    narwal@
    5 Bold QE Predictions for 2026: The Trends that will redefine Quality Engineering in the Era of AI

    Quality Engineering is no longer operating at the edges of software delivery. It is moving closer to the center of business confidence.  For more than a decade, the industry inv

    Read More
    2 Jan
    AIBlog
    narwal@
    AI in SDLC: How Enterprises Reduce Cycle Time, Rework, and Risk with Connected Intelligence 

    AI in SDLC: How Enterprises Reduce Cycle Time, Rework, and Risk with Connected Intelligence Speed has become a defining expectation in modern software delivery. Business leaders ex

    Read More
    23 Dec
    Newsletter
    narwal@
    Whistle Edition #19 – Narwal Monthly Newsletter

    Sea of Knowledge #Success Stories AI-Powered NL2SQL Analytics for Transportation Intelligence Narwal enabled business users at a U.S-based manufacturer to analyze complex data usin

    Read More
    22 Dec
    DataBlog
    narwal@
    Beyond the AI Hype: Why Snowflake Openflow, Not Traditional ETL, Defines the Next Data Era 

    69% of organizations claim to have a data strategy, and 66% believe they have an AI strategy, as highlighted by Forrester’s Data and Analytics Survey for 2025. Yet despite this c

    Read More
    SaaS Finance
    5 Dec
    DataUse Cases
    narwal@
    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence 

    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence Summary  High-growth SaaS companies often struggle with inconsistent financial metrics,

    Read More
    Agentic AI in Quality Engineering
    28 Nov
    DataBlog
    narwal@
    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance 

    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance The rapid advancement of AI is reshaping the very core of enterprise software testing. As organizations p

    Read More
    AI in SDLC
    21 Nov
    DataBlog
    narwal@
    AI in SDLC: Transforming the Software Development Lifecycle for the Future 

    AI in SDLC: Transforming the Software Development Lifecycle for the Future As organizations accelerate digital transformation, the Software Development Lifecycle (SDLC) is underg

    Read More
    14 Nov
    Quality EngineeringSuccess Story
    khitish@
    A Leading Healthcare Solutions Provider – Testing Services 

    Background We partnered with a leading healthcare solutions provider, a company operating in the healthcare industry. They faced challenges in managing their testing activities acr

    Read More

    Insights

    VIEW MORE
    9 Jan
    AIBlog
    narwal@
    From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale

    From AI Experiments to Enterprise Impact: Why Models Alone Don’t Scale Over the last few years, artificial intelligence has moved rapidly from innovation labs into boardroom agen

    Read More
    5 Jan
    Quality EngineeringBlog
    narwal@
    5 Bold QE Predictions for 2026: The Trends that will redefine Quality Engineering in the Era of AI

    Quality Engineering is no longer operating at the edges of software delivery. It is moving closer to the center of business confidence.  For more than a decade, the industry inv

    Read More
    2 Jan
    AIBlog
    narwal@
    AI in SDLC: How Enterprises Reduce Cycle Time, Rework, and Risk with Connected Intelligence 

    AI in SDLC: How Enterprises Reduce Cycle Time, Rework, and Risk with Connected Intelligence Speed has become a defining expectation in modern software delivery. Business leaders ex

    Read More
    23 Dec
    Newsletter
    narwal@
    Whistle Edition #19 – Narwal Monthly Newsletter

    Sea of Knowledge #Success Stories AI-Powered NL2SQL Analytics for Transportation Intelligence Narwal enabled business users at a U.S-based manufacturer to analyze complex data usin

    Read More
    22 Dec
    DataBlog
    narwal@
    Beyond the AI Hype: Why Snowflake Openflow, Not Traditional ETL, Defines the Next Data Era 

    69% of organizations claim to have a data strategy, and 66% believe they have an AI strategy, as highlighted by Forrester’s Data and Analytics Survey for 2025. Yet despite this c

    Read More
    SaaS Finance
    5 Dec
    DataUse Cases
    narwal@
    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence 

    SaaS Finance Metrics Accelerator: Turning Fragmented Billing Data into Revenue Intelligence Summary  High-growth SaaS companies often struggle with inconsistent financial metrics,

    Read More
    Agentic AI in Quality Engineering
    28 Nov
    DataBlog
    narwal@
    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance 

    Agentic AI in Quality Engineering: From Automation to Autonomous Assurance The rapid advancement of AI is reshaping the very core of enterprise software testing. As organizations p

    Read More
    AI in SDLC
    21 Nov
    DataBlog
    narwal@
    AI in SDLC: Transforming the Software Development Lifecycle for the Future 

    AI in SDLC: Transforming the Software Development Lifecycle for the Future As organizations accelerate digital transformation, the Software Development Lifecycle (SDLC) is underg

    Read More
    14 Nov
    Quality EngineeringSuccess Story
    khitish@
    A Leading Healthcare Solutions Provider – Testing Services 

    Background We partnered with a leading healthcare solutions provider, a company operating in the healthcare industry. They faced challenges in managing their testing activities acr

    Read More

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