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ShortList

Constellation ShortList™ Pre-Built Large Language Models For Generative AI

Data to Decisions
About This Constellation ShortListâ„¢ Large language models (LLMs) are a type of foundational model trained on massive amounts of data to support a wide range of natural language processing (NLP) tasks. LLM’s are a type of machine…
R Ray Wang
Big Idea

Ray’s Law on AI Intelligence

Data to Decisions
Executive Summary The artificial intelligence (AI) revolution is moving at an exponential pace that will exceed human comprehension. Technology leaders need to shift from linear thinking to geometrical thinking. Investors betting on AI face a once-in-a-generation frameshift…
R Ray Wang
Big Idea

Time to Introduce Hi-Fi for Enterprise Processes

Data to Decisions
  This report analyzes the evolution of process mining from its first generation to the current best practice of object-centric process mining (OCPM). It walks through the evolution of insight platforms, shows how the era of Infinite Computing1 is a game changer for…
Holger Mueller
Case Study

AWS re:Inforce 2025 Event Report: A Deep Dive on What You Need to Know

Data to Decisions
Introduction AWS re:Inforce 2025 illustrated how the company’s security approach is differentiated from the pack and how its security built-in approach will resonate as agentic AI scales. Yet, AWS’ security story is a bit challenging to…
Larry Dignan
Open Research

Three Laws of AI to Consider

Data to Decisions
During a recent panel discussion on artificial intelligence (AI) and the law, the issues of trust and responsibility were considered. One of the questions from the audience asked what three laws of AI might be, a la Isaac Asimov’s The Three Laws of Robotics within his Robot…
Darcy Paul
Case Study

Vendor Deep Dive: Hitachi Digital Services Strategy

Data to Decisions
Customer Story Spotlight Hitachi Digital Services is looking to leverage its ability to integrate operations technology (OT) and information technology (IT) combined with industry domain knowledge, data and artificial intelligence (AI) know-how, and cloud expertise to…
Larry Dignan
Case Study

Boomi World 2025: Lessons From Early AI Agent Efforts So Far

Data to Decisions
Customer Story Spotlight Artificial intelligence (AI) agent projects are just starting, and many are in the proof-of-concept stage. What’s clear is that your boardroom is about to ask for an agentic AI plan, if it hasn’t already. With…
Larry Dignan
Quarks

Content, Engagement, and the Chaos in Between

Data to Decisions
Executive Summary What If You Could Manufacture Opportunity? This is not to ask what if you could manufacture campaigns. Instead, this is to ask if we could think about manufacturing opportunity the same way we might think about manufacturing a jar of pickles. Simply: Yes…
Liz Miller
Case Study

Lowe’s Eyes AI Agents as Home Improvement Companion for Customers

Data to Decisions
Customer Story Spotlight Lowe’s is betting that AI agents powered by Google Cloud can become do-it-yourself home improvement companions and offer personalized customer experiences. Neelima Sharma, SVP of omnichannel and ecommerce technology at Lowe…
Larry Dignan
Case Study

Lloyds Banking Group Bets on Google Cloud for AI-Driven Transformation

Data to Decisions
Customer Story Spotlight Lloyds Banking Group is building its next-generation machine learning (ML) platform on Google Cloud’s Vertex AI in a move that will replace legacy systems. Ranil Boteju, chief data and analytics officer at Lloyds Banking Group,…
Larry Dignan
ShortList

Constellation ShortList™ Cross-Platform Agentic AI

Data to Decisions
About This Constellation ShortListâ„¢ Constellation Research estimates $8.2 billion in revenue with a $109.74 billion market for cross-platform agentic AI by 2030, growing at a 67.9% CAGR. This category spans what is known as bots, agents, and advisers…
R Ray Wang
Best Practices

AI Roadblocks in CX and How To Thrive Because of Them

Data to Decisions
Executive Summary The excitement about beginning a grand adventure with artificial intelligence (AI) is undeniable. As Constellation Research has recently documented,  AI is not just a C-suite transformational project or a functional experiment: AI is a board-level…
Liz Miller
Big Idea

Exponential Efficiency in the Age of AI

Data to Decisions
AI Will Dominate the Boardroom Agenda, Yet Only a Privileged Few Can Pay for It Senior executives and policy wonks seek to understand how artificial intelligence (AI) will transform businesses, societies, and economies. Advancements in cloud computing, Internet of Things (IoT…
R Ray Wang
Case Study

FarmaMondo Future-Proofs Infrastructure to Deliver Medicine Globally

Data to Decisions
Customer Story Spotlight When your company is responsible for delivering licensed and unlicensed medicines across five continents, it’s critical to have resilient infrastructure. FarmaMondo is a Swiss pharmaceutical group that provides patients access to…
Larry Dignan
Trends

AI Trends for 2025 and Beyond

Data to Decisions
Executive Summary Artificial intelligence (AI) dominated boardroom discussions across 2024 as business leaders looked to capitalize on the buzz. But 2025 will prove to be a critical year for bringing AI into production. There are early warning signs that these experiments may…
Liz Miller, R Ray Wang
ShortList

Constellation ShortList™ Master Data Management

Data to Decisions
About This Constellation ShortListâ„¢ Master data management (MDM) is both a technology and a methodology for linking, centralizing, and maintaining enterprise data to a singular point of reference. MDM programs typically include a methodology…
Doug Henschen
ShortList

Constellation ShortList™ Digital Experience (DX) Platforms

Marketing Transformation
About This Constellation ShortListâ„¢ Digital experience (DX) platforms are intended to develop, coordinate, manage and optimize the volume and complexity of customer interactions across digital touchpoints. They provide a means of managing web, mobile…
Liz Miller
ShortList

Constellation ShortList™ Contact Center as a Service (CCaaS)

Marketing Transformation
About This Constellation ShortListâ„¢ Contact center solutions have largely stayed the course in function: enabling organizations to route, address, and resolve inbound customer interactions and engagements. Contact center as a service (CCaaS) shifted…
Liz Miller
ShortList

Constellation ShortList™ Digital Asset Management (DAM) for Digital Experiences

Marketing Transformation
About This ShortList Digital asset management (DAM) enables organizations to manage, catalog, deliver, analyze, orchestrate and renew all forms of digital content across a growing landscape of channels. In the new age of digital-first experience, DAM must extend beyond…
Liz Miller
ShortList

Constellation ShortList™ Microsoft End-to-End Service Providers

Data to Decisions
About This Constellation ShortListâ„¢ The rise of mega-vendors and the complexity of managing them are driving customers to seek service providers that can deliver on end-to-end vendor capabilities. Microsoft’s market…
R Ray Wang
ShortList

Constellation ShortList™ Infinite Connectivity Vendors

Data to Decisions
About This Constellation ShortList™ We live in the era of Infinite Computing, in which computing resources (compute, storage and network) are becoming infinite for all practical purposes. The consequence is a massive shift in business best practices, or even their…
Holger Mueller
ShortList

Constellation ShortList™ Configure Price Quote (CPQ)

Marketing Transformation
About This Constellation ShortListâ„¢ Configure, price, quote (CPQ) software automates the quote-to-close process while providing an optimized experience to customers. These tools make it possible to configure products and offerings, help improve…
Liz Miller
ShortList

Constellation ShortList™ Contact Center Workforce Engagement Management (WEM)

Marketing Transformation
About This ShortList Workforce Engagement Management (WEM) represents a suite of tools curated to empower, encourage, engage and manage the workforce across the customer service spectrum from contact center agents to supervisors and management. These tools sit squarely at…
Liz Miller
ShortList

Constellation ShortList™ Social Engagement Platforms

Marketing Transformation
About This Constellation ShortListâ„¢ Misinformation, political agendas, transparency and questionable business practices have changed how consumers view social media channels, increasing the importance of how brands craft social strategies as…
Liz Miller