ISG Software Research Analyst Perspectives

Teradata Advances Autonomous Knowledge Platform for Agentic AI

Posted by Mukesh Ranjan on 21 May 2026

A core challenge faced by enterprises due to the rapid rise of generative artificial intelligence (GenAI) and agentic AI is how to operationalize AI systems that rely on vast volumes of unstructured and multimodal data without compromising governance, scalability or performance. While early retrieval‑augmented generation (RAG) experiments fuelled interest in vector databases, many organizations... Read More

Topics: Data Platforms, Generative AI, AI & Technologies, AI & Machine Learning

Securing AI Moves to the Center of Enterprise Risk

Posted by Jeff Orr on 12 May 2026

A distinct security category is emerging around protecting artificial intelligence (AI) itself, driven by the shift from pilot projects to embedded operational use. As AI becomes part of everyday workflows, the risk surface expands beyond traditional controls. Enterprises now need visibility into how employees prompt and rely on AI systems, how autonomous agents execute tasks and where sensitive... Read More

Topics: Data Governance, Cybersecurity, Generative AI, IT & Technologies, AI and Machine Learning, Data Controls, Visibility, Behavior Monitoring, Policy Enforcement, Control Plane

Salesforce Tackles the Entire Agent Development Lifecycle

Posted by David Menninger on 05 May 2026

Agentic AI is rapidly emerging as the next phase of enterprise automation, moving beyond static workflows and copilots toward systems capable of autonomous reasoning, decision-making and action. Enterprises are increasingly experimenting with AI agents to augment customer service, IT operations and business processes, yet many struggle to operationalize these systems at scale. The challenge is no... Read More

Topics: Governance, Generative AI, AI & Technologies, AI & Machine Learning

Domo Adds Context to Platform for Analytics and AI

Posted by Matt Aslett on 29 April 2026

I have recently written about the importance of context in relation to agentic artificial intelligence, including the growing use of Model Context Protocol to enable LLMs, agents and applications to communicate with data platforms, file systems and development and productivity tools, and the importance of semantic data modeling to provide agreed definitions that reflect the meaning of entities,... Read More

Topics: Operations, Analytics, Data Platforms, Generative AI, AI & Technologies

Becoming a Predictive Finance Department

Posted by Robert Kugel on 21 April 2026

By now it should be obvious that artificial Intelligence (AI) and agents in all of their forms are on the brink of changing how finance and accounting departments operate. The basic outlines are already in place, but it’s not clear how or how rapidly day-to-day operations will evolve, as well as (by definition) what surprises are in store. One of the most profound impacts of AI will be on the... Read More

Topics: Governance, Office of Finance, Analytics, Business Planning, digital finance, Generative AI, Data Intelligence, AI & Machine Learning

Agents and Process Intelligence Facilitate Digital Process Reengineering

Posted by Robert Kugel on 15 April 2026

If you’ve been around for more than a few years, watching some emerging trend in information technology can seem like coming full circle. Something new sounds a whole lot like something old. This may be true from one perspective, like looking down, but I’ve long thought that this progression is helical. That’s because, viewed sideways, we actually are at a higher level of capability, lower cost... Read More

Topics: Office of Finance, Analytics, Business Planning, ERP and Continuous Accounting, digital finance, Generative AI, Consolidate and Close Management, AI and Machine Learning

The Value of Combined AI and Data Platforms

Posted by Matt Aslett on 15 April 2026

I have previously explained the critical importance of data to successful artificial intelligence (AI) initiatives, including generative and agentic AI. While enterprises have demonstrated the value of AI through small-scale initiatives, scaling these efforts has highlighted the need to coordinate AI and data programs more effectively. Providers that can address the full combination of AI and... Read More

Topics: Governance, Analytics, Data Platforms, Generative AI, AI & Technologies, AI & Machine Learning

SQL AI Functions Combine Old and New Approaches to Data Processing

Posted by Matt Aslett on 09 April 2026

I have previously written about the impact that artificial intelligence (AI) and agentic AI are having on the requirements for data platforms. AI and data platforms are intrinsically linked, with the latter providing the underlying data persistence and data processing capabilities that support model development and training, as well as the inferencing capabilities of intelligent operational... Read More

Topics: Data Platforms, Generative AI, AI & Technologies

Three Questions to Evaluate AI-Powered IT Software

Posted by Jeff Orr on 02 April 2026

Enterprise IT leaders are committing seven-figure budgets to "AI-powered" platforms across ITSM, security and cloud management categories. These contracts promise autonomous remediation, intelligent triage and predictive insights. The problem: most CIOs and CISOs can't articulate what the embedded AI actually does or whether it delivers measurable ROI beyond the software provider's deck. The... Read More

Topics: procurement, Generative AI, IT & Technologies, Platforms, Bias, AI & Machine Learning, Due Diligence, Autonomous Decision, Training Data, Time-to-Value

The Growing Strategic Importance of Sales and Operations Planning

Posted by Robert Kugel on 26 March 2026

The growing strategic importance of sales and operations planning (S&OP) reflects the confluence of two major trends evolving outside of enterprise operations. One is the ongoing disintegration of the post-World War 2 liberal trade environment that began in the early 2010s and has accelerated since. The second is the increasing sophistication and approachability of S&OP software. These... Read More

Topics: Supply Chain Planning, Analytics, Business Planning, Operations & Supply Chain, Enterprise Resource Planning, supply chain management, Generative AI, AI and Machine Learning

The Potential Benefits and Challenges of Vibe Analytics

Posted by Matt Aslett on 25 March 2026

I previously wrote about the potential for generative artificial intelligence (GenAI) to change the face of analytics and facilitate data literacy and data democratization by enabling business users without specialist analytic skills to discover and analyze data. At the time of writing, GenAI-based interfaces were already being adopted by business intelligence (BI) software providers to... Read More

Topics: Analytics, Data Platforms, Generative AI, AI & Technologies, AI & Machine Learning

Semantic Layers Provide Business Context for BI and AI Agents

Posted by Matt Aslett on 17 March 2026

As I previously described, context is everything for generative (GenAI) and agentic AI. Enterprises moved in large numbers to adopt foundational GenAI since its emergence into mainstream consciousness during 2023. As they did so, it quickly became clear that establishing trust in GenAI output would require enterprises to augment the realistic content generated by foundation models with real-world... Read More

Topics: Analytics, Generative AI, Data Intelligence, AI & Technologies, AI & Machine Learning

Five9 Bets on Integrations and Partners as the Path From CCaaS to CX

Posted by Keith Dawson on 11 March 2026

It’s clear that the buyer requirements for Contact-Center-as-a-Service (CCaaS) products have moved well beyond traditional notions of “cloud” or “omnichannel” and now focus on how well software providers can make artificial intelligence (AI) workflows real. The differentiation among CCaaS platforms is not so much about how well interactions are handled, but how the platforms embed within complex... Read More

Topics: Operations, Five9, automation, Contact Center, agent management, Customer Experience Management, CCaaS, Generative AI, Customers and CX - Business & Technologies, Workflow, ServiceNow, Salesforce

Alation Provides AI Agents With Governed Knowledge

Posted by Matt Aslett on 06 March 2026

I have previously described the critical importance of context for enterprise adoption of generative artificial intelligence (GenAI) and agentic AI. Establishing trust in the content generated by GenAI is facilitated by grounding the models with real-world context from enterprise content and data, while AI agents designed to make context-aware decisions and take automated actions based on... Read More

Topics: Governance, Analytics, Generative AI, Data Intelligence, AI & Technologies, AI & Machine Learning

Alteryx Has a Unified Approach to Analytics and Data

Posted by Matt Aslett on 03 March 2026

Since Alteryx was acquired by Clearlake Capital and Insight Partners in March 2024, the company has taken the opportunity to revamp its product portfolio and refresh its executive team. Alteryx has always offered a combination of functionality that spans the data and analytics lifecycle, including data integration, data preparation and data quality, as well as the development of analytics... Read More

Topics: Operations, Analytics, Generative AI, AI & Technologies, AI & Machine Learning

Autonomy Is Key for Effective Sovereign AI and Data Strategies

Posted by Matt Aslett on 26 February 2026

The term “sovereign AI and data” became increasingly prevalent in recent years, initially driven by cloud infrastructure providers responding to the need to support regional regulations with sovereign cloud offerings. However, the use of sovereign cloud infrastructure is not required to deliver compliance with data sovereignty regulations. In fact, our research indicates that having the autonomy... Read More

Topics: Governance, Operations, Analytics, Data Platforms, Generative AI, IT & Technologies, AI & Technologies, Cloud Infrastructure, Platforms, AI & Machine Learning

A Data Pantry is the Foundation of AI-Enabled Business Software

Posted by Robert Kugel on 04 February 2026

I have been using the term “data pantry” (somewhat tongue in cheek) to describe a curated, governed and readily accessible collection of enterprise data that business users can draw on to support the use of core business software. This includes ERP, CRM and supply chain management software, as well as essential business processes such as analytics, forecasting and planning. This form of data... Read More

Topics: Office of Finance, Analytics, Digital Business, digital finance, Generative AI, Customers and CX - Business & Technologies, Employees & HCM - Business & Technologies, Office of Revenue - Business Technologies, Supply Chain and Operations, AI & Machine Learning

Assessing Organizational Approaches to Data and Analytics

Posted by Matt Aslett on 03 February 2026

I previously stated that too many enterprises allow the IT department to be wholly responsible for data and analytics, with the risk that strategies become divorced from business objectives and KPIs. I also stated that a pragmatic approach to organizing and operating data, analytics and artificial intelligence (AI) initiatives is essential to treating data as a business discipline. There are... Read More

Topics: Governance, Operations, Analytics, Data Platforms, Generative AI, Data Intelligence, AI & Technologies, Streaming & Events, AI & Machine Learning

Reimagining Procure-to-Pay With AI

Posted by Robert Kugel on 27 January 2026

Digitally transforming finance operations has been a priority since 2020. Especially with the application of artificial intelligence in all its forms, software can streamline purchasing and the procure-to-pay (P2P) cycle, shorten process times, reduce unnecessary costs, provide greater visibility into cash flows, increase control and improve results. The application of AI will increasingly... Read More

Topics: Office of Finance, ERP and Continuous Accounting, Procure-to-Pay, Generative AI, Business & Technologies, AI & Machine Learning

Prophix Offers Large Enterprise Capabilities to Midsize Enterprises

Posted by Robert Kugel on 21 January 2026

Prophix One is a finance and accounting platform that provides enterprises a single point of entry and common authentication for financial applications. It uses in-memory cube technology to enable enterprises to handle complex planning tasks built on very large datasets to eliminate barriers to integrated business planning. The platform and its dedicated data store support the use of artificial... Read More

Topics: Office of Finance, Analytics, Business Planning, digital finance, Generative AI, Consolidate and Close Management, Business & Technologies, AI & Machine Learning