Browse Research

With 25+ years' experience evaluating, comparing, and recommending software, our expert analysis and verified user data combine for a uniquely trustworthy perspective on enterprise software.

Artificial Intelligence (AI)

Workday’s AI Bet Is Built on Data You Already Own

Workday has spent eighteen months acquiring the pieces – Sana Labs, Pipedream, Flowise – and the March 2026 global launch is where they converge. The result is an AI layer embedded directly in the system of record, capable of executing tasks, not just suggesting them. For HR and finance leaders in Workday shops, the embedded execution layer raises the bar for any team still considering a custom build.

Artificial Intelligence (AI)

Databricks Didn't Announce a Security Product. It Announced a Different Way to Think About Security Spending.

Databricks spent years as a quiet data infrastructure company. It did not chase security headlines. It built the platform where enterprise data lives. Databrick’s Lakewatch, launched in March 2026, is what happens when you stop treating security as a separate application and run it directly inside that platform instead. For existing Databricks customers, this is not a new vendor decision. It is a question of whether the infrastructure they already own can replace a tool they are probably overpaying for.

Artificial Intelligence (AI)

NetSuite Separates AI Access From AI Choice; That Is Worth Attention in Any ERP Evaluation

Every ERP vendor is now promising AI. The real question for a CIO is not whether the ERP has AI features, because they all do, but whether those features lock you into that vendor’s AI platform or let you use tools your organization already has. At SuiteConnect London in March 2026, NetSuite gave a clear answer to that question. This brief explains what they announced, what it means practically, and what to press on before you sign.

Artificial Intelligence (AI)

IBM’s Smartest AI Infrastructure Move Since Red Hat

IBM's approximately $11-billion acquisition of Confluent is less about Apache Kafka itself and more about owning the enterprise-grade, real-time data layer that supports modern analytics and AI workloads. For organizations already running IBM platforms, this has meaningful architectural and commercial implications. For cloud-native organizations, the practical impact is narrower than the announcement suggests.

Artificial Intelligence (AI)

AWS Frontier Agents and the Future of Autonomous Enterprise Operations

AWS just reframed the future of software development and operations with its new Frontier agents: fully autonomous, persistent workers that don’t tire, don’t forget, and don’t wait for human supervision. A new Frontier agent, Kiro, promises to take on multiday development work; the DevOps Agent promises to investigate, resolve, and prevent incidents before your on-call team even wakes up. If AWS delivers even 60 percent of what it claims, every CIO and CTO should be recalibrating their 2026 automation roadmap.

Artificial Intelligence (AI)

Device-First Continuum AI: The Technology Behind mimik's Approach

mimik is the first company we've encountered that discusses how to operationalize billions of agents to perform tasks in the physical world, not only within software workflows but also in industrial processes. The company’s core thesis is that the existing cloud-first mobile internet infrastructure is a legacy bottleneck that is unsustainable for the computational, cost, and energy demands of agentic AI. Powered by mimik, DFC-AI seeks to fundamentally reorganize compute distribution by prioritizing the edge.

Artificial Intelligence (AI)

Amazon Quick Suite Unveils AI-Powered Productivity Tools for All Employees

The enterprise agent space is becoming more competitive. On October 9, 2025, Google launched Gemini for Enterprise, and Amazon announced an end-user platform, Quick Suite. Both platforms streamline information access and workflow automation, reducing the need for employees to switch between multiple applications. Amazon Quick Suite centralizes business intelligence, research, and workflow setup in one platform.

Artificial Intelligence (AI)

Salesforce Introduces Next Gen Marketing Cloud for Improved Engagement

In 2025, Salesforce launched its Next Gen Marketing Cloud, debuting a new “agentic marketing” model in which autonomous AI agents independently build, personalize, and optimize campaigns. The update marks Salesforce’s push to fuse sales, service, and marketing into a single data-driven customer journey by replacing the era of “do not reply” messaging with real-time engagement.

Artificial Intelligence (AI)

DeepSeek – The Unexpected Player in AI

In December 2024, DeepSeek released its V3 LLM model. While this release went largely unnoticed by markets, DeepSeek’s R1 model release shook the AI industry with its high performance at low cost and limited infrastructure. While there is certainly some hype, it is perhaps too early to jump on the boat completely. Since DeepSeek’s models are presently open-source, it is likely we are going to see other vendors modify their upcoming releases against R1’s algorithmic operations.

Artificial Intelligence (AI)

Review: Microsoft’s AI Tour in Toronto, Dec. 2024

Microsoft’s AI Tour visited Toronto, ON, on December 3, 2024. The event primarily showcased Microsoft’s latest AI offerings and their capabilities. There were several other vendors present as well to demonstrate their own solutions in partnership with Microsoft. These vendors included NVIDIA, Cohere, Snowflake, and Insight, among others, who displayed how their offerings were using and adopting AI to improve their businesses through information panels. While the event itself offered a promising glimpse into what AI has been doing today to help people and organizations, it also showed why there is the need for measured expectations when implementing AI.

Artificial Intelligence (AI)