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Analyst Blog
January 21, 2026

Agentic Automation Doesn’t Fail at Reasoning. It Fails at Inputs.

Data to Decisions
Most enterprise AI failures aren’t caused by bad models. They’re caused by teams trying to scale automation on top of search-era infrastructure. This article is about what breaks after the demo and what you have to build differently.
Michael Ni
Analyst Blog
January 21, 2026

Constellation Research's AI-First Service Firms

Future of Work
Legacy organizations caught between two S-curves must quickly decide whether to start from scratch and migrate, or to modernize their technical debt within their existing organizational structures. Organizations embracing an AI-first approach will make the key architectural shift needed to gain an attacker’s advantage.
R "Ray" Wang
Analyst Blog
May 24, 2023

Why firing is more important than hiring when building a startup

New C-Suite
If a startup has two choices of hiring someone awesome or firing an underperformer it's more important to fire, says Uri Levine, a two-time unicorn builder with Waze Moovit and author of quot;Fall in Love with the Problem, Not the Solution.quot;
Larry Dignan
Analyst Blog
May 23, 2023

Accenture's Paul Daugherty: Generative AI today, but watch what's next

Data to Decisions
Generative AI will have a tremendous impact on workers and likely impact 40 of the working hours across industries, but that doesn't mean 40% of jobs will go away, said Accenture CTO Paul Daugherty, who was the 1,000th guest on Constellation Research's DisrupTV.
Larry Dignan
Analyst Blog
May 22, 2023

HOT TAKE: ServiceNow Cloud Observability from Knowledge23

Data to Decisions
lt;span style=quot;tab-stops:list 1.0inquot;gt;For those legacy customers, who are using the ServiceNow platform, lt;/spangt;lt;span style=quot;color:#444444quot;gt;Cloud Observability lt;/spangt;lt;span style=quot;tab-stops:list 1.0inquot;gt;is a no-brainer add-on.lt;/spangt;
Andy Thurai
Analyst Blog
May 22, 2023

Dell Technologies revamps APEX Cloud platform

Tech Optimization
The APEX updates, announced at Dell Technologies World in Las Vegas, came as Chairman and CEO Michael Dell and co-chief operating officer Chuck Whitten walked through the company's portfolio, innovation and customers including the likes of Hyundai.
Larry Dignan