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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 01, 2023

News Analysis: Global Indian IT Services Firms Q4 Wrap Up

Data to Decisions
Temporary Slow Down Ahead All indications from Constellations 1000 person executive network show a temporary 3 to 6 month slowdown ahead. This pause in general IT spending impacts mostly the North American markets.
R "Ray" Wang
Analyst Blog
May 01, 2023

News Analysis: Big Tech Shows Signs Of Stability

Data to Decisions
The Q1 Tech Earnings Breathe Life Among The Digital Giants. With just Apple left to report in the tech earnings season, three major trends have emerged
R "Ray" Wang
Analyst Blog
April 28, 2023

Welcome to Constellation Insights, here's our plan

Marketing Transformation
With the launch of Constellation Insights, we'll be bringing the enterprise technology market breaking news and analysis complemented by Constellation Research's team of analysts and community of hundreds of CXOs.
Larry Dignan