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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
September 12, 2012

Sensors Sensors Everywhere

Data to Decisions
A sensor is anything that can create data about its environs.
Analyst Blog
August 29, 2012

2012 SuperNova Award Semifinalists #SNA12

The moment you#39;ve all been waiting for is here. Constellation Research is happy to announce the semifinalists of the second annual SuperNova Awards! This year#39;s semifinalists are recognized as champions of technology that have overcome the odds in successfully applying emerging and disruptive technologies within their organizations.