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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
November 22, 2012

Lotus Is Dead. Long Live Lotus

Future of Work
Update: Apparently not everyone is aware of the saying from which the title o
Alan Lepofsky