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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
December 05, 2022

Selling Everywhere

Data to Decisions
“Always be closing.” The minut
Liz Miller
Analyst Blog
November 08, 2022

CFOs…You Asked For This. Are You Ready?

Data to Decisions
Planful Acquires Plannuh Bringing Financial Planning to the Desk of the CMO to Change the Marketing Operations Game
Liz Miller
Analyst Blog
October 31, 2022

Was it Magic or Was it Dreamforce?

Data to Decisions
The campground for business reopened for the first time since the pandemic in
Liz Miller