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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
August 26, 2023

Monday's Musings: Will Generative AI Drive Humanity Into The Dark Ages Of Knowledge?

Data to Decisions
Big Brains In AI Discuss The Risks of Generative AI At Reinvent Futures Event On July 27th, 2023, almost 300 people gathered at Shack15 in the Ferry building in San Francisco to discuss the actual risks of Generative AI. The event hosted by Reinvent Futures with Peter Leyden and Joe Boggio brought together the biggest minds on AI for an evening of deep discussion.
R "Ray" Wang
Analyst Blog
August 14, 2023

Confidence in computing

Digital Safety, Privacy & Cybersecurity
We need to shift the expectation of consumer-grade security and make serious encryption the norm everywhere.
Steve Wilson
Analyst Blog
August 13, 2023

Monday's Musings: Time To Focus On Revenue Platforms, Not Piecemeal "RevOps"

Data to Decisions
Every Enterprise and Brand Is Focused On Revenue Growth While Trying To Achieve Operational Efficiency There has never been a greater focus on revenue, however, Chief Revenue Officers (CROs) face a dual mandate. On one hand, they must continue to find growth and revenue, on the other hand, leaders must balance operational efficiency and reduced budgets. Constellations recent CXO Business Confidence Survey highlights how all CXO's face this dual mandate over the next 18 to 24 months.
R "Ray" Wang
Analyst Blog
August 08, 2023

Confidential but in the limelight

Data to Decisions
Confidential Computing could be the future of all computing, confidential or otherwise.
Steve Wilson
Analyst Blog
July 30, 2023

News Analysis: Q2 2023 MATANA Stocks Still Shine

Data to Decisions
Three Factors Drive Growth In MATANA Stockslt;brgt; 1. AI Powers Valuation Growth, But Earnings Growth Keeps Momentum Going, 2. Ads Are Back For The Remaining Digital Giants, 3. Cloudy Times Ahead (For Now).
R "Ray" Wang