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Constellation Insights
November 4, 2025

Snowflake launches Agent GPA, aims to grade your AI agents

Snowflake is looking to give your AI agents a GPA. While the company is grading the accuracy of AI agents, it's really evaluating goals, plans and actions (GPA) in an open source framework that reaches near human levels of error detection rates and localization accuracy.

Research
October 28, 2025

Assessing Agentic Enterprise Readiness

This report reveals how executives are preparing for agentic AI, highlighting strong interest but limited progress—and offering a roadmap to move from isolated pilots to enterprise-scale transformation.

Constellation Insights
October 26, 2025

CCE 2025: AI agents: Dreams, reality and what's next

Enterprises chasing agentic AI are likely to run into a reality check, but there's considerable upside ahead if they can navigate the moving parts. At Constellation Research's Connected Enterprise 2025, CxOs discussed the current state of play for AI agents, the reality and what's ahead.