Insights and Reports for Professional AI Teams.
Structured editorial analysis on what is changing, what matters, and which workflows are actually improving.

Teachers and School AI Policy: Cambridge's 8 Principles
Cambridge's new report sets eight principles for AI in schools, from teacher input to equity. What it says and what to ask before choosing a tool.
Key Insight
Cambridge's new report sets eight principles for AI in schools, from teacher input to equity. What it says and what to ask before choosing a tool.
Latest Insights

Teachers and School AI Policy: Cambridge's 8 Principles
Cambridge's new report sets eight principles for AI in schools, from teacher input to equity. What it says and what to ask before choosing a tool.
Key Insight
Cambridge's new report sets eight principles for AI in schools, from teacher input to equity. What it says and what to ask before choosing a tool.

GLM-Legal's 19.2% Harvey LAB Score: What It Measures and What It Doesn't
Z.ai reports 19.2% all-pass on Harvey's legal agent benchmark for GLM-Legal. Here's what the test covers, what the number leaves out, and what to ask before you pilot it.
Key Insight
Z.ai reports 19.2% all-pass on Harvey's legal agent benchmark for GLM-Legal. Here's what the test covers, what the number leaves out, and what to ask before you pilot it.
Can AI Tools Use MLS Listing Data?
MLS leaders say data licenses were built to distribute listings, not to govern AI, and each MLS sets its own rules. Here is what they said at the CMLS Open House conference and what to ask a vendor about its listing data.
Key Insight
MLS leaders say data licenses were built to distribute listings, not to govern AI, and each MLS sets its own rules. Here is what they said at the CMLS Open House conference and what to ask a vendor about its listing data.
Latest Reports

Finance Teams Are Spending More on AI in 2026 — But Only 1 in 5 Call It a Success
A survey of roughly 300 finance and accounting professionals finds AI investment climbing steadily while measurable success stays rare. The most telling shift: integration problems, not skepticism about AI, are now the top thing holding teams back.
Key Insight
A survey of roughly 300 finance and accounting professionals finds AI investment climbing steadily while measurable success stays rare. The most telling shift: integration problems, not skepticism about AI, are now the top thing holding teams back.
Education AI Procurement Report: What FERPA/COPPA-Ready Tools Will Require in 2026
Classroom AI adoption is no longer the hard part. This report breaks down what FERPA and the amended COPPA Rule now actually require from vendors before a tool clears district procurement.
Key Insight
Classroom AI adoption is no longer the hard part. This report breaks down what FERPA and the amended COPPA Rule now actually require from vendors before a tool clears district procurement.

Legal AI Governance Report: What Audit-Ready Contract Review Will Require in 2026
Legal teams are moving toward governance-first AI contract workflows. This report explains what features, policies, and workflow controls will define audit-ready legal AI in 2026.
Key Insight
Legal teams are moving toward governance-first AI contract workflows. This report explains what features, policies, and workflow controls will define audit-ready legal AI in 2026.