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Riolyn Murray

Riolyn Murray

Stanford Graded AI. It's Brilliant, Broken, and Coming for Payroll!

Stanford Graded AI. It's Brilliant, Broken, and Coming for Payroll!

Every year, Stanford University publishes a massive independent review of where AI actually stands, no sales pitch, no fundraising narrative. Just data. The 2026 edition landed this week. It's over 400 pages long.
Riolyn Murray 15 Apr 2026
The Hire You're About to Make — AI Already Does That Job

The Hire You're About to Make — AI Already Does That Job

The traditional hiring process is being rewritten. AI employees now handle the roles SMBs hire for at 1/10th the cost, from day one. Read this, before you post that job description on LinkedIn
Riolyn Murray 08 Apr 2026
$2 Trillion Is Moving From Payroll to AI. The 2026 Reports Explain Why.

$2 Trillion Is Moving From Payroll to AI. The 2026 Reports Explain Why.

$2T is shifting from payroll to AI agents. 2026 data shows SMBs winning by treating AI as headcount, not software—deploying autonomous revenue employees with clear ROI.
Riolyn Murray 25 Mar 2026

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