How to Measure AI ROI Across Your Workforce
Most companies measure AI ROI by counting seats. Here is how to measure it across the workforce, by tying demonstrated AI use to work output and cost.
October 15, 2026 8 min read
CFO Insights ROI
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The Latest from the Levos.AI team
Research, analysis, and commentary on workforce intelligence, AI adoption, and human capital strategy from the Levos.AI team.
AI ROI 21 posts
AI Cost Governance Is Spreading. The Value Evidence Is Still Self-Reported.
KPMG finds 74% of organizations include cost reviews in AI approval. The value claims beside that figure are leader-reported. What a CFO should ask for instead.
October 13, 2026 7 min read
CFO Insights AI Governance
48% of Surveyed US Employees Admit Exaggerating Their AI Use. What That Does to Adoption Metrics
A Visier survey of 1,000 US employees found that 48% exaggerated their AI use. What performative AI does to adoption metrics, and what to measure instead.
October 8, 2026 8 min read
AI Impact CHRO Insights
Vendor AI ROI Claims: How to Read a Commissioned Copilot ROI Study
A vendor-commissioned AI ROI study is a framework, not evidence about your company. How to read one, using the Copilot TEI study's own disclosures box.
October 6, 2026 9 min read
AI Impact CFO Insights
AI License Utilization: Why a Seat Count Is Not an Adoption Metric
A license records what finance approved. It cannot detect whether work changed. What the 2026 ITAM data shows, and how to measure AI tool adoption instead.
September 22, 2026 9 min read
AI Impact CFO Insights
The AI Productivity Paradox: Perceived Gains Are Outrunning Measured Ones
Fed economists found perceived AI productivity gains exceed measured gains. Four 2026 datasets give four answers, and nearly all of them are self-report.
September 3, 2026 8 min read
AI Impact CHRO Insights
The CFO's Guide to Workforce ROI
Workforce is the largest line on the P&L and the least measured. A CFO's guide to building a defensible workforce ROI number, from cost to demonstrated output.
September 2, 2026 8 min read
CFO Insights ROI
80 Percent of Engineers Get a 3 Percent AI Productivity Gain. The Top 20 Percent Get 55.
McKinsey found most engineers gain about 3 percent from AI while the top fifth gain 55 percent. A company-level average describes almost nobody in the building.
August 31, 2026 7 min read
AI Impact AI Strategy
Zero of 150 Leaders Achieved AI Cost Reduction. Here Is Why.
A study of 150 leaders found no organization achieved AI cost reduction. Two-thirds said costs rose. Only 43 percent could say where AI was being used.
August 18, 2026 7 min read
CFO Insights AI Strategy
AI ROI Benchmarks 2026: What the Headline Numbers Actually Measure
The 2026 AI ROI benchmarks range from 11 to 21 percent. Here is what each number is built from, and why most of them are expectations, not measurements.
August 9, 2026 7 min read
AI Impact CFO Insights
The AI ROI Gap: What the Companies Getting Value Do Differently
PwC finds 20 percent of companies capture 74 percent of AI's value. The dividing line is not more tools. It is measuring what AI actually changes at work.
July 31, 2026 8 min read
CFO Insights
The Visier Alternative for Teams Measuring What AI Returns at Work
Visier is a strong people analytics platform. When the question becomes what AI returns inside the work, here is where a team outgrows it and what sits above.
July 28, 2026 8 min read
Comparisons CHRO Insights
The Lattice Alternative for Teams Measuring AI Workforce ROI
Lattice runs the performance cycle well. When the question becomes what AI returns across the workforce, here is where a team outgrows it and what sits above.
July 23, 2026 8 min read
Comparisons CHRO Insights
Why AI ROI Studies Contradict Each Other, and Which One Your CFO Should Believe
Deloitte says most AI initiatives are meeting ROI expectations. MIT found 95 percent of pilots showed no P&L impact. Same year, same firms, opposite answers.
July 20, 2026 7 min read
CFO Insights Research
The Manager Bottleneck: AI Doubled the Output. The Review Layer Did Not Move.
AI doubled the rate of reviewable work and the management layer has not moved. Here is why the workforce stack cannot see the bottleneck before it surfaces.
May 28, 2026 7 min read
CHRO Insights AI Strategy
The Reshape Problem: BCG Says 55 Percent of US Jobs Are Changing. Your Workforce Stack Cannot See It.
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May 26, 2026 7 min read
CHRO Insights
Subtraction Is Not a Strategy: Why AI-Driven Layoffs Are Failing the ROI Test
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May 26, 2026 7 min read
CFO Insights
How to measure AI workforce ROI without the vendor self-grading problem
No vendor can grade its own AI. Here is how to measure AI workforce ROI with controlled cohort analysis and confidence scoring that a CFO can defend today.
May 19, 2026 8 min read
AI Impact ROI
The AI ROI Gap: What Uber's CTO Couldn't Answer
Uber exhausted its full-year 2026 AI budget by April. The cause was not infrastructure or a vendor contract. It was internal adoption no one had modeled. Here is why every enterprise will face the same gap, and what an AI Impact intelligence layer actually has to measure.
May 19, 2026 7 min read
AI Governance CFO Insights Engineering Leadership
Counting Agents Is Not a Strategy: How CFOs Should Actually Measure AI Investment
CFOs are being asked to justify AI spend. Agent counts do not answer the question. Here is the four-number framework that does, with the math a CFO can put on a board slide.
May 19, 2026 7 min read
CFO Insights AI Strategy
The 42% Problem: Why Half of AI Initiatives Stall at the ROI Wall
PwC reports 42% of companies are stuck on AI ROI. The problem is not access to AI. The problem is measurement. Here is what breaking through actually requires.
May 19, 2026 6 min read
AI Strategy