Frameworks
Updated 5/29/2026
The Aptum AI Levels
The Aptum Levels are a five-rung maturity framework for data and AI in PE-backed operating companies. Find your rung, and the next move becomes obvious.
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Perspectives on operational systems, automation, and applied AI, from the field, not the ivory tower.
Data Strategy
3/17/2026
Understanding Realtime vs. Snapshot Data: Why You Need Both to Actually Understand Your Business
Realtime data shows what is happening right now, while historical snapshot data can help explain why it matters. Most businesses track one but miss the other — and it costs them.
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AI Strategy
11/20/2025
A Framework to Measure AI Value in the Enterprise: From Industrial Engineering to Cognitive Productivity
Most organizations invest in AI without knowing how to measure its impact. This framework borrows from industrial engineering to quantify cognitive productivity gains — and make the business case for continued investment.
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Case Study
10/15/2025
Case Study: Transforming a $200M Non Profit with Airtable
How a large philanthropic organization replaced fragmented spreadsheets and siloed systems with a unified Airtable operating environment — and what it took to get there.
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Automation
9/8/2025
How to Use Automation in Small Business: Strategies for Success
Automation isn't just for enterprise. Small businesses that implement the right automations in the right order see dramatic gains in capacity and margin — without adding headcount.
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AI & Automation
8/22/2025
AI vs. Automation: Which is Right for Your Business?
AI and automation are often used interchangeably, but they solve fundamentally different problems. Understanding the distinction is the first step toward making smart investments in either.
Read moreDead Reckoning
Strategy for navigating uncertain business terrain.
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