Blog
Research-backed insights on AI transformation for PE-backed SaaS portfolios.
Your Specs Are the Leading Indicator Nobody Measures
DORA measures delivery speed. GitClear measures code churn. Nobody measures the specs that cause both. Three metrics you can derive from git today -- and the leading indicator your dashboard is missing.
The Two-Sided Problem Every PE-Backed SaaS Portco Will Face in 2027
Cursor, Klarna, and GitHub Copilot bracket the agentic pricing market. The published material is silent where it counts. Introducing the JustKeenAI Agentic Pricing Framework: a two-sided cost-coverage equilibrium for PE-backed B2B SaaS portcos.
The AI Governance Gap: Why PE-Backed SaaS Companies Need a Framework Before They Need More AI
Governance is the lowest-scoring dimension in AI readiness assessments. A principles-based framework for PE-backed mid-market SaaS — and why it matters for enterprise value.
The Real Numbers Behind Feature Delivery
70-90% of delivery time is spent waiting. 30-50% of engineering effort goes to rework. The most expensive failure in software delivery isn't slow deployment -- it's building the wrong thing.
7 Things Everyone Gets Wrong About AI Transformation
95% of GenAI pilots fail. The failures aren't random -- they follow a pattern of 7 mistakes mid-market SaaS companies keep making. Here's what actually works.
The Uncomfortable Question DORA Can't Answer
DORA tells you how fast you shipped. It doesn't tell you whether you should have shipped it at all. When agents handle implementation, the bottleneck moves upstream -- and our metrics need to follow.
AI Readiness in PE-Backed SaaS: What the Data Shows in 2026
82% of PE firms report active AI usage, but only 7% achieve enterprise-scale deployment. The gap between ambition and operational reality is widening -- and it represents both the risk and the opportunity for operating partners paying attention.
The Spec-Driven Shift
7 modules on how spec-driven development changes product teams. Video lessons, written companions, and hands-on exercises. No cost, no fluff.
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