The Thirty-Day Window
Compressed diligence windows are a feature of competitive markets, not a bug. The tool that fits inside the window wins the workflow.
Blog
The Deal-Breaker Questions
Before a lean team adopts any tool, they ask two questions. The answers determine whether evaluation turns into use.
The Per-Document Model
Per-seat pricing assumes steady usage. Per-document pricing assumes variable pipelines. The right model depends on how the customer actually works.
The Watering Hole
Every niche has a place where practitioners go to learn. Finding that place is the distribution strategy.
The Implementation Barrier
The difference between a tool that requires deployment and one that just works is the difference between enterprise and everyone else.
The Ninety-Two Percent
Ninety-two percent of firms have tried AI. Five percent have achieved their objectives. The gap between those numbers is a product problem.
The Pilot Trap
Most firms have tried AI. Almost none have made it work. The gap between pilot and production is a product design problem.
The Asset Class Trap
When every tool is optimized for one property type, the analyst who works across types is left with nothing.
The Services Ceiling
When the market pain is real but the solution is a custom build, the gap for a product is confirmed — not filled.
The Workflow Abstraction
The right abstraction level for a tool isn't always the one that matches the domain. Sometimes it's one level up.