Find exactly where established tools fail the buyers you want

Buyers rarely leave a tool because a competitor is better. They leave because something stopped working for them at a moment that mattered, and they stopped believing the tool would catch up. That gap between expectation and reality is where markets actually shift. This agent traces those moments through real buyer signals. It finds the patterns in what people said when they switched, what they were searching for, and where an incumbent consistently fell short of what the market actually needed. The output is a failure map grounded in real demand data rather than category assumptions: precise weakness points you can build against, speak to in positioning, or use to define exactly where your product belongs.