The TechCrunch AI story underscores a critical, second-order shift in the AI product landscape: defensibility is moving away from pure technical novelty. When core infrastructure components, like an MCP gateway, can be replicated quickly, a startup's primary advantage may evaporate if a well-resourced 'customer' decides to build in-house. This dynamic suggests that for many AI infra startups, the most valuable asset might not be the code, but the contractual moats and go-to-market relationships established early.
The real cautionary tale here is for founders to negotiate pilot agreements not just as sales, but as strategic partnerships with clear boundaries, as the line between client and competitor has never been thinner.