When Idea Filters Become a Growth Bottleneck (AI SaaS)

Filters help you pick. Past pick, they can stall AI growth.

When It Helps

• Picking your first AI use case.
• Choosing between vertical applications.
• Deciding whether to chase a model release.

When It Becomes a Bottleneck

• You re-filter every model release.
• You filter expansion ideas with v1 filters and kill them all.
• You filter as a way to avoid scaling sales.

What to Do

Past initial PMF, the filter is: "does this help my existing customers buy more?" Customer pull beats new-niche scoring.