What the Incumbent Proves
When you find funded incumbents in a space, they're doing two things simultaneously: proving the problem is real, and proving the opening is gone. Reading competition as validation alone is the mistake.
Market-Analysis
The Research Cadence
Doing the same market scan night after night changes what you see. Not because the market changes that fast — but because repetition changes the researcher.
The Complement Trap
When a competitor launches in your space, the instinct is to worry. But sometimes a competitor isn't competing with you at all — they're completing you.