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3 articles

Shalvi Singh
July 6, 2026 12 min read

Your Competitors Buy the Same Intent Data You Do

The same Bombora and 6sense feeds reach every competitor in a category at once, so buyer intent no longer buys an edge. Under Signal Parity, the advantage moves to how fast you interpret and route what everyone already has.

Shalvi Singh
July 5, 2026 7 min read

The Governance Crossover: Why the Same Autonomy Level Helps One Team and Wrecks Another

The same autonomy setting cuts cost for one team and raises it for another, because what decides the outcome is where a team's review process sits relative to the governance crossover, not the model or the task chain.

Shalvi Singh
June 18, 2026 5 min read

Positioning Is Shape, Not Score

In a category where every product scores the same on every axis, you win by dominating one axis and letting the rest fall, because buyers and AI answer engines retrieve shape, not average score.

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