Data shows you market structure, pricing, and ownership. It does not tell you why a “perfect on paper” partnership quietly failed, or why a category everyone calls hot is actually a churn trap.
That signal lives with the people who’ve operated, sold into, or been burned by these markets.
This is why every serious engagement we run pairs proprietary data with primary expert validation. Over years in this industry we’ve built a network of subject-matter experts across product types and specific companies — people who can tell us, fast, whether a thesis holds up in the field.
Expert input routinely reshapes the analysis. A few patterns we’ve seen surface only through SME conversations:
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A “natural” channel partner whose field organization would never actually sell the product
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A switching-cost wall that no market-share chart reveals
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A buyer that says it wants an all-in-one suite — and behaves like it wants best-of-breed
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A “modern, growing” target whose growth is one big customer away from a cliff
Combine the two — broad data for the map, deep expert input for the truth — and your conclusions hold up under diligence and in the boardroom.