AlphaSense's real competition which we always

This competitive set shows that AlphaSense was selling against workflow incumbents, not generic AI search. FactSet owned the core public markets desktop with structured data, models, and embedded research tools. PitchBook owned private company, deal, and fund lookup. Tegus owned primary research, where investors searched interview transcripts to hear what operators and former employees were saying. AlphaSense sat in the overlap, trying to become the place where all three workflows could happen in one search layer.

• FactSet mattered because it was already wired into day to day analyst work. Its research stack included conversational search, internal research notes, and auditable answers tied to trusted datasets, which made it hard for AlphaSense to displace as the main workstation.
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• PitchBook mattered because private market research is often a data retrieval job before it is a writing job. Bankers and investors need clean records on rounds, investors, fund histories, and comparable deals. PitchBook kept winning any evaluation centered on private company coverage and transaction data.
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• Tegus mattered because it owned a proprietary transcript library that could not be recreated by adding another model. The 2024 acquisition of Tegus gave AlphaSense expert calls, Canalyst models, and more control over content, which turned a former rival into a content moat.
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The market is moving toward bundled research platforms where search, structured data, and proprietary primary research sit together. That favors AlphaSense if it keeps integrating Tegus deeply enough that a user can move from finding a company, to checking the numbers, to reading fresh expert transcripts without leaving the product.