Rogo's Opening Against Data Incumbents

This shows how the data incumbents defend their turf, they pair hard to replicate proprietary datasets with AI features, but their business model leaves room for a faster specialist to win workflow share. FactSet owns the raw ingredients bankers already trust, including estimates and StreetAccount news, and has turned them into Mercury and Pitch Creator inside existing Office workflows. But the product stack is large, heavily integrated, and sold as expensive seats, which makes rapid product change and flexible deployment harder than for an AI native tool built around one job.

• FactSet built its moat over years of data acquisition. It bought JCF Group for estimates in 2004 and StreetAccount in 2012, then layered Mercury, Chart Creator, and Pitch Creator on top, so users can ask questions, build charts, and assemble pitch materials without leaving the workstation.
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• S&P is following the same vertical playbook. Capital IQ Pro added Document Intelligence and ChatIQ, then integrated Visible Alpha estimates into the platform in March 2025. The pattern is clear, incumbents are folding AI into the data products banks already license, rather than selling a separate greenfield tool.
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• That creates an opening for Rogo. Bankers already tolerate slow, complex incumbent software because the data is indispensable, but they still spend hours cleaning comps, updating models, and rebuilding slides. A faster product that plugs into Capital IQ or FactSet data can win usage even if it does not replace the core terminal.
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The next phase is a split market. Incumbents will keep shipping AI across their full platforms and use proprietary data to protect renewal revenue, while AI native tools race ahead on speed and usability in narrow workflows like model auditing and pitch drafting. The winners will be the products that sit closest to the banker’s daily file, spreadsheet, deck, and transcript workflow.