Workflow Platforms Own Enterprise Dashboards
Core Automation
The real risk is that the company invents the engine, while someone else owns the dashboard where enterprises actually buy and run AI work. Workflow platforms like Glean and Hebbia already sit inside the systems where employees search files, trigger automations, review outputs, and manage permissions. If those platforms become the default place to launch agents, a research first lab can get pushed down into being a model supplier instead of the product that captures budget and user habits.
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Glean is moving from search into an internal agent builder. Customers are already using it for SDR outreach, compliance checks, and finance workflows, and revenue reached about $208M by the end of 2025. That matters because the platform that already connects Slack, Jira, Zendesk, and docs can bundle agent workflows into an existing enterprise rollout.
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Hebbia shows what commercialization looks like in regulated work. It sells high priced seats to finance and legal teams, helps configure workflows with domain specialists, and turns document collections into repeatable outputs like diligence memos, contract analysis, and pitch materials. That is much closer to how enterprise budgets get approved than a lab with no public product.
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These platforms control the last mile. They handle permissions, audit logs, integrations, templates, and human review, which are the pieces enterprises need before autonomous work can touch real processes. Core Automation has the research loop, but these competitors are building the layer that decides which model gets used inside the workflow.
The market is heading toward a split where frontier labs supply intelligence and workflow platforms package that intelligence into trusted enterprise products. The biggest upside comes from owning both layers. If Core Automation wants the full commercial prize, it will need to move from internal research automation into a product with integrations, controls, and workflow entry points before the procurement layer hardens around incumbents.