Cooley deploys ChatGPT Work to automate IPO legal review

The more pointed detail here is the workflow insertion point: GO Public operates upstream of senior attorney review, meaning it is shaping what questions get escalated rather than just accelerating answers. That is a different kind of leverage than a document-search tool, and it carries different liability exposure if the triage logic misses a material disclosure flag.

Modelwire has no prior coverage to anchor this to directly, so it sits largely disconnected from stories already in our archive. It belongs instead to a broader pattern playing out across professional services: firms deploying enterprise LLMs not as general assistants but as intake filters for high-stakes structured workflows. The IPO context is particularly telling because the document set is relatively standardized, which reduces the hallucination surface area that makes legal AI adoption risky elsewhere. That standardization is probably why Cooley chose this workflow as a proof point rather than, say, litigation discovery.

Watch whether a direct BigLaw competitor, particularly one with an active capital markets practice, announces a comparable IPO-specific tool within the next two quarters. If that happens, it confirms the workflow is replicable enough to commoditize quickly and that Cooley's window for differentiation is shorter than the announcement implies.