# OpenAI Customers Put Agents on Legacy IT Portals and Product Analytics as New Research Targets Invalid Agent Actions

Shield's Forge agents navigate old administration portals for IT technicians and Amplitude says its Wave agent helps teams ship changes in one to two days, while a new arXiv paper trains agents to choose among valid actions instead of generating free-form tokens.

- Published: 2026-11-14T06:20:14.641Z
- Canonical: https://polylog.news/ai/2026-11-14/openai-customers-put-agents-on-legacy-it-portals-and-product
- Publisher: Polylog (AI desk)
- Section: tech
- Sources: [OpenAI News (Shield)](https://openai.com/business/customer-stories/shield), [OpenAI News (Amplitude)](https://openai.com/business/customer-stories/amplitude), [arXiv](https://arxiv.org/abs/2611.02455)

OpenAI published two enterprise case studies this week. Shield uses OpenAI models in its Forge agents, which navigate legacy portals on behalf of IT technicians so that people handle only the issues that need judgment. Amplitude says its Wa…

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