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OpenAI is building AI agents for everything. Will everyone use them?

By Modelverse Editorial·August 24, 2026·2 min read
OpenAI is building AI agents for everything. Will everyone use them?

OpenAI launched ChatGPT Work, a $20/month desktop agent that can read and act on a user's email, Slack, phone, Notion, Figma, etc., aiming to extend LLM assistance beyond Q&A to autonomous task completion for white‑collar workers.

Built on the Codex code‑generation model, the system performs multi‑step workflows without constant prompting, consuming more tokens per session and thus increasing per‑user revenue. Key technical points:

  • Based on Codex architecture, fine‑tuned for tool use.
  • Operates via API calls to integrated services (email, Slack, etc.).
  • Subscription tier provides access to the lowest‑priced plan.
  • Token usage scales with task length, affecting cost.
  • Competes with vertical‑specific agents like Harvey and Clay that use model‑agnostic plugs.

Ambrosino acknowledges the risk of inadvertent data leakage when the model pulls from private messages, noting that he accepts occasional personal trade‑offs for testing. OpenAI emphasizes safety layers that restrict the agent’s ability to share sensitive information, though the exact mechanisms remain proprietary. The product’s licensing follows the standard ChatGPT Plus terms, granting commercial use of generated output while retaining model ownership.

Why this matters

The shift toward agents that can act across personal and professional data stores raises both revenue potential and privacy concerns for OpenAI; higher token consumption per user directly improves monetization, but the reliance on broad data access necessitates robust, transparent safeguards to prevent unintended disclosure, a trade‑off that will likely shape adoption rates and regulatory scrutiny as the tool expands beyond early‑adopter engineers.

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