AI Agent Web Safety Guard

AI agents (Claude Code, ChatGPT) make mistakes on shopping and research tasks, adding wrong items or misreading info. A browser extension that validates agent actions, flags suspicious decisions, and requires confirmation prevents costly errors. Target: power users automating tasks with AI agents.

Agentic AI workflows are moving fast — Claude Code, Operator-style browsing agents, and ChatGPT's task automation are all shipping now, and the failure modes (hallucinated form inputs, wrong checkout confirmations, misread prices) are real and documented. No clear incumbent exists in the validation/guardrail layer specifically for browser-based agent actions, though general browser extensions like Requestly touch adjacent territory. The $2k–10k/mo revenue band is plausible if priced as a pro tool at $10–20/month, but it requires a meaningful base of users who are actually running agents on consequential tasks daily — still a small cohort today even among power users. The biggest risk is timing: the agent platforms themselves (Anthropic, OpenAI, browser vendors) are the natural owners of this safety layer and could absorb it natively within a product cycle or two, leaving a third-party extension with no defensible position.