AI Output Disclaimer

Version BETA 1.0 • Last Updated: 2026-05-01

Closed Beta Agreement — This document applies during the beta period. Terms may be updated before public launch.

1. Nature of Generative AI

Foreman relies on large language models (LLMs) and probabilistic generative AI to orchestrate agents, analyze data, and produce deliverables. By its fundamental nature, generative AI is designed to predict text patterns rather than retrieve deterministic facts.

2. Verification Responsibility

All AI-generated outputs, including briefs, plans, code snippets, and research summaries, must be thoroughly reviewed and verified by a qualified human before being relied upon for business operations, client delivery, or public distribution.

The platform may confidently generate plausible but factually incorrect information (commonly known as "hallucinations"). It may misinterpret instructions, fail to weigh contradicting data properly, or apply flawed logic to complex problems. You assume total responsibility for the accuracy and applicability of any output you utilize.

3. No Professional Advice

Foreman is an operational assistant, not a substitute for licensed, certified, or otherwise qualified professionals. Specifically, Foreman does not provide:

Legal Counsel: Agents cannot draft binding contracts, interpret laws, or provide legal strategy. Any legal templates generated must be reviewed by your attorney.
Financial or Tax Advice: Agents cannot provide tax filing instructions, investment guidance, or certified accounting data.
Medical Advice: The system must never be used to diagnose, treat, or advise on health or medical conditions.
Engineering Certification: Architectural plans, load-bearing code calculations, or infrastructural system designs generated by the agents carry no warranty of safety or viability.

4. Limitation of Liability for Outputs

Foreman, its affiliates, and its subprocessing LLM providers shall bear no liability for any direct, indirect, incidental, or consequential damages resulting from your reliance on an AI-generated output. Your decision to execute a strategy, publish content, or utilize code generated by Foreman is entirely at your own operational risk.