
Deliberate helps teams audit, replay, and apply policy gates to the decisions their AI agents almost made.
Deliberate
Deliberate helps teams audit, replay, and apply policy gates to the decisions their AI agents almost made.
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What it does
Deliberate provides a complete record of every option an AI agent considered, rejected, and executed, offering an auditable trail beyond simple console replays. It features policy gates for production writes, approval workflows for compliance teams, and an interactive replay console to understand agent forks. The platform is designed for teams running LangGraph or OpenAI Agents pipelines in production to prevent incidents and ensure accountability.
Who it helps
Teams running AI agents, specifically those using LangGraph or OpenAI Agents in production environments, who need robust auditing, compliance, and incident response capabilities.
Why it's interesting
Deliberate addresses a critical and growing pain point: the lack of visibility into AI agent decision-making, which can lead to severe incidents. With regulatory deadlines like the EU AI Act approaching, the demand for auditable AI systems is set to surge, giving Deliberate strong market timing and a clear value proposition for high-stakes AI deployments.
Card stats
AI-assisted scores estimated from public website information only.
FounderDeck estimate
Medium confidenceThis FounderDeck estimate of $500,000 reflects Deliberate's clear solution to a high-stakes, growing problem for AI teams, especially with strong regulatory tailwinds like the EU AI Act. The product vision is well-articulated, addressing a critical need for auditing and control over AI agents. The estimate acknowledges its early stage as a design partner pilot, lacking public traction or explicit pricing, but recognizes the significant market need and potential for a valuable B2B SaaS offering.
Valuation date: 2026-06-05. Estimate generated from public signals.
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