Sullivan & Cromwell brings legal expertise into agreement review

OpenAI Blog Products

Summary

Sullivan & Cromwell 与 OpenAI 合作打造的 Agreement Analyzer 将律所先例、谈判手册与 ChatGPT Enterprise 整合进合同审查工作流,利用并行的对抗式 AI 代理生成分析与修订建议供律师审阅。合作中还提到了 GPT-6 Astra 带来的推理能力提升。

In collaboration with OpenAI, Sullivan & Cromwell developed Agreement Analyzer, an AI tool for identifying issues in a draft agreement.
Original Article
View Cached Full Text

Cached at: 10/16/26, 01:18 AM

# Sullivan & Cromwell brings legal expertise into agreement review Source: [https://openai.com/index/sullivan-cromwell/](https://openai.com/index/sullivan-cromwell/) For lawyers at Sullivan & Cromwell, reviewing a draft agreement includes weighing its terms against relevant precedents, using approaches based on the Firm’s experience and being mindful of a client’s priorities\. The firm’s Agreement Analyzer brings those inputs into a single review workflow, producing analysis and proposed changes that lawyers can inspect and refine\. > “I think AI will \. \. \. allow lawyers to focus on the areas where their judgment is most important \. \. \. so they can concentrate on the questions that are most critical for their clients\.” —John Savva, Partner, Sullivan & Cromwell ## Bringing firm expertise into agreement review Though AI was initially used most for repetitive, administrative tasks like drafting email responses or checking calendars, Savva finds that recent improvements in AI models’ analytical capabilities have changed its usage\. “Now, we’re seeing many more opportunities for use in challenging legal tasks such as deep analysis of complex agreements,” he says\. Agreement Analyzer helps lawyers compare corresponding provisions across precedents and track how those provisions interact\. Sullivan & Cromwell partner John Savva developed Agreement Analyzer as a single\-user proof of concept built with Codex\. He then collaborated with OpenAI on improving the quality of outputs, enhancing efficiency through parallel processing and transforming the application into a tool that could be used by multiple lawyers at the same time\. Agreement Analyzer integrates Sullivan & Cromwell’s workflows, curated firm precedents, negotiating playbooks and ChatGPT Enterprise\. After inputting a draft agreement into the tool, a lawyer can add their own selected precedents and a playbook with firm and client positions, as well as information on market practice\. The tool performs multiple review cycles from different perspectives, synthesizes the outputs, helps identify potential issues and returns a memorandum and proposed tracked changes for a lawyer to review, adapt or reject\. > “It’s not about replacing lawyers\. It’s about providing a tool for lawyers to do deeper analyses and find more authority and precedents to provide an even higher quality product for their clients\.” —John Savva, Partner, Sullivan & Cromwell ## Making sources and uncertainty visible Savva emphasizes that what makes an AI tool’s output trustworthy is full transparency\. “If an AI tool makes a claim about market practice, you need to be able to see the source of that information,” he says\. Savva describes an application in which agents develop conclusions and other agents challenge them in an adversarial process\. In a potential use case, specialized agents review the agreement in parallel for such things as market deviations and risk allocation, interactions between clauses, and ambiguities that could impact litigation\. The results distinguish findings supported after challenge by other agents, dismissed findings, and unverified issues retained with qualifications\. Lawyers can inspect the issues, their supporting explanations, and the relevant precedents, then decide which findings warrant changes in the final markup\. ## What’s next Sullivan & Cromwell is continuing to explore tools shaped around specific legal tasks\. For Savva, stronger analytical capabilities create an opportunity to support more of the research and writing process\. Savva points to advances in reasoning capabilities with GPT‑6 Astra: “Astra’s really moved things forward in terms of the quality of the reasoning that’s available, and that has been the bottleneck in the past,” he says\.

Similar Articles

Thomson Reuters on Building Trust in Legal AI | OpenAI

YouTube AI Channels

Thomson Reuters shares how it uses ChatGPT Enterprise to create a centralized, collaborative legal workspace—boosting drafting efficiency while ensuring AI outputs are verifiable and citable, in response to the legal industry's strict demands for trust.

Simplifying contract reviews with AI

OpenAI Blog

Ironclad integrated OpenAI's GPT-4 into its AI Assist™ contract review tool, enabling legal teams to automate contract editing while maintaining human oversight and data privacy. The integration has been live since GPT-4's launch in April 2023.

Advancing computer use with Ironclad

OpenAI Blog

OpenAI announced a partnership with Ironclad to turn real contracting and procurement workflows into training and evaluation tasks for AI agents, with GPT-6 Astra scoring 32% higher than GPT-5.6 Sol on these tasks while cutting estimated time per attempt by 48%.

Amp puts AI agents to work beyond code with OpenAI models

OpenAI Blog

Amp 通过 OpenAI 模型将其 AI 智能体从代码扩展到写作、设计和营销等更广泛的工作场景,并推出 Sign in with ChatGPT、Puck 语音通话(Calling Puck)和 Ultrafast 模式等功能。Amp CEO Quinn Slack 表示 GPT-6 Astra 和 GPT-Live-1 显著提升了智能体的能力和使用体验。