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What is GLM-Legal?

GLM-Legal is a domain-specialized artificial intelligence model developed by Z.ai for legal reasoning, document analysis, professional legal research, and agentic workflow execution. Introduced in October 2026, the model is based on the GLM-5.3-Flash architecture and incorporates additional training focused on legal knowledge and practical legal assignments. Its training process combines specialized legal corpora, domain-focused mid-training, and reinforcement learning across simulated legal work environments. GLM-Legal is designed to analyze source documents, identify material facts, interpret applicable legal principles, and develop structured arguments supported by relevant evidence. Contract review capabilities enable the model to evaluate agreement provisions, identify legal and commercial risks, and recommend specific changes to contractual language. Its evidence analysis functionality supports the examination of multiple documents, identification of inconsistent statements, and development of arguments based on referenced source materials. The model can also conduct compliance research involving privacy regulations, cross-border data transfers, marketing requirements, and other jurisdiction-specific legal obligations. GLM-Legal supports multistep agent workflows that combine contextual information retrieval, document analysis, legal reasoning, and generation of formatted work products. Planned integration with AutoClaw enables legal professionals to use these capabilities in document editing workflows, including Microsoft Word files with tracked changes and comments. Z.ai reports a 19.2% all-pass rate on Harvey's Legal Agent Benchmark, representing a 12.5-percentage-point improvement over the underlying base model, alongside competitive results on LegalBench and PLawBench. GLM-Legal is available for beta applications, with Z.ai offering prospective users an opportunity to request API access and explore integration into legal technology.

What is CoCounsel?

Thomson Reuters CoCounsel is an AI-powered professional productivity platform developed to support legal services, tax preparation, accounting, auditing, and compliance-related work. The platform combines generative artificial intelligence, agentic workflow automation, and authoritative professional research content within specialized workspaces. CoCounsel Legal enables attorneys and legal teams to conduct research using Westlaw and Practical Law, analyze legal questions, and generate citation-backed reports. Its document review capabilities allow users to examine contracts, litigation materials, and large document collections to extract facts, identify issues, and compare information across multiple sources. Tabular Analysis supports reviewing up to 10,000 documents against as many as 100 questions, with results organized into interactive tables linked to supporting evidence. Legal drafting tools assist with creating agreements, correspondence, and other work products using organizational precedents and relevant research materials. CoCounsel Tax combines Thomson Reuters Checkpoint content, tax authorities, and firm documents to support tax research, return analysis, regulatory questions, and client deliverable preparation. CoCounsel Audit & Accounting helps professionals analyze audit workpapers, investigate inconsistencies, research accounting standards, and create documentation for review processes. The platform's agentic AI capabilities support multistep task planning, information retrieval, document analysis, and automated generation of structured outputs. Users can work with document collections, apply reusable workflow templates, access shared workspaces, and integrate AI assistance into existing professional processes. CoCounsel includes source-linked responses, enterprise-grade security and privacy controls, and specialized capabilities designed to support human review and verification of legal, financial, and regulatory work.

Media

Media

Integrations Supported

AutoClaw
Z.ai

Integrations Supported

API Availability

Has API

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Z.ai

Date Founded

2019

Company Location

China

Company Website

z.ai/blog/glm-legal

Company Facts

Organization Name

Thomson Reuters

Date Founded

2008

Company Location

Canada

Company Website

www.thomsonreuters.com/en/cocounsel

Categories and Features

AI Contract Review

Not specified

AI Legal

Not specified

AI Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Contract Review

Not specified

AI Legal

Not specified

Contract Analysis

Not specified

Court Reporting

Not specified

Generative AI

Not specified

Legal

Not specified

Legal Research

Not specified

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