Legal Contracts

Agent Drafts a New Contract by Inserting a Standard Boilerplate Clause Library Entry That Is Inconsistent With Deal-Specific Terms Negotiated Elsewhere in the Same Document

Agent Reviewing a Target Company's Contract Portfolio for M&A Due Diligence Fails to Flag Change-of-Control Provisions That Trigger on the Transaction Itself

Model Fails to Properly Interpret Choice-of-Law Clauses; Applies Wrong Jurisdiction's Laws to Obligations

Legal Research Agent Cites a Precedent as Settled Law Without Flagging That a Circuit Split (or Equivalent Jurisdictional Disagreement) Exists, Leading to a Brief That Misrepresents the Strength of the Authority

Model Misses Ambiguous or Conflicting Clauses in Contracts; Leads to Dispute When Parties Interpret Differently

Contract Modified Multiple Times; Model Analyzes Original, Ignoring Amendments; Outdated Analysis Given

Agent Synthesizing a Due-Diligence Risk Memo From Disclosed Financial Facts Constructs a Confident Causal Narrative Linking Two Temporally Adjacent Facts, Without Any Underlying Transaction-Level Evidence That One Actually Caused the Other

Agent Reviews a Contract Involving Cross-Border Data Flows Without Checking for Required Transfer Mechanism Clauses

Litigation-Support Agent Marks Materially Relevant Documents as Non-Responsive (or Vice Versa) During Discovery Review, Creating Spoliation or Over-Production Risk

A Drafting Agent Asked to Insert a Jurisdiction-Specific Clause (a Non-Compete, a Consumer-Arbitration Provision, a Statutory Notice) for a Contract Governed by One State or Country's Law Retrieves the Clause From a Multi-Jurisdiction Template Library Using Semantic Similarity Over the Clause's General Subject Matter, Rather Than Matching Strictly on Governing Jurisdiction, and Pulls a Differently-Jurisdictioned Template That Is Lexically Almost Identical but Legally Ineffective or Unenforceable Under the Contract's Actual Governing Law

A Compliance Agent Assembling a Required Regulatory Disclosure for a Filing Retrieves the Applicable Disclosure Template From a Multi-Jurisdiction Template Library Using Semantic Similarity Over the Regulation's Name and Subject Matter, Rather Than Matching on the Controlling Jurisdiction Itself, and Pulls a Template Built for a Differently Named but Substantively Different Regulatory Regime in Another Jurisdiction That Happens to Share Closely Overlapping Terminology

A Contract-Drafting Agent's RAG Step, Asked to Retrieve the Company's Standard Work-for-Hire IP-Assignment Template for a New Contractor Agreement, Retrieves a Lexically and Semantically Similar but Substantively Different Document -- An Open-Source Contributor License Agreement or Inbound-IP Template -- Because Both Documents Share Dense "Intellectual Property," "Assignment," and "License Grant" Vocabulary

A Due-Diligence Agent Building a Target Company's Corporate-Structure Chart From Filings and Registry Data, Using Semantic Similarity Search to Match Entity Names Across Documents, Merges or Links a Subsidiary Into the Target's Structure Based on Name Similarity Alone, When the Matched Entity Is in Fact an Unrelated Company With a Coincidentally Similar Name

A Contract-Drafting Agent's RAG Step, Used to Pull the Firm's or Company's Approved Boilerplate Clause for a Given Section (Limitation of Liability, Indemnification, Governing Law) from the Template Library, Retrieves a Lexically Similar but Superseded or Jurisdiction-Wrong Version of the Clause, and the Drafted Contract Is Issued with the Wrong Terms

Agent Flags an Indemnification Clause as Present Without Evaluating Whether It Is Capped, Uncapped, or Mutual

Agent Reviewing a Contractor or Consultant Agreement Confirms "IP Assignment Clause Present" Without Verifying It Actually Covers the Work Product Category at Issue

Model Fails to Flag Dangerous Liability/Indemnification Clauses; Exposes Organization to Unquantified Risk

An IP-Clearance Agent That Reviews an Inbound License and Determines, in Its Own Narrative Analysis, That the Granted Right Is Limited to a Specific Field of Use or Product Line Hands Off Its Finding to a Downstream Licensing Agent Through a Structured "Rights Cleared: Yes/No" Field That Has No Place to Carry the Field-of-Use Limitation, So the Licensing Agent Treats the Right as Cleared for Any Use

A Document-Review Agent in a Multi-Stage Due-Diligence Pipeline Identifies a Material Risk (a Change-of-Control Clause, an Undisclosed Litigation Reference, a Non-Standard Indemnification Carve-Out) Only in Its Own Free-Text Annotation of the Reviewed Document, and a Downstream Summary Agent That Generates the Diligence Memo from a Structured Findings List Never Sees It

A Compliance-Review Agent That Determines, in Its Own Narrative Analysis, That a Filing Qualifies for a Jurisdiction-Specific Exception to a General Disclosure Requirement Hands Off to a Filing Agent Through a Structured Checklist That Has No Field for the Exception, So the Filing Agent Applies the General Requirement the Exception Was Meant to Override

A Redlining Agent That Negotiates a Deal-Specific Deviation From Standard Contract Terms in Its Own Turn-by-Turn Conversation With Counterparty Counsel Hands Off the Negotiated Document to a Separate Final-Assembly Agent Through a Structured "Accepted Clause Set" Record That Captures Only the Clause IDs Used, Not the Specific Negotiated Variable Within Each Clause, So the Assembly Agent Reinserts the Clause's Standard Default Variable Instead of the Negotiated One

A Legal-Research Agent That Identifies, in Its Own Analysis, That a Specific Case It Surfaced Has Been Overruled on the Exact Point It Was Going to Be Cited For Hands Off a Structured List of Candidate Citations to a Drafting Agent That Strips That Overruled-Status Context, So the Drafting Agent Cites the Case as If It Were Still Good Law

Complex Contracts with Multiple Parties Have Obligations Model Fails to Track; Confuses Who Owes What

Agent Summarizing a Long Deposition Transcript or Produced Document Systematically Under-Weights Content in the Middle of the Document, Omitting a Material Admission That Was Fully Within the Model's Context Window and Correctly Classified as Relevant

Agent Performing E-Discovery Document Review Includes a Privileged Document in a Production Set Because It Was Not Recognized as Attorney-Client Privileged or Work-Product Protected

Agent Evaluates a Contract or Policy Against a Regulatory Standard That Has Since Been Amended, Without Surfacing That the Underlying Rule Changed

A Contract-Drafting Agent Edits a Clause Correctly in the Working Draft, Reports the Edit as Applied, and Sends the Document for Signature Without Verifying That the Final Rendered/Exported Document Actually Reflects the Edited Text Rather Than a Stale Merge Artifact

Agent Cites a Case as Controlling Precedent Without Detecting That It Has Been Overturned, Limited, or Superseded by Later Authority

Agent Misreads the Interaction Between "Termination for Convenience" and "Termination for Cause" Notice Periods, Survival Clauses, and Post-Termination Obligations

An IP-Clearance Agent Asked to Confirm a Company Holds Sufficient Rights to Use a Third-Party Asset (a Licensed Image, a Vendor-Supplied Code Library, a Co-Developed Patent Disclosure) Generates a Clearance Opinion That Quotes a Specific License Clause as Granting the Needed Right, Then Autonomously Files or Releases That Opinion to the Requesting Team Without Re-Reading the Actual Source License Text It Just Cited to Confirm the Quoted Clause Says What the Opinion Claims It Says