technology
29 articles tagged technology
Amendment Chain Resolution: The Hardest Problem in Legal AI
Why amendment chains break standard AI document analysis approaches, how structured extraction handles them, and what makes multi-amendment resolution the defining technical challenge for legal AI systems.
Why Clause-Level Segmentation Changes Everything in Legal AI
Most legal AI tools analyze documents at the page or paragraph level. Clause-level segmentation, where the system understands individual provisions as discrete units, is the difference between approximate summaries and precise, verifiable extraction.
How We Test Legal AI Accuracy: Mage's Benchmarking Methodology
An inside look at how Mage benchmarks the accuracy of its legal AI system. Covers test methodology, human reviewer comparison, confidence scoring, and why accuracy without a rigorous testing framework is just a marketing number.
LLM Hallucination in Contract Analysis: Why Source Verification Is Non-Negotiable
Large language models hallucinate. In legal contract analysis, a single fabricated clause citation can derail a deal. Here is how hallucination manifests in legal AI, why it happens, and how to build systems that prevent it.
Model Fusion: Why a Single AI Model Is Not Enough for Legal Document Analysis
Why Mage uses multiple specialized AI models instead of relying on a single general-purpose model. Covers the limitations of single-model approaches, how model fusion works, and why ensemble methods deliver the precision that legal work demands.
Technology M&A Due Diligence: Software Licenses, IP Chains, and Data Privacy
A practical guide to technology M&A due diligence for deal attorneys. Covers software license review, SaaS agreement analysis, IP assignment chain verification, open source compliance, and data privacy assessment.
Why RAG Fails for Legal Contract Review
Standard retrieval-augmented generation pipelines were designed for question-answering over static corpora. Legal contract review demands something fundamentally different: structured extraction across amendment chains, cross-references, and clause-level precision.
Why We Built a Legal Document Classifier First
Why Mage built document classification before extraction, how document types determine extraction strategy, and why getting classification right is the prerequisite for everything else in legal AI.
Why We Do Not Let Users Write Prompts
Open prompt boxes in legal AI create security risks, accuracy problems, and inconsistent output. Constrained interfaces that encode domain expertise produce better results for M&A attorneys than flexible prompt engineering ever will.
Insurance Requirements for Technology M&A
Insurance coverage in technology acquisitions.
IP Due Diligence in Technology Acquisitions
Intellectual property review in technology M&A.
Due Diligence Red Flags in Technology Acquisitions
Red flags to watch for in technology deals.
Technology Considerations in Technology M&A
Technology assets and risks in technology acquisitions.
Real Estate Considerations in Technology M&A
Real property issues in technology transactions.
Integration Challenges in Technology M&A
Best practices for integrating technology acquisitions.
Cybersecurity Diligence for Technology Companies
Security review in technology acquisitions.
Cross-Border Technology M&A: Key Considerations
Cross-border transactions in technology.
Key Contract Provisions in Technology Transactions
Unique contract provisions in technology deals.
How to Value Technology Companies in Acquisitions
Valuation methodologies and metrics for technology M&A transactions.
Technology Industry M&A Trends and Outlook
Current trends and outlook for technology M&A.
Customer Contracts in Technology M&A
Customer contract review for technology acquisitions.
Financial Modeling for Technology Transactions
Financial analysis in technology deals.
Environmental Issues in Technology Acquisitions
Environmental diligence for technology deals.
Post-Merger Integration Playbook for Technology
PMI best practices for technology deals.
M&A Due Diligence for Technology Companies: Complete Guide
A comprehensive guide to M&A due diligence specific to the technology industry.
Vendor Relationships in Technology Acquisitions
Supply chain diligence in technology M&A.
Employee Retention in Technology Acquisitions
Retaining key talent in technology M&A.
Data Privacy in Technology Transactions
Privacy compliance in technology M&A.
Regulatory Considerations for Technology M&A
Regulatory landscape for technology acquisitions.