accuracy
4 articles tagged accuracy
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.
How a Securities Team Identified Inconsistent Disclosure
Real-world case study: how a securities team identified inconsistent disclosure. See how Mage Capital Markets delivered results.
Our Accuracy Methodology: How Mage Validates Extraction Quality
A deep dive into how Mage achieves best-in-class extraction accuracy through paragraph-level processing, multi-model consensus, and a relentless focus on quality over AI slop.