Insights on AI & Legal Data

Practical guides, industry analysis, and annotation deep-dives from the SecureAnno team. Thinking clearly about quality, data, and what AI teams need next.

Industry
April 25, 2026 · 8 min read

Why India's Legal AI Boom Runs on Human Annotation

India generates millions of court orders, FIRs, and land records every year. The legal-tech companies building AI on top of this data have one shared dependency — expert human annotators who understand Indian law.

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Technical
April 18, 2026 · 5 min read

Annotating FIRs at Scale: A Practical Guide

How to design a labeling schema for First Information Reports that captures every key entity — from IPC sections to accused party names — without sacrificing consistency.

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Guide
April 14, 2026 · 6 min read

Property Address Parsing in India: 15 Formats, One Pipeline

Indian property addresses are notoriously unstructured. Here's how we built a labeling pipeline that handles survey numbers, khasra records, and mixed-script addresses.

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Ops
April 10, 2026 · 4 min read

Human-in-the-Loop Ops: When AI Needs a Human Safety Net

Not every workflow can be fully automated. We explain when HITL ops task execution outperforms pure automation — and how to integrate it into your existing pipeline.

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NLP
April 5, 2026 · 6 min read

Sentiment Analysis Needs Regional Nuance, Not One-Size-Fits-All Labels

Teams often underestimate how much meaning shifts across Indian languages, mixed scripts, and code-switched user text. Here's how to get annotation right.

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LLM
March 28, 2026 · 8 min read

Human Feedback for Chat LLMs: Judging Usefulness, Risk, and Tone Together

LLM evaluation has matured fast, but many programs still rely on narrow scorecards that miss how users actually experience answers. Here's how to build stronger review programs.

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