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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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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April 14, 2026
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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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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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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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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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