Suit: Building a Verifier for Law
Law looks like text, but it does not behave like text. RAG systems cannot traverse genealogies or transfer histories. And their guesswork cannot be verified.
The Docket
April 2026
Paralegal: a model-agnostic matter runtime, not a legal chatbot
jhana Paralegal is a cloud agent stack for real legal work: it routes messy tasks, searches judgments/statutes/books/web, preserves bibliographies across sessions, resumes after disconnects, and hands structured research into DOCX-native drafting with redlines, citations, diffs, revert, and playbook memory.
Suit: Building a Verifier for Law
RAG over legal documents hallucinates at the point of inference. You let LLMs run searches and hope for the best. This is not suitable for high-stakes situations that are evaluated tabula rasa.
February 2026
Product Changelog
Release notes focused on lawyer workflows: drafting, redlines, citations, and reliability.
January 2026
Suit: Graphs, Vision, and the End of the "Friday Afternoon Filing"
Our design for filing systems has to be change-management-focused. New processes must create value and reduce overhead—not just shift the clerical burden from the registry to the Bar. AI should be a Day 0 strategy for filing. The true value of a digital record isn't portability. It is memory and scrutability.
Procurement Guidance for Government AI
Navigating the shift from L1 to QCBS and single-source procurement for specialized AI. A guide to the KTPP Act, GFR Rule 166, and the Supreme Court’s GeM mandates.
My Daily Driver Tech Stack in 2026
The last meaningful improvement to legal drafting tools was Microsoft Word. That was decades ago. I stopped using Word when drafting moved upstream into a system that understands intent and sequencing. Word became what it should have always been—the export format.
Suit: The Ontological Layer for Law
An ontology is a way of teaching a system what the world looks like. Not in language, but in structure. Suit reconstructs the internal structure of a legal matter from messy, real-world inputs—parties, filings, dates, events, and relationships—making legal work computable.
November 2025
Gemini vs. Perplexity vs. ChatGPT vs. a Donkey: the "2026 best legal AI" is all of them
The pace of AI releases creates "technical stagflation": tools improve, but stability collapses. A model-agnostic future is inevitable. Lawyers need systems that route tasks to the best model, enforce document completeness, and maintain legal memory independent of any single provider.
The DPDP Rules, Without Missing What Matters
The DPDP Act and Rules form a web of role-based duties, conditional obligations, and exceptions. Suit by jhana reconstructs them into obligations, thresholds, roles, and flows so compliance teams see the framework the way regulators intended.
Section 149 Reassessment Limitation: Automated Analysis with Page-Linked Citations
Post-2021 reassessment limitation requires precise computation: elapsed time from AY-end, ₹50-lakh threshold verification, and representation classification. AI-powered analysis delivers clause selection with page-linked citations in minutes—reviews that once required teams now finish in under ten minutes.
Portfolio Review Automation: SEBI PM Compliance + AML/CFT + DPDP Matrix
Wealth desks juggle fragmented documents—FD statements, PF passbooks, brokerage reports—making client-ready consolidation slow and error-prone. AI-powered extraction transforms scattered records into instant, auditable portfolio dashboards with full regulatory traceability.
Handwritten Panchnama Indexing: Section 65B Compliance in 15 Minutes
Panchnamas are foundational evidence in tax search proceedings. Handwritten annexures traditionally require days of manual retyping with inevitable transcription errors. AI-powered OCR delivers accurate, source-linked indices in 15 minutes—complete with 65B certificates and e-filing compatibility.
September 2025
The Impact of LegalTech on Non-Contract Document Drafting in Indian Law Firms ↗
First‑draft preparation drops from 3–4 hours to 30–45 minutes with AI generation plus human review, improving quality and consistency in filings. An independent research perspective on legal AI adoption.
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