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/technology/2026-10-31-case-files-structured-data-inside-model-keeps-ilovelawyer

#Case Files as Structured Data: Inside the Model That Keeps ilovelawyer's Analysis in Sync

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2026-10-31 10:53 UTC
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Technology
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~3 min

Strip the interface away from a legal case-management tool and what remains is a data problem. There are entities (people and organizations), documents, events with dates,…

Case Files as Structured Data: Inside the Model That Keeps ilovelawyer's Analysis in Sync
// dbtechnews

Strip the interface away from a legal case-management tool and what remains is a data problem. There are entities (people and organizations), documents, events with dates, deadlines with obligations, and sources that must be cited exactly. The hard part is not storing these. It is keeping every derived view consistent when one record changes.

ilovelawyer, developed by FORHU, is an AI workspace for lawyers built around that problem. This piece reads its public feature set through a data-modeling lens.

The core records

The workspace is organized per case. A case has parties and uploaded documents, in PDF or Word format. Around those, the product maintains:

Case: Parties, documents, status, next date
Timeline: Key dates drawn from the documents
Deadlines: Procedural dates tied to filings and obligations
Research results: Related case law with title, case number, source link, snippet and a relevance note
Analyses: Contradictions, strategy, findings, outlook, mind map

The research records carry the most metadata. Each answer carries the metadata a reader needs to reach the underlying source, and the case law documents are read-only, so the text stays as published.

Derived views and the sync problem

The analyses are derived data. They come from the documents, and they must change when the documents do. ilovelawyer refreshes them on demand, or automatically after documents are uploaded, deleted or archived. When the file changes, contradictions, strategy, key dates, findings, outlook and mind map are re-derived.

This matters for trust. A stale analysis can mislead because it looks authoritative. Tying every view to the current state of the file removes a class of silent errors. After each run, a "What changed" summary lists what moved, which doubles as a lightweight diff for reviewers.

Provenance as a first-class feature

For legal use, the central integrity question is provenance: where did this claim come from? Two behaviors address it.

1. Citation checking. The research library is designed so that every quoted authority is verified against a real source document.
2. The Decisions view. For a given conclusion it records the rule applied, the evidence for and against, and what would change the outcome.

Both are built to help a lawyer check the work. They do not certify it, and the lawyer verifies and decides.

Access and structure across a firm

Firm accounts add a permission layer: Owner, Admin and Member roles, with role-based invitations. The case portfolio, files, calendar and deadline tracking attach to each case, so a paralegal, an associate and a partner see one record of the matter instead of private copies. Layouts, the saved arrangements of the multi-pane workspace, are named per case and can be reloaded from any machine.

What the CEO says

"A legal terminal should show lawyers the state of the case, just as Bloomberg shows traders the state of the market," said FORHU CEO Jun Shin in a company announcement.

"State" is the operative word. A system that can show the state of a case has to model it, and that is the data question this article has followed.

Limits

No data model removes the need for judgment. ilovelawyer is software, not a law firm. FORHU says an everyday-people version is coming soon; nothing about its design has been announced.

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