AGENTIC LEGAL RESEARCH

From the Facts to the Law

Servient Legal Research starts where a case starts, with the facts. From a statement of facts alone, the agent identifies the legal issues and the claims they support, researches each one across curated primary law from 315 federal and state courts, and confirms every authority remains good law. The report is delivered cited, audited, and ready for review.

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Research Designed Around the Agent

AI is the biggest change in legal technology since the search engine, and a change that large warrants a research system designed for AI from the ground up rather than bolted onto the tools of the prior era. Servient began with the law itself, curating millions of opinions for the agent to locate, analyze, and verify.

1875 – 1990s

Editorial Curation

Research attorneys at legal publishers mapped the law by hand. Digests, citators, encyclopedias, annotations, and practice guides were the tools every lawyer was trained on.

1990s – 2020s

Keyword Search

Keyword search put every opinion one query away. Lawyers became their own editors, choosing the terms, reading the results, and synthesizing the law.

NOW

The AI Agent

Works in legal concepts like the first era's editors. Finds authorities in seconds like the second era's search engines. Then goes deeper, following the law's connections to a depth beyond the reach of human lawyers.

The real test of agentic legal research is simple. Does the agent plan and conduct in-depth research, or does it just summarize the top results?

An AI Agent That Analyzes Every Case

A human researcher runs narrow searches because no one can read a thousand results, and narrow searches are a major cause of missed authorities. The agent runs the broad search that maximizes recall, then reviews every case that comes back, judging each on its legal meaning rather than its rank in a results list.

Thoroughness in legal research has always been rationed by human reading time. The agent removes the ration.

A human researcher ·  a few dozen cases per question

The Servient agent ·  thousands of cases, every one reviewed

Finds What Keyword Search Misses.

The agent retrieves by legal concept, so a governing precedent no longer hides because the judge phrased the rule in different words.

Reads the Full Result Set.

Hundreds or even thousands of authorities evaluated for a single question, where a researcher's realistic budget is a few dozen.

Follows the Research Trail.

The agent moves from a case to everything that cites, quotes, or distinguishes it, the way a careful researcher works outward from a leading decision.

The Full Body of American Case Law

Every report draws on Servient's curated repository of millions of judicial opinions, updated daily as courts publish. Coverage spans the U.S. Supreme Court, every federal court of appeals, the district and bankruptcy courts, the specialty courts, and the appellate courts of all fifty states and the District of Columbia. An agent that reads everything is only as reliable as the law it reads.

315

Federal and state courts, from the Supreme Court to every state's appellate courts

1875

Case law from 1875, or the court's formation, to the opinions published today

51

Jurisdictions: all fifty states and the District of Columbia

Daily

New opinions added as courts publish, treatment kept current

Every authority is checked for subsequent treatment before it appears in a report. A case that has been reversed, overruled, or undermined is flagged, explained, and set aside.

A Legal Knowledge Graph Built for the Agent

Servient curates millions of opinions into its legal knowledge graph. Within each opinion, it tags the determinative facts, rules of law, topics, holdings, and key quotations, each located to its passage. Across opinions, the graph records the citation, quotation, and treatment relationships as data. The agent researches connected, verified law rather than running searches over raw text.

This is the editorial work the legal publishers spent more than a century building, remade for a new era. A digest distilled the law into headnotes for a lawyer in a library. An agent needs the same distillation in a different form, as structured data it can consume, traverse, analyze, and cite.

Pinpoint curation gives the agent depth, following concepts, quotations, and citation connections from case to case. It also makes the work defensible, because a statement tied to an exact tagged passage can be checked mechanically against its source.

Distilled for the Agent.

Facts, rules of law, and key quotations tagged in every opinion, with the connections among authorities recorded as data the agent can traverse.

Verify to the Passage.

Every statement links to the exact language in the opinion that supports it, not just the case citation.

Built to Be Audited.

Because the agent pinpoints the material it relies on, the system checks each statement against its source before the lawyer sees the report.

From the Facts, or a Legal Question, to a Cited Report

Given a statement of facts or a focused legal question, the agent runs the research process end to end, with every step visible. From the facts alone, it identifies the legal issues and the claims they support, then researches each one. The report is delivered ready for review, with the validation audit already run.

1

Plan the Inquiry.

Starting from a statement of facts or a framed question, the agent identifies the legal issues and claims, maps the doctrinal frames they implicate, and plans its lines of inquiry, all visible to the lawyer.

2

Retrieve Good Law.

Wide searches, semantic as well as lexical, deliberately favoring recall, with every authority checked against the built-in citator as it is retrieved. Law that has been reversed or overruled is set aside before it enters the analysis.

3

Read and Evaluate.

The agent reads every candidate authority, assessing each on its content, its reasoning, and its relevance to the issues.

4

Expand the Research.

The agent follows citations, quotations, and treatment relationships from case to case, reaching relevant law no query would surface.

5

Synthesize.

A structured draft report takes shape, organized by issue and claim. Every proposition carries a pinpoint citation to the passage that supports it, and the analysis states the governing rule, the key authorities, and how they apply to the facts.

6

Audit.

Before the lawyer sees the report, validation checks compare each statement against its cited source and flag anything that does not hold. The audit is what makes review efficient instead of a re-performance of the research.

THE DELIVERABLE

A Cited Draft Report, Ready for Review

The synthesized analysis, every authority verified as good law, every proposition displayed alongside its supporting passage, and the agent's research plan and steps available for inspection.

Cited Verified as Good Law Audited

80% Less Research Time.

From a statement of facts to a cited draft report, ready for review.

100% Cited and Verified.

Every proposition carries an authority the system has already checked.

Lawyer in the Loop.

Total visibility into the agent's process, with review at every step.

A Fraction of the Cost.

Priced as fixed-fee virtual hours against the estimated time the research would take a lawyer.

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A Validation Audit on Every Report

Language models can misstate what a source says. Servient treats that as an engineering fact to design for, never as a defect to promise away. Because the primary law is tagged down to facts, rules, and quotations, the system requires the model to identify exactly which source material supports each statement, and then checks. Servient checks first, mechanically, and then presents the work in a format built for swift, reliable review.

Deterministic Checks.

When the report presents a quotation as appearing in a case, the pinpoint citation lets the system confirm word for word that the quotation is actually in the case, the same way every time.

Reflection.

Model-based review then asks whether the cited material genuinely supports the statement, and whether the statement is a sound expression of the legal principle.

Built for Review.

The audit report is built into the work product. Roll over any proposition to see the pinpoint passage that supports it, so review becomes judgment applied to pre-audited work product.

VALIDATION AUDIT

PROPOSITION

Sanctions for lost evidence require a finding that the party “acted with the intent to deprive another party of the information’s use in the litigation.”

✓  Quotation verified word for word

SUPPORTING PASSAGE

“The court may impose these sanctions only upon finding that the party acted with the intent to deprive another party of the information’s use in the litigation.”

Smith v. Jones, 512 F.3d 407, page 412, sentence 6

Every proposition, checked before you see it.

The lawyer directs the inquiry and exercises the judgment that turns research into advice. Guide, don't grind.

Research That Knows Your Case

On the Servient platform, legal research runs through the work itself rather than in a system of its own. The primary law feeds a significant share of the tasks an agent performs in litigation, from case analysis to motion practice to drafting.

Servient unifies the evidence, the transcripts, the pleadings, and the firm's work product with the curated primary law in one workspace, so every task draws on all of it. A standalone research tool answers a question. The Servient platform works the whole case, applying agentic AI to every phase of the litigation.

LEGAL RESEARCH DRAWS ON

The Evidence

Controlling authorities for the facts eDiscovery identified

The Transcripts

Grounded in what witnesses said, to the page and line

The Pleadings

The dispute as the parties have framed it

Your Work Product

Starts from the firm's accumulated research and drafting

Legal Research

on the matter record

AND FEEDS EVERYTHING AFTER

Case Analysis

Test every claim and defense against facts and law

Legal Writing

Motions and briefs from research tied to the evidence

Depositions and Trial Prep

Authorities organized by issue, ready where it's argued

Fixed-Fee Research in Virtual Hours

Legal research has always been an uncertain line in the litigation budget. The hours a question will actually take are unknown when the work begins, and they are not always billable in full. An experienced lawyer can still estimate the range the work should take, and Servient sets the price against that estimate. Each research project is a fixed fee in virtual hours, certain before the research starts and stated in a unit of value clients already understand.

TRADITIONAL LEGAL RESEARCH

Open Hours, Uncertain Cost

Open-ended researcher hours, unknown until the work is done.

A budget number the client cannot rely on.

Hours written off when the time invested runs past what the budget can bear.

SERVIENT AGENTIC RESEARCH

One Fixed Fee per Project

Priced before the research begins, set against the estimated hours the work would take a lawyer.

A certain cost the lawyer passes through in a unit of value clients already understand.

The client gets deeper research at a predictable fee, and the firm keeps the margin that agentic efficiency creates.

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