Federal courthouse columns

+VLFBERHT+ | Legal

AI research that won’t get you sanctioned.

After Mata v. Avianca, every firm knows AI fabricates citations. Ulfberht intercepts citation hallucinations, jurisdiction errors, and precedent misapplication before they reach a brief, motion, or memorandum.

Built for ABA compliance Sanctions prevention focused Malpractice risk reduction Court-ready audit trails

$12,622 in sanctions.
Six fabricated cases.

In Mata v. Avianca (S.D.N.Y. 2023), attorneys submitted a brief containing six AI-generated citations to cases that did not exist. Judge Castel imposed $12,622 in monetary sanctions and required corrective submissions. The ABA issued formal guidance. Courts are now watching every AI-assisted filing.

Court Record — S.D.N.Y. 2023

“The Court finds that the submissions contain fabricated judicial opinions with false internal citations and quotes. Sanctions are warranted.”

Mata v. Avianca, Inc., No. 22-cv-1461 (S.D.N.Y. June 22, 2023)

Risk 01

Citation Fabrication

AI invents case names, reporter citations, and holdings that do not exist. These fabrications are internally consistent, formatted correctly, and pass superficial review. The only defense is verification against authoritative legal databases.

Detection method: Reporter cross-reference + court docket lookup

Risk 02

Precedent Misapplication

Real cases cited for propositions they do not support. The case exists, but the holding is misrepresented, the dictum is elevated to holding, or the ruling applies in a different procedural posture than claimed.

Detection method: Holding extraction + proposition mapping

Risk 03

Jurisdictional Error

AI applies law from the wrong jurisdiction without flagging the conflict. State versus federal law, intra-circuit splits, superseded statutes, and binding versus persuasive authority are common undetected failure modes.

Detection method: Jurisdiction binding authority tree analysis

Verification runs before the brief leaves your desk.

Every citation in an AI-assisted document passes through a multi-layer verification chain before Ulfberht returns a status. Nothing is assumed. Every claim is traced to an authoritative source or flagged for attorney review.

  1. 01

    Citation Extraction

    Every case citation, statute reference, and regulatory cite is extracted from the document via structured parsing.

  2. 02

    Reporter Lookup

    Citations are checked against federal and state reporter indexes. Non-existent citations are flagged immediately.

  3. 03

    Holding Verification

    Verified citations are cross-checked to confirm the case actually supports the proposition for which it is cited.

  4. 04

    Audit Report Generation

    A structured verification report is generated documenting every verified claim, every flagged claim, and the attorney actions required.

ulfberht verify --domain legal --input motion-dismiss.pdf
# Scanning document... 14 citations found
# Running reporter lookup against federal index...
VERIFIED Bell Atlantic Corp. v. Twombly, 550 U.S. 544 (2007)
VERIFIED Ashcroft v. Iqbal, 556 U.S. 662 (2009)
FABRICATED Smith v. Jones, 547 U.S. 312 (2006) -- does not exist
No case at 547 U.S. 312. No case named Smith v. Jones in this reporter.
WARNING Martinez v. City of Chicago, 7th Cir. 2019
Case exists. Holding does not support proposition as cited.
VERIFIED 28 U.S.C. ยง 1332 -- text confirmed, current version
JURISDICTION State court precedent cited in federal diversity action
7th Circuit controlling authority not cited. Review required.
VERIFIED Fed. R. Civ. P. 12(b)(6) -- text confirmed
# Summary
11 VERIFIED Safe to file
1 FABRICATED Must be removed
2 FLAGGED Attorney review required
Report saved: verification-report-2026-03-25.pdf

Six verification layers for legal AI.

Each capability module runs independently and can integrate into existing document review workflows via API or direct integration.

01

Case Law Verification

Every cited case is verified against federal and state reporter indexes. Case name, reporter volume, page, holding, and current status are all checked. Reversed, overruled, and distinguished authority is flagged before it reaches a brief.

See claim verification

02

Statute Cross-Check

Statutory citations are verified against the current U.S. Code, CFR, and state codes. Superseded statutes, amended provisions, sunset clauses, and incorrect section references are caught before they create malpractice exposure.

See claim verification

03

Jurisdiction Validation

Automatic detection of cross-jurisdictional citation errors. Federal versus state law conflicts, circuit split awareness, diversity jurisdiction binding authority mapping, and persuasive versus binding authority classification.

See oversight tiers

04

Brief Pre-Filing Audit

A complete verification pass on every AI-assisted brief, motion, or memorandum before filing. Produces a structured certification report documenting every verified citation and every claim requiring attorney review, suitable for co-counsel records.

See the engine

05

Precedent Strength Analysis

Beyond existence checks, Ulfberht evaluates how strongly each cited case actually supports the proposition asserted. Dicta elevated to holdings, distinguishable facts, and overruled lines of cases are surfaced with actionable confidence scores.

See dual-view

06

Opposing Argument Detection

Adversarial analysis identifies cases and statutes that opposing counsel is likely to cite against your position. Circuit-level splits and conflicting precedents in your jurisdiction are surfaced before they become surprises at oral argument.

See dual-view

Where legal teams deploy Ulfberht.

Verification integrates into the workflows where AI-generated content carries the highest professional responsibility exposure.

Law books on shelf

Use Case 01

Motion Drafting

Litigation teams use AI to draft motions to dismiss, summary judgment briefs, and oppositions. Ulfberht runs a citation verification pass before the draft leaves the associate. Every citation is confirmed, every holding checked, and a verification report is appended for supervising partner review.

Pre-filing citation audit

Binding authority confirmation

Supervising partner certification report

Scales of justice

Use Case 02

Contract Review

Corporate legal departments use AI to review and redline commercial agreements. When AI flags provisions as non-standard or cites precedent for clause interpretation, Ulfberht verifies that the underlying legal authority is real and correctly applied to the jurisdiction and contract type.

Governing law clause verification

Statutory reference accuracy

Enforceability precedent check

Federal courthouse

Use Case 03

Regulatory Filing

Regulatory counsel use AI to draft comment letters, compliance memoranda, and agency filings. Ulfberht verifies CFR citations, agency interpretive guidance, and administrative case citations before submission, producing a verification record for the compliance file.

CFR and U.S. Code citation accuracy

Agency guidance document tracing

Compliance record generation

The stakes for unverified AI in legal practice.

Courts have sanctioned attorneys. Bar associations have issued guidance. Malpractice insurers have flagged AI-generated legal research as a coverage concern. The verification gap is real and the consequences are already on the record.

Risk Data — Public Court Records & ABA Publications

Data sourced from public court sanctions orders, ABA Formal Opinion 512, state bar guidance documents, and published malpractice insurance advisories. Directional figures only. Not a guarantee of outcomes.

$12,622

Documented

Sanctions imposed in Mata v. Avianca for six fabricated AI citations

6

Documented

Fabricated case citations in a single AI-generated brief filing

ABA 512

Published 2023

ABA Formal Opinion governing attorney duty of competence with AI tools

50+

Directional

State and federal courts with standing orders addressing AI-generated filings

Integrates into your existing document workflow.

Ulfberht connects to document management systems, review platforms, and legal research workflows via API. Verification runs in the background and surfaces findings inside the tools your team already uses.

Integration

Document Review API

REST + webhook delivery

Integration

iManage / NetDocuments

Native DMS connectors

Integration

Microsoft 365 Copilot

Word plugin + verification layer

Delivery

Audit Report PDF

Court-ready certification record

+VLFBERHT+ | Legal

Run your AI legal research through verification before it costs you.

Schedule a technical demo with our legal team. We will run a live verification pass on a sample AI-generated brief and show you exactly what the audit report surfaces.

What the demo covers

Live citation verification on a sample AI-generated brief

Audit report format and court-ready certification output

Integration options for your DMS and existing workflow

Deployment scope, timeline, and enterprise pricing