Catch Hallucinated Citations Before Filing
In Mata v. Avianca (S.D.N.Y. 2023), a lawyer submitted six fabricated cases generated by ChatGPT and was sanctioned by the court. Aiscern's document ensemble flags AI-generated sections in briefs and contracts with a timestamped, court-referenceable report.
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Hallucinated Citations Reach Filing
The AI content problem is getting harder to solve. Here's what professionals in legal & compliance face every day.
AI-hallucinated citations in legal briefs
Attorneys have submitted briefs with fabricated case citations generated by LLMs. Courts have sanctioned lawyers for unverified AI output.
Contract authenticity disputes
AI-drafted contracts may contain subtle inconsistencies not obvious to human review. Establishing original authorship is increasingly complex.
Evidence integrity challenges
Deepfake audio, synthetic video, and AI-generated documents are being submitted as evidence, requiring new verification capabilities.
Regulatory compliance documentation risk
AI-generated compliance reports and filings that don't reflect genuine organizational analysis create significant liability exposure.
How It Fits Your Workflow
Upload Brief or Contract
Submit the document ahead of filing or execution.
Run Citation & Text Analysis
The ensemble flags AI-generated passages and irregular citation patterns.
Export Court-Ready Report
Download a timestamped PDF with model breakdown and document hash.
How Aiscern Solves It
Our ensemble-based detection pipeline combines 8+ specialized models with a confidence threshold system.Learn about our methodology →
Multi-Model Ensemble
RoBERTa + Binoculars + Gemini ensemble detects AI text across legal drafting styles with ≥96% AUC.
Document-Level Analysis
Analyze full legal documents including briefs, contracts, affidavits, and compliance filings.
Forensic PDF Reports
Timestamped, scan-ID-stamped PDF reports with model confidence breakdown. Exportable for court submission.
Chain of Custody Logging
Every scan generates an immutable log entry with user ID, timestamp, document hash, and verdict.
Data Security
Enterprise plans support private deployment options and enhanced data handling for privileged legal material.
Sentence-Level Audit
Pinpoint which sections of a document are AI-flagged — not just a document-level score — for targeted human review.
ℹ️ Accuracy varies by content type and model generation date. Results are probabilistic — use alongside human judgment.See full benchmarks →
Real-World Use Cases
Brief & Filing Verification
Challenge
A law firm's quality control process needs to catch hallucinated citations in externally prepared briefs before filing.
Action
Every brief runs through Aiscern as a standard pre-filing step.
Evidence Authentication
Challenge
A litigation team receives audio evidence from opposing counsel and needs to check for synthesis.
Action
The audio pipeline analyzes spectral characteristics for voice-clone artifacts.
Compliance Documentation Audit
Challenge
A financial institution's compliance officer needs to verify external consultants' analysis is genuine.
Action
Quarterly reports are scanned before sign-off.
How Aiscern Compares to Manual bluebooking
| Feature | Aiscern | Manual bluebooking |
|---|---|---|
| Review time per 30-page brief | Minutes | Hours |
| Timestamped audit log | ||
| Sentence-level flagging | ||
| Document hash for chain of custody | ||
| Scales to firm-wide review |
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Frequently Asked Questions
Are Aiscern reports admissible in legal proceedings?
Our reports are designed to be audit-trail documents, not expert witness testimony. They provide technical evidence that supports — not replaces — expert analysis. Consult with your legal team on jurisdiction-specific admissibility.
Can Aiscern detect AI text in legal documents with heavy boilerplate?
Legal documents contain significant boilerplate that may appear in AI training data. Our ensemble is tuned to distinguish genuine AI generation from standard legal language. Confidence scores below 62% indicate ambiguous sections.
What security certifications does Aiscern hold?
We are actively working toward SOC 2 Type II compliance. Current security measures are documented at /security. Enterprise clients can request our security assessment documentation.
Is there attorney-client privilege protection for submitted documents?
Documents are processed ephemerally — not stored beyond the session unless you explicitly save a report. We do not train on submitted content. For privileged material, we recommend our Enterprise plan with enhanced data handling agreements.
Can we run detection on documents in languages other than English?
English, Spanish, French, German, and Portuguese are supported with high accuracy. Other languages may return results in the uncertain confidence range. Legal documents in non-supported languages are best verified with English translation first.
Ready to detect AI content in legal & compliance?
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