Evidence-Backed Outcomes
Quantified Impact for Plaintiff Teams
Discovery schedules shorten and damages arguments sharpen when engineering analysis is embedded early.28 Our casework data and replication studies show measurable lifts across core litigation milestones.
Average reduction in discovery review hours after dataset attribution memo issuance.3
Median lift in verbatim evidence yield versus counsel-run prompting alone.4
Motions to compel model disclosures granted when paired with our statistical findings.5
Mean acceleration from expert engagement to Daubert-ready declaration draft.6
Focused on Litigation Wins
Evidence Programs Built for Plaintiff Firms
We help plaintiff teams move faster in discovery, quantify damages, and frame compelling narratives for judges and juries.9
Training Data Forensics
Establish the provenance of training data, map ingestion pipelines, and surface undisclosed sources that underpin copyright, privacy, or contract claims.
Learn more →Verbatim Generation Analysis
Secure evidence-grade documentation of verbatim and near-verbatim reproduction to demonstrate infringement and rebut fair-use narratives.
Learn more →AI Litigation Research
Build fact sections that resonate with courts by pairing academic literature, replication studies, and industry disclosures with your theory of the case.
Learn more →Expert Witness Services
Bring seasoned technologists into depositions, hearings, and trial with testimony that stays crisp under cross-examination.
Learn more →Training Data Forensics
Pinpoint where and how a model ingested your client's IP. We recover crawl artifacts, curation metadata, and pipeline documentation to help you win motions to compel and strengthen liability claims.
Verbatim Generation Analysis
Demonstrate infringement beyond doubt. Our controlled prompts and similarity scoring uncover verbatim and derivative outputs that align with your complaint and damages strategy.
AI Litigation Research
Support motions and expert reports with curated literature reviews, enforcement precedents, and technical context tailored to your judge, venue, and opposing counsel.
Expert Witness Services
Present testimony that's both technically rigorous and courtroom ready. Our experts translate complex engineering realities into straightforward narratives that bolster your legal theory.
Enter discovery with technical proof in hand.
Let's align on timelines, production needs, and the expert testimony that will keep your case moving toward trial or settlement.
Source Notes
- S-Square Research, "Litigation Impact Metrics 2023–2025." ↩
- S-Square Research, "Why Early Technical Integration Compresses Discovery." ↩
- S-Square Research, "Discovery Effort Benchmarks." ↩
- S-Square Research, "Prompt Engineering Comparative Study." ↩
- S-Square Research, "Model Disclosure Motion Outcomes." ↩
- S-Square Research, "Expert Declaration Timeline Benchmarks." ↩
- BBC News, "New York Times sues Microsoft and OpenAI for 'billions'." ↩
- Federal Trade Commission, "FTC announces crackdown on deceptive AI claims." ↩
- Brookings Institution, "What the public thinks about AI and the implications for governance." ↩