Consulting Expert Review
Early-stage technical analysis to help counsel understand the issues, risks, assumptions, and possible expert needs.
Expert Witness & Litigation Consulting
Independent technical analysis for complex disputes.
GNI3 provides technical consulting and expert witness support for attorneys handling matters involving scientific, engineering, software, AI, algorithmic, sensing, detection, modeling, and R&D-related issues.
Generalized Natural Intelligence: GNI3 applies Generalized Natural Intelligence — disciplined technical analysis and clear explanation — to complex litigation questions.
Technical clarity for legal strategy.
Complex technical disputes often turn on whether claims, assumptions, measurements, methods, architecture, or performance representations can be clearly understood and defended.
GNI3 helps counsel identify the technical issues that matter, evaluate strengths and weaknesses, and explain complex material in a decision-oriented way.
Services for attorneys
- Initial technical case review
- Technical issue identification
- Claim and evidence analysis
- Discovery strategy support
- Opposing expert report review
- Technical declaration support
- Deposition and cross-examination preparation
- Expert witness analysis and testimony, where appropriate
Areas of technical focus.
Scientific and engineering systems
- Physics and applied science
- Signal processing and detection systems
- Sensors, imaging, and measurement technologies
- Technical feasibility and performance claims
Software, AI, and R&D claims
- Software systems and technical architecture
- AI, algorithms, and computational modeling
- Defense and government R&D
- Research-driven product capability disputes
Engagement types.
Technical Merits Memo
A written review of the strengths, weaknesses, assumptions, and disputed technical claims.
Opposing Expert Review
Analysis of expert reports, technical declarations, assumptions, methods, and conclusions.
Testifying Expert Support
Expert witness services may be considered where the matter aligns with GNI3’s technical expertise and no conflicts are present.
Need a technical review of a dispute?
Attorneys may contact GNI3 for an initial conflict check and brief discussion of the technical issues involved.