In a world increasingly shaped by artificial intelligence, automation, and algorithmic decision-making, GNI3 provides experienced human judgment — scientific, technical, business, and founder-level insight applied to complex decisions.
GNI3 provides practical, decision-oriented analysis for clients who need clear human technical judgment — not generic consulting and not automated boilerplate.
For deep-tech companies preparing Phase I, Phase II, Fast-Track, Direct-to-Phase-II, or resubmission packages. GNI3 identifies weaknesses reviewers may see in the technical narrative, innovation claim, risk-reduction plan, milestones, and commercialization logic.
View SBIR ServiceFor small defense contractors and SBIR/STTR companies that need practical help preparing for DCAA expectations, audit requests, indirect-rate questions, documentation, and government-contract cost-accounting discipline.
View DCAA SupportFor attorneys handling matters involving scientific, engineering, software, AI, algorithmic, sensing, or R&D-related disputes. GNI3 assists with technical issue analysis, case review, opposing expert review, and expert witness support where appropriate.
View Legal ServicesFor investors, acquirers, and executives who need to know whether a technology claim is feasible, differentiated, credible, and commercially meaningful before committing capital or strategy.
Discuss a ReviewGNI3 is designed for situations where technology is central to the decision and the audience may include reviewers, auditors, attorneys, investors, executives, or non-specialist stakeholders.
Contact GNI3 to discuss whether a focused technical review would be useful.