Understand the decision
Clarify whether the client is preparing a proposal, evaluating a legal matter, reviewing an investment, or assessing a technical claim.
About GNI3 — Generalized Natural Intelligence
Experienced human judgment for complex technical decisions.
In a world increasingly shaped by artificial intelligence, GNI3 provides Generalized Natural Intelligence: disciplined scientific reasoning, technical experience, business judgment, and founder-level insight applied to high-stakes decisions.
Founder background.
Michael Gokhale, Ph.D., MBA, brings a rare combination of technical depth, founder-side SBIR experience, business training, and experience explaining complex technical material to non-specialist audiences.
He previously founded and led Sextant Engineering through the SBIR pathway from Phase I to Phase III. Sextant Engineering’s first contract was a Phase II SBIR award, giving Michael direct experience with the proposal, technical execution, customer-development, DCAA audit, and transition challenges that deep-technology companies face in government-funded R&D.
Michael’s background includes theoretical condensed matter physics, university teaching, technical entrepreneurship, defense-related research programs, software and computational analysis, and government R&D commercialization.
Selected credibility points
- Ph.D. in theoretical condensed matter physics
- MBA business training
- Former university lecturer
- Founder-level SBIR Phase I through Phase III experience
- Phase II SBIR award as a company’s first contract
- Government and defense R&D experience
- Hands-on experience handling DCAA audits for a small defense contractor
- Technical founder and analytical advisor
How GNI3 works.
GNI3 focuses on practical review, critique, and decision support — identifying what is technically strong, what is weak, and what needs to be clarified before a high-stakes decision. The work is grounded in human technical judgment rather than automated boilerplate.
Analyze the technical substance
Review the claims, assumptions, evidence, methods, architecture, milestones, risks, and decision-maker expectations.
Deliver clear judgment
Provide a concise, decision-oriented memo or review with practical recommendations and prioritized next steps.
Discuss a technical review.
Contact GNI3 to determine whether your proposal, case, or technical decision is a fit.