Gobles, Michigan · Early commercialization · Controlled disclosure
MT Tech Industries LLC is a founder-operated advanced-technology company developing software, sensing, stability, and decision-support systems. The company is pre-revenue, not pre-technology: working implementations, maintained repositories, technical documentation, and five U.S. patent filings already exist. Current work is focused on customer validation, paid pilots, funded R&D validation, and disciplined commercialization.
Pre-revenue
Commercialization stage
Working
Software & sensing implementations
5
U.S. patent filings
Evidence
Before scale claims
Current commercialization structure
MT Tech does not present every repository as a separate finished product. Current priorities are separated by the kind of evidence and capital each lane requires.
Lead customer-validation hypothesis
Software-first AI integrity and authorized security assessment. The current commercial experiment is a bounded assessment engagement: agreed scope, structured evidence, reporting, findings, and remediation discussion. Customer willingness to pay and workflow fit remain to be validated externally.
Target outcome: design partner → paid assessment → repeat use / software or licensing path.
Lead funded-R&D / sensing-validation hypothesis
Patent-filed companion-animal sensing research and validation platform. Existing work includes acquisition, observation, provenance, data-control, and validation infrastructure. Commercial performance, field accuracy, health inference, and veterinary outcomes are not claimed without the required datasets and prospective validation.
View public-safe status →Alternate higher-value B2B wedge
Local-first signal-integrity evaluation system for controlled security and privacy use cases. Software packaging and an initial physical audio acquisition path exist; additional physical sensor modalities remain separate development and validation work.
Target outcome: controlled evaluation with a qualified institutional design partner.
Evidence-producing support lane
The Prediction system continues to accumulate timestamped, resolvable forecast evidence under an explicit qualification standard. Passing tests or simulations is not treated as proof of forecast accuracy, and no high-accuracy public claim is made until the retained evidence cohort clears its defined gate.
Independent AI safety evaluation lane
Adversarial AI red-teaming framework: multi-turn attack strategies, a benchmark harness that scores attack success rates and tracks them over time, and structured assessment reports with full traceability. Operates strictly within authorized scopes, including public AI bug-bounty programs.
View public-safe status →Five U.S. patent filings
One non-provisional application and four provisional applications form the current filed backbone. Filing status does not substitute for market validation or guarantee patent issuance.
Non-provisional 19/560,051
Filed March 8, 2026.
Provisional 63/999,270
Filed March 7, 2026.
Provisional 64/029,363
Filed April 4, 2026.
Provisional 64/029,394
Filed April 4, 2026.
Provisional 64/030,975
Filed April 6, 2026.
What exists
What is still being proven
MT Tech is seeking qualified design partners, paid assessment opportunities, research-validation partners, commercialization support, and milestone-matched capital. Public material stays non-enabling; detailed technical review remains controlled.