Industries · Six verticals we serve
We're industry-agnostic in methodology.
Industry-specific in language.
The same five-step engineering methodology (Integrate → Analyze → Simulate → Optimize → Protect) deploys across six different industrial verticals — but the data sources, regulatory frameworks, and operational language are unique to each. Here's how we translate the practice into your sector.
Manufacturing & Industrial
Energy & Utilities
Construction & Engineering
Government & Defense
Logistics & Transportation
Research & Education
◉ Methodology is the constant. Industry is the variable.
Discuss your industryThe six verticals · In depth
Same methodology. Six different operational languages.
Each vertical card explains the operational reality, the regulatory frameworks you actually deal with, how we engage in your sector, and a concrete example of what an engagement looks like.
Manufacturing & Industrial
Where this practice was born.
Discrete manufacturing, process manufacturing, assembly, fabrication. Houston-area facilities, multi-shift operations, capital-intensive equipment. Our founding sector — and still the most common engagement type today.
Operational reality
- Multi-shift production with variable demand
- Capital equipment with measured downtime impact
- Workforce in multiple skill tiers
- Plant layouts spanning 50,000+ sqft
Regulatory frameworks
- OSHA 29 CFR 1910 (general industry)
- ISO 9001 (quality management)
- ISO 14001 (environmental management)
- Industry-specific (FDA, FSMA, etc. by sector)
How we engage
- Dynamics lead (DMAIC engagements)
- AI substrate (live floor twin)
- Thermal where heat is operational
- Neuro for training programs
◉ Example engagement
6-week DMAIC engagement reducing takt-time variance 47% across a 4-station production line, with control plan tied to LinkedTIERRA Live.
Branches involved
Energy & Utilities
Three regulators. Three penalty clocks.
Power generation, transmission, distribution. Oil & gas processing. Renewable installations. Sit at the intersection of three major US regulatory bodies simultaneously — and most facilities still manage compliance across disconnected spreadsheets and manually compiled PDFs.
Operational reality
- 24/7 operations with zero-downtime requirements
- Geographically distributed assets (substations, pipelines, plants)
- Mix of legacy SCADA and modern OT systems
- Cybersecurity-critical infrastructure
Regulatory frameworks
- NERC CIP (cybersecurity · up to $1.25M/day fines)
- EPA Title V (air permits · per-day fines)
- OSHA 1910.269 (electrical safety)
- PSM 1910.119 (process safety)
How we engage
- AI substrate (compliance evidence automation)
- Thermal (asset hotspot monitoring)
- Dynamics (operations engineering)
- Independent of OT vendor lock-in
◉ Example engagement
Continuous NERC CIP-002 to CIP-014 evidence collection pulled from historian + maintenance systems, audit packages exportable in single dashboard action — replacing 6-week manual evidence sprints.
Branches involved
Construction & Engineering
Spatial models meet site-safety reality.
Vertical construction, infrastructure, industrial buildouts. The BIM/CAD models tell you what the building should be — the sensors and cameras tell you what's actually happening on site. We connect both.
Operational reality
- Multiple subcontractors per site, rotating crews
- BIM models from Revit / Navisworks / Bentley
- Heat exposure as a major productivity drag
- Heavy reliance on drone progress monitoring
Regulatory frameworks
- OSHA 29 CFR 1926 (construction industry)
- ACGIH WBGT thresholds (heat stress)
- FAA Part 107 (commercial drone ops)
- ANSI Z359 (fall protection)
How we engage
- Thermal (WBGT compliance + heat productivity)
- AI (drone + BIM overlay for site twin)
- Dynamics (subcontractor throughput modeling)
- Neuro (VR safety training)
◉ Example engagement
Drone thermal mapping + ground WBGT sensors + Landsat regional context across a 200,000 sqft jobsite, producing OSHA-defensible heat-exposure documentation per active subcontractor crew.
Branches involved
Government & Defense
FedRAMP-grade requirements, engineering rigor.
Federal facilities, DoD installations, GSA buildings, public infrastructure. The strictest cybersecurity and documentation requirements in the country. We engage selectively — only where our methodology adds defensible value within the compliance perimeter.
Operational reality
- FedRAMP Moderate or higher requirements
- Multi-organization collaboration with audit trails
- Long procurement cycles (12-24 months)
- Mission-critical reliability requirements
Regulatory frameworks
- FedRAMP Moderate (cloud authorization)
- DISA IL-4 (DoD impact levels)
- CMMC (cybersecurity maturity certification)
- ITAR / EAR (export controls)
How we engage
- Engineering work delivered through cleared partners
- Methodology consultancy + training only
- Future: pursue FedRAMP path as portfolio grows
- All branches subject to clearance constraints
◉ Example engagement
Methodology consultation + training for a federal facility operations team — playbook delivered, technical platform deployed through their FedRAMP-authorized infrastructure (Autodesk for Government, Oracle Aconex, etc.).
Branches involved
Logistics & Transportation
Throughput, fleet, and dock optimization.
Warehouses, distribution centers, trucking fleets, intermodal terminals. The operations are the product — and the variance in workforce, route, weather, and demand makes this one of the highest-value places to deploy digital twins.
Operational reality
- Throughput tied directly to revenue
- Driver retention and operator fatigue as key constraints
- Multi-modal handoffs (truck → rail → ocean → last mile)
- Seasonal demand swings
Regulatory frameworks
- FMCSA HOS (hours of service)
- DOT 49 CFR (commercial vehicle safety)
- OSHA 1910.176 (materials handling)
- FDA FSMA (food safety transport)
How we engage
- Dynamics (throughput and dock-flow modeling)
- AI (predictive routing + demand)
- Thermal (cold-chain monitoring)
- Neuro (driver fatigue research)
◉ Example engagement
DES model of a 12-dock distribution center with seasonal demand profiles, identifying capacity bottlenecks and ROI-ranked equipment additions before any capital is committed.
Branches involved
Research & Education
Where new methods get tested and proven.
Universities, national labs, research institutions, technical training programs. The vertical where our Neuro lab's methodology gets co-developed and validated — and where future industrial methods get prototyped before commercial deployment.
Operational reality
- Multi-year research timelines
- Strict IRB protocols for human-subjects work
- Mix of grant funding and institutional support
- Outputs include publications + curricula + tooling
Regulatory frameworks
- IRB protocols (human subjects research)
- NSF / NIH compliance (grant requirements)
- FERPA (student data privacy)
- Export control review for sensitive research
How we engage
- Neuro lab (joint research engagements)
- AI (data infrastructure for studies)
- Co-publication on findings
- Curriculum and toolkit development
◉ Example engagement
12-month neuroergonomics research engagement co-designing a cognitive-load monitoring protocol with a university partner — outputs include validated instrument, anonymized dataset, and co-authored publication.
Branches involved
Initiate engagement
Let's diagnose your thermal environment.
Most engagements begin with a 20-minute call. We'll diagnose your environment, scope the right approach, and outline the engineering path.