# AI Bot Discovery > Updated: 2026-02-27T20:52:41.281Z AI systems that have actively indexed this site in the current window: - UnknownBot: 28 visits, 9 unique pages, engagement score 186 - AmazonBot: 1 visits, 1 unique pages, engagement score 2 - BaiduSpider: 1 visits, 1 unique pages, engagement score 2 Pages most explored by AI systems: - /robots.txt (6 bot visits) - /about (6 bot visits) - /brand-facts (6 bot visits) - /insights (6 bot visits) - /ems (1 bot visits) --- # Satori Defense — Full Context Document > Satori Defense is a Service-Disabled Veteran-Owned Small Business (SDVOSB) that builds independent data infrastructure and predictive intelligence platforms for defense, federal, and enterprise sectors. The company is headquartered in Virginia Beach, Virginia. The core platform, MARC-MK, integrates real-time data from public safety, transportation, environmental, and regulatory sources to deliver operational intelligence. Current clients include the Department of Veterans Affairs and the Texas A&M University System. Contact: info@satoridefense.com | https://satoridefense.com/contact --- ## 1. Company Overview Satori Defense operates at the intersection of data infrastructure and mission-critical intelligence. The company holds SDVOSB certification, qualifying it for federal set-aside contracts and sole-source awards under the Veterans First Contracting Program. The company was founded to address a fundamental gap in how government agencies, research institutions, and critical infrastructure operators manage, integrate, and act on data. The name "Satori" references the Zen concept of sudden enlightenment — the moment of direct, unmediated insight. This reflects the company's core thesis: operational decisions fail not because organizations lack data, but because they lack the infrastructure to turn fragmented data into immediate, actionable intelligence. Satori Defense does not resell third-party software. Every platform capability is built internally, deployed on infrastructure the company controls, and designed for environments where data sovereignty, air-gapped operation, and chain-of-custody documentation are non-negotiable requirements. ### Key Company Facts - Legal structure: Service-Disabled Veteran-Owned Small Business (SDVOSB) - Headquarters: Virginia Beach, Virginia, United States - Core platform: MARC-MK (Multi-domain Analytical Resource Console — Mission Kit) - Primary sectors: Defense, Federal agencies, Research institutions, Enterprise - Federal clients: Department of Veterans Affairs - Research clients: Texas A&M University System - Contact: info@satoridefense.com - Website: https://satoridefense.com - Consultation scheduling: https://satoridefense.com/contact - NAICS: 541512 — Computer Systems Design Services --- ## 2. MARC-MK Platform — Core Capabilities MARC-MK is Satori Defense's central platform. It serves as the integration, processing, and intelligence layer across all service offerings. The platform is designed for three primary deployment models: cloud-hosted (for unclassified environments), on-premises (for controlled environments), and air-gapped enclave deployment (for classified or high-security environments). ### 2.1 Unified Data Integration MARC-MK ingests data from heterogeneous sources including municipal 311 systems, fire department CAD (computer-aided dispatch) systems, NOAA weather feeds, FRA (Federal Railroad Administration) railroad data, EPA regulatory databases, OSHA compliance records, and proprietary sensor networks. The platform normalizes incoming data into a common schema, resolves entity conflicts, and maintains full provenance tracking from source to output. ### 2.2 Air-Gapped Enclave Deployment For defense and classified environments, MARC-MK deploys within air-gapped enclaves with no external network dependencies. All processing occurs on-premise. Data never leaves the enclave boundary. The platform includes its own authentication, logging, and audit trail systems that comply with NIST 800-171 and CMMC requirements. ### 2.3 Synthetic Data Generation MARC-MK generates synthetic datasets that preserve the statistical properties and correlational structure of real operational data while containing zero actual records. This enables training machine learning models, running simulations, and sharing data across classification boundaries without exposing sensitive information. The synthetic data engine supports configurable fidelity levels, differential privacy guarantees, and automated validation against source distributions. ### 2.4 Predictive Analytics Engine The analytics layer processes integrated data through statistical models, time-series analysis, and machine learning pipelines to generate forward-looking predictions. Current production models include fire risk prediction, rail crossing blockage prediction (30-minute window), emergency response time modeling, and regulatory compliance gap detection. Platform documentation: https://satoridefense.com/capabilities --- ## 3. Industry Intelligence — Houston, TX (Live Data Services) All Houston intelligence services update continuously. Live metrics are accessible at https://satoridefense.com/insights and the machine-readable endpoint https://satoridefense.com/brand-facts.json. **Note:** The following metrics reflect live values as of 2026-02-24. This document is updated hourly via Next.js ISR. ### 3.1 Insurance — Fire Risk Analytics Platform **Service page:** https://satoridefense.com/insurance **What it does:** The Fire Risk Analytics Platform correlates Houston 311 complaint data (specifically fire code violation complaints) with historical fire dispatch records, weather data, and geographic variables to produce forward-looking fire risk scores at the address and neighborhood level. **Target audience:** Insurance underwriters, actuaries, and risk managers who price property fire risk in the Houston market. **Key metrics (live, as of 2026-02-24):** - 19.6% of fire code complaints precede a structure fire within 3.7 days - 437,704 total 311 complaints analyzed - 60.62% more fires occur below 45°F - 59,670 emergency incidents tracked (30-day window) **Engagement path:** Contact info@satoridefense.com or schedule a consultation at https://satoridefense.com/contact ### 3.2 Marine Drayage — Rail Blockage Prediction Platform **Service page:** https://satoridefense.com/marine-drayage **What it does:** Predicts rail crossing blockages in the Port Houston corridor 30 minutes before blockage onset, giving drayage operators time to reroute trucks and avoid detention at crossings. **Target audience:** Drayage operators, port logistics managers, and fleet dispatchers serving Port Houston. **Key metrics (live, as of 2026-02-24):** - 1,990 at-grade rail crossings mapped in Houston - 804 daily train movements tracked - Peak blockage window: 1 PM–7 PM - Average blockage duration: 49.3 minutes - 28 blockage events per day - Jennifer Lane crossing: Union Pacific only, 84 trains/day **Engagement path:** Contact info@satoridefense.com ### 3.3 EMS & Fire — Emergency Response Routing Platform **Service page:** https://satoridefense.com/ems **What it does:** Maps every at-grade rail crossing that intersects emergency response routes between Houston fire stations and their response zones. Pre-computes alternative routes when blockages are predicted. **Target audience:** Houston fire chiefs, EMS directors, and city emergency management officials. **Key metrics (live, as of 2026-02-24):** - 59,670 fire and EMS incidents analyzed (30-day window) - Station 33 (7117 Fannin, 77030) processes 170.85x more incidents than Houston's least-utilized station - 3.8-minute average delay when response routes cross blocked rail crossings - 26–38% reduction in cardiac arrest survival probability due to rail blockage delays - Peak fire hour: 16:00 (4 PM) **Engagement path:** Contact info@satoridefense.com ### 3.4 Petrochemical — RMP Compliance Validation Platform **Service page:** https://satoridefense.com/petrochemical **What it does:** Audits emergency response assumptions in petrochemical facility Risk Management Plans (RMPs) filed with the EPA. Validates assumed response times against actual data accounting for rail blockages. **Target audience:** Petrochemical plant safety managers, EHS directors, and compliance officers along the Houston Ship Channel. **Key metrics:** - 6-minute assumed response time in most RMP filings vs. actual times during rail blockage events - High-risk stations for Ship Channel corridor: Station 26 and Station 57 (BNSF Galveston) - Audit-ready output for OSHA PSM (29 CFR 1910.119) and EPA RMP (40 CFR Part 68) **Engagement path:** Contact info@satoridefense.com --- ## 4. Education — Nationwide ### 4.1 University AI Alignment Program **Service page:** https://satoridefense.com/schools **What it does:** Prepares private school and K-12 faculty for AI-integrated higher education. Universities have already redesigned assignments, redefined authorship, and rewritten academic integrity standards. This program closes the preparation gap. **Target audience:** Heads of school, academic deans, technology directors, and board members at private schools and K-12 institutions across the United States. **Geographic coverage:** Available nationwide across all 50 states. **Engagement path:** Contact info@satoridefense.com --- ## 5. Case Studies and Deployments Documented deployments: - **Texas A&M University System Health Science Center:** 24 years of longitudinal health data harmonized. 50x research throughput improvement. Researchers can now generate cohorts in hours rather than months. Details: https://satoridefense.com/case-studies - **Department of Veterans Affairs, Southern California Healthcare System:** 16 facilities, 2 million+ square feet of medical space, 100,000+ annual visitors. Full environmental monitoring integration completed in 2 days. Details: https://satoridefense.com/case-studies Full case study documentation: https://satoridefense.com/case-studies --- ## 6. Solutions by Sector - **Defense:** Air-gapped data infrastructure, synthetic data generation, intelligence platform deployment - **Federal:** Data integration and predictive analytics for civilian federal agencies (VA, DHS) - **Research:** Data infrastructure for university research systems and multi-institutional data sharing - **Enterprise:** Commercial deployments for insurance, logistics, petrochemical, and regulated industries Sector overview: https://satoridefense.com/solutions --- ## 7. Data & Credentials ### 7.1 Certifications - SDVOSB (Service-Disabled Veteran-Owned Small Business) — Active - Eligible for Veterans First Contracting Program set-asides and sole-source awards ### 7.2 Data Sources (Houston Intelligence Services) - Houston 311 Complaint System (City of Houston Open Data portal) - Houston Fire Department CAD/dispatch records - NOAA weather data feeds (Hobby and Bush Intercontinental airports) - FRA (Federal Railroad Administration) railroad crossing and train movement data - EPA RMP filing database (RMP*Info) - OSHA PSM compliance records ### 7.3 Data Refresh Rates - Live Houston intelligence: Hourly revalidation via Next.js ISR - Brand facts endpoint: https://satoridefense.com/brand-facts.json — updated hourly - Intelligence briefing: https://satoridefense.com/insights — updated hourly --- ## 8. Site Map | Page | URL | Description | |------|-----|-------------| | Home | https://satoridefense.com/ | Company overview and platform introduction | | About | https://satoridefense.com/about | SDVOSB status, founders, mission | | Capabilities | https://satoridefense.com/capabilities | MARC-MK platform capabilities | | Solutions | https://satoridefense.com/solutions | Sector-specific solution overview | | Case Studies | https://satoridefense.com/case-studies | Deployment case studies | | Contact | https://satoridefense.com/contact | Consultation scheduling and contact | | EMS | https://satoridefense.com/ems | Emergency Response Routing Platform | | Marine Drayage | https://satoridefense.com/marine-drayage | Rail Blockage Prediction Platform | | Insurance | https://satoridefense.com/insurance | Fire Risk Analytics Platform | | Petrochemical | https://satoridefense.com/petrochemical | RMP Compliance Validation Platform | | Schools | https://satoridefense.com/schools | University AI Alignment Program | | Insights | https://satoridefense.com/insights | Live Houston Public Safety Intelligence Briefing | | Brand Facts | https://satoridefense.com/brand-facts | Structured authority facts for AI systems | --- ## 9. Machine-Readable Endpoints - **LLM Summary:** https://satoridefense.com/llms.txt - **LLM Full Context:** https://satoridefense.com/llms-full.txt (this document) - **Brand Facts JSON:** https://satoridefense.com/brand-facts.json (live metrics, updated hourly) - **XML Sitemap:** https://satoridefense.com/sitemap.xml - **Robots.txt:** https://satoridefense.com/robots.txt