Governed AI.
Vertical SaaS.
Trunnion AI is the governed multi-agent platform behind a portfolio of vertical SaaS products for defense, procurement, manufacturing, waste and fleet operations, events, real estate, SEO, travel intelligence, logistics, and custom AI software.
What is Trunnion AI?
Trunnion AI is an enterprise-grade, LLM-agnostic multi-agent orchestration platform that coordinates teams of AI agents across large language models, tools, APIs, approval gates, and deployment environments. It is also the shared foundation behind the Trunnion AI product portfolio, from defense workflows to manufacturing ERP, fleet operations, real estate, SEO, travel intelligence, and bespoke AI software.
Multi-Agent Orchestration
Declarative workflow composition with autonomous agent teams, parallel execution, conditional branching, and durable state persistence across processes spanning hours or days. Integrate directly into your APIs and operational pipelines.
Policy-Aware Governance
Attribute-based access control (ABAC), classification enforcement, six-layer tool authorization, and human-in-the-loop (HITL) approval gates. Security and compliance are architectural, not bolt-on features.
Full Observability & Audit
Every agent run is inspectable. Every tool call is logged. SHA-512 hash-chain tamper-evident audit trails, full reasoning traces, execution replay, and compliance-ready reporting for regulated and classified environments.
Your Agents. Your Approval.
Trunnion AI puts a human operator in command. Agents propose. Operators approve. Every action is plain-English, risk-rated, and one click away. No code required.
The Case for Governed Agentic AI
Most AI platforms still treat intelligence as a chatbot feature. Trunnion AI delivers the full-stack infrastructure enterprises and defense agencies need to deploy autonomous agent teams at scale, with governance, classification controls, and human oversight built in from the start.
Agentic AI, Not Just Generative AI
Generative AI produces outputs. Agentic AI plans, executes, and completes multi-step workflows end to end. Trunnion AI deploys autonomous agent teams that integrate directly into your APIs, business systems, and operational pipelines.
Human-in-the-Loop by Design
Trunnion AI agents operate as collaborative partners alongside human operators. Human-in-the-loop (HITL) approval gates, reasoning transparency, and progressive autonomy controls ensure your team maintains command at every stage.
Production-Ready from Day One
No pilots that never ship. Trunnion AI is architected for production deployment across operational automation, analytics, finance, HR, and security, on cloud, edge, or air-gapped infrastructure.
Vertical AI with Measurable ROI
We do not sell generic chatbot wrappers. Every Trunnion-powered product targets a specific industry with purpose-built agents and workflows: defense, procurement, manufacturing, waste and fleet, events, real estate, SEO, travel intelligence, and logistics.
Multi-Modal & IoT-Ready
Trunnion AI extends beyond text into structured workflows, operational data, computer vision, sensor telemetry, fleet systems, and real-world decision support. The portfolio spans SaaS products, IoT concepts, internal platforms, and custom build engagements.
Governance as the Architecture
Policy enforcement, classification controls, tamper-evident audit trails, and regulatory compliance are not features. They are the foundation everything runs on. Learn more about our approach.
The Trunnion AI Portfolio
Ten Trunnion AI products and build paths across defense, procurement, manufacturing, fleet operations, creative events, real estate, logistics, SEO, travel intelligence, and bespoke AI software. Each runs on the same governed, LLM-agnostic orchestration foundation.
DAF
Enterprise multi-agent orchestration purpose-built for defense, intelligence, and regulated mission environments. DAF supports identity traceability, classification-aware workflows, human approvals, and air-gap deployment.
- CAC/PIV identity traceability for DoD environments
- Classification-aware workflow controls up to TS/SCI
- Human-in-the-loop approval gates for high-consequence actions
- Air-gap deployment with locally hosted model support
- Tamper-evident audit trails and compliance-ready logs
VPW
AI-enabled procurement workflow platform for sourcing, qualification, vendor matching, pricing, approval routing, and bid response across government and commercial procurement pipelines.
- Solicitation discovery and intake workflows
- Vendor matching by category, geography, and compliance fit
- Bid lifecycle tracking with approval gates
- Line-item pricing and margin support
- GovCon, business development, and sales pipeline visibility
Cortrova
Full-stack manufacturing ERP built on Trunnion AI. Cortrova coordinates production, quality, maintenance, inventory, finance, and executive intelligence across a unified operational data model.
- 205+ platform features across 17 operational departments
- Department, division, and executive agent architecture
- Production, quality, maintenance, inventory, and finance workflows
- Real-time production intelligence and anomaly detection
- Cross-module SQDI&F visibility for leadership teams
Haultro
Multi-tenant operations platform for waste management companies. Haultro brings dispatch, routing, container management, SLA compliance, customer operations, fleet telemetry, and financial visibility into one system.
- Dispatch, routing, work orders, and container management
- Fleet visibility and route optimization workflows
- SLA compliance tracking with escalation paths
- Customer, billing, and operational reporting tools
- IoT and telemetry roadmap for smart waste operations
Zennvue
ERP, CRM, and marketplace infrastructure for photographers, DJs, caterers, florists, planners, venues, and creative event teams that need booking, fulfillment, and client workflows in one place.
- CRM, contracts, invoicing, scheduling, and client portals
- Vendor marketplace for creative event services
- AI-assisted planning, communications, and operations
- Role-specific workflows for event businesses and teams
- Multi-LLM orchestration via the Trunnion AI core
RealtrAI
Suite of AI tools for real estate professionals, from listing copy and neighborhood guides to investor pitches, vacation rental analysis, buyer briefings, market updates, and compliant follow-up workflows.
- Listing, luxury story, neighborhood, and presentation tools
- Investor pitch, CMA, VR, BRRRR, and NNN analysis workflows
- Buyer tour, open house, market update, and follow-up support
- Property workspace for listing-level AI operations
- Compliance-aware outputs built for real estate teams
FizzSense
IoT logistics platform for beverage distributors and restaurant networks. FizzSense is designed to forecast tank depletion, surface demand, prioritize service, and improve delivery routes.
- Smart tank monitoring and cellular telemetry roadmap
- Predictive depletion forecasting and demand queues
- Distributor routing and service prioritization
- Restaurant and distributor portal model
- Operational analytics for CO2 logistics teams
Serpoes
Search and ads management platform under the Trunnion AI portfolio, built for productized SEO operations, campaign execution, reporting, and repeatable client delivery across tiered service packages.
- SEO and ads workflows packaged into productized tiers
- Campaign operations, reporting, and performance visibility
- Repeatable delivery model for managed marketing services
- Built from the lessons of enterprise search operations
- Designed for scalable client account management
Vortiek
Travel intelligence product for frequent travelers, upgrade strategy, flight tracking, itinerary decisions, and travel status workflows. Vortiek is currently in competitive teardown and market positioning.
- Flight, upgrade, and travel decision intelligence
- Frequent-traveler status and trip context support
- Competitive teardown and positioning phase
- Marketing site and waitlist path planned
- Built as a Trunnion AI portfolio product
Custom Software
Custom build engagements for organizations that need a purpose-built AI workflow, SaaS product, internal platform, integration layer, or automation system built on Trunnion AI patterns.
- Custom AI workflow and agent design
- SaaS product builds and platform modernization
- Integration with internal systems and external APIs
- Governed approval, audit, and deployment patterns
- Built for teams that need more than a chatbot
How We Deploy Enterprise AI
A phased deployment model designed to build trust, demonstrate value, and expand agent autonomy incrementally, so every workflow is proven before it runs independently.
Portfolio, Deployment, and Build Pricing
Pricing is scoped around the product, deployment environment, implementation depth, custom workflow needs, agent count, and support requirements.
Scoped to Your Product Path
Every product path is different. We scope pricing around SaaS access, implementation support, custom agent development, deployment model, integrations, and long-term operating requirements.
- Portfolio SaaS access and implementation options
- Cloud, on-premise, and air-gap deployment paths
- Governance, audit, and approval workflow design
- Custom integrations, data models, and product workflows
- Dedicated success and build engineering
- Portfolio rollout and custom product support
- Custom agent development
- SLA-backed support tiers
Frequently Asked Questions
Common questions about Trunnion AI, the product portfolio, governed agentic AI, and custom deployment paths.
What is Trunnion AI?
Trunnion AI is a governed, LLM-agnostic multi-agent orchestration platform and vertical SaaS portfolio operated by Viceroy NM. It powers products across defense, procurement, manufacturing, waste and fleet operations, creative events, real estate, SEO, travel intelligence, logistics, and custom software. Learn more.
What products are in the portfolio?
The Trunnion AI portfolio includes DAF, VPW, Cortrova, Haultro, Zennvue, RealtrAI, FizzSense, Serpoes, Vortiek, and custom AI software development. Government procurement services remain under Viceroy NM, while these software products are Trunnion AI products.
What does LLM-agnostic mean?
LLM-agnostic means Trunnion AI is not locked into one model provider. Workflows can be designed around the model, local runtime, or deployment environment that fits the mission, compliance boundary, and cost profile.
Can Trunnion AI run in air-gapped environments?
Yes. Trunnion AI supports secure deployment patterns for cloud, on-premise, and air-gapped environments. DAF is the clearest example, with identity traceability, classification-aware workflows, approval gates, and auditability designed for sensitive settings.
What is governed agentic AI?
Governed agentic AI means agents can plan, use tools, call APIs, and complete multi-step work while still respecting human approvals, policy checks, role permissions, audit trails, and operating boundaries.
Does Trunnion AI build custom software?
Yes. Trunnion AI supports custom software engagements for organizations that need purpose-built AI workflows, SaaS products, internal platforms, integrations, or automation systems. Talk to our team.
Ready to Build on Trunnion AI?
Whether you need a Trunnion AI product, a governed agent deployment, or a bespoke AI SaaS build, we can map the fastest path from workflow to working system.