Every major Trunnion AI question, answered clearly.

What is Trunnion AI?

Trunnion AI is a governed multi-agent AI platform and vertical SaaS portfolio operated by Viceroy, LLC d/b/a Viceroy NM in Albuquerque, New Mexico.

How many products are in the Trunnion AI portfolio?

The public Trunnion AI portfolio describes 10 product and build paths: DAF, VPW, Cortrova, Haultro, Zennvue, RealtrAI, FizzSense, Serpoes, Vortiek, and Custom Software.

Who owns Trunnion AI?

Trunnion AI is part of Viceroy, LLC d/b/a Viceroy NM, the parent holding company founded in 2018 and headquartered in Albuquerque, New Mexico.

Is Trunnion AI only for government work?

No. Trunnion AI serves both government-adjacent products such as DAF and VPW and private-sector SaaS products such as Cortrova, Haultro, Zennvue, RealtrAI, FizzSense, Serpoes, Vortiek, and Custom Software.

What makes Trunnion AI different from a chatbot?

Trunnion AI focuses on governed workflows, human approvals, auditability, model routing, product-specific operating systems, and repeatable business processes rather than one-off prompt conversations.

What is DAF?

DAF gives defense and intelligence teams a controlled way to run AI agents against sensitive workflows. It combines pre-built mission agents, approved tool adapters, human approval gates, classification controls, model routing, and replayable audit records.

Who is DAF for?

Defense, intelligence, and regulated enterprise teams that need controlled agent execution.

What use cases does DAF support?

Classified agent workflows: Run AI agents against sensitive mission data while keeping identity, clearance, model routing, and tool access under policy control. Human-gated execution: Pause high-consequence actions for named approvers before an agent calls a tool, finalizes an output, or advances a mission workflow. Replayable audit records: Review which model acted, what data it touched, which policy gate cleared, who approved, and what output was produced. Air-gapped deployment: Deploy governed multi-agent orchestration inside on-prem, VPC, or air-gapped environments where public model access is not acceptable.

How does DAF fit into Trunnion AI?

DAF is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for defense & intel work.

Is DAF live?

DAF is currently listed as Live. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is VPW?

VPW replaces scattered inboxes, spreadsheets, and disconnected bid trackers with an AI-assisted procurement workflow platform. Teams can import opportunities, qualify fit, match vendors, build pricing, route approvals, and track the bid lifecycle in one place.

Who is VPW for?

GovCon teams, procurement operators, business development teams, and sourcing-heavy businesses.

What use cases does VPW support?

Solicitation triage: Import RFQs, RFPs, RFIs, and portal opportunities into a shared queue so teams can qualify fit before deadlines slip. Vendor sourcing and matching: Match line items to vendors by category, geography, availability, compliance posture, and past operating history. Pricing and approvals: Build line-item pricing, quote context, margins, response notes, and approval routing in the same workspace. Award-to-fulfillment tracking: Carry the original bid context into ordering, delivery, invoicing, fulfillment status, and performance review.

How does VPW fit into Trunnion AI?

VPW is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for procurement & govcon work.

Is VPW live?

VPW is currently listed as Live. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is Cortrova?

Cortrova is a manufacturing ERP for teams that need plant-level visibility, department workflows, executive intelligence, and AI-assisted exception handling without bolting a chatbot onto old operating data.

Who is Cortrova for?

Manufacturers that need integrated operations, quality, maintenance, inventory, and finance visibility.

What use cases does Cortrova support?

Production exception management: Detect throughput, work-center, quality, or material issues early and route the right context to the people who can act. SQDI&F reporting: Connect safety, quality, delivery, inventory, and finance signals into leadership-ready operating views. Asset and maintenance risk: Link equipment history, maintenance activity, and production impact so teams can prioritize work before downtime spreads. Manufacturing intelligence: Turn department activity into executive summaries, constraint visibility, and finance-aware operational reporting.

How does Cortrova fit into Trunnion AI?

Cortrova is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for manufacturing erp work.

Is Cortrova live?

Cortrova is currently listed as Live. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is Haultro?

Haultro replaces the mix of dispatch boards, route sheets, customer spreadsheets, and fleet notes that waste operators use to run daily service. It turns work orders, drivers, containers, routes, and customers into one operating picture.

Who is Haultro for?

Waste haulers, dumpster operators, recycling fleets, municipal waste teams, and fleet-heavy service operators.

What use cases does Haultro support?

Route recovery and reassignment: Spot delayed routes, missed-stop risk, and nearby capacity so dispatch can reassign work before customers call. Container visibility: Track container location, customer context, service history, ownership, and current status in one operational record. SLA risk prevention: Surface service commitments and exception risk early enough to protect accounts and prevent avoidable escalations. Fleet and service reporting: Review route performance, driver activity, customer health, and service reliability from the same operating model.

How does Haultro fit into Trunnion AI?

Haultro is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for waste & fleet work.

Is Haultro live?

Haultro is currently listed as Live. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is Zennvue?

Zennvue replaces the patchwork of booking tools, spreadsheets, vendor lists, email threads, and client portals that creative event teams use to run weddings and events.

Who is Zennvue for?

Creative event vendors, planning teams, marketplaces, venues, and service businesses with repeatable booking workflows.

What use cases does Zennvue support?

Vendor coordination: Match photographers, DJs, caterers, florists, planners, venues, and other vendors to event needs and booking context. Booking-to-event workflow: Move leads through proposal, contract, invoice, schedule, delivery, and follow-up without scattering work across tools. Client portals and communication: Keep event details, milestones, messages, and deliverables visible for the people planning and buying the event. AI-assisted planning: Generate planning summaries, vendor messages, timeline updates, and role-specific operational notes inside the workflow.

How does Zennvue fit into Trunnion AI?

Zennvue is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for creative events work.

Is Zennvue live?

Zennvue is currently listed as Live. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is RealtrAI?

RealtrAI packages real estate AI into professional workflows instead of generic chat. Agents choose a listing, buyer, investor, or follow-up tool and get structured outputs they can review, edit, and use.

Who is RealtrAI for?

Real estate agents, teams, brokerages, marketers, and investor-focused real estate professionals.

What use cases does RealtrAI support?

Listing marketing packages: Create MLS copy, luxury property stories, spec sheets, seller presentation language, and social posts from one property context. Tour briefs and neighborhood guides: Prepare buyer-facing neighborhood context, property notes, tour summaries, and open house recaps faster. CMA and investment analysis: Support CMA explanations, investor pitches, vacation rental analysis, BRRRR logic, and NNN summaries. Brand-consistent follow-up: Help teams produce polished client communication while keeping review, local expertise, and compliance awareness in the loop.

How does RealtrAI fit into Trunnion AI?

RealtrAI is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for real estate work.

Is RealtrAI live?

RealtrAI is currently listed as Live. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is FizzSense?

FizzSense turns CO2 tank service from reactive delivery into forecasted logistics. It is designed to read tank signals, predict depletion, prioritize demand, and help distributors plan better routes.

Who is FizzSense for?

CO2 distributors, beverage logistics teams, restaurant networks, and service-heavy delivery operations.

What use cases does FizzSense support?

Runout prevention: Forecast CO2 depletion before the emergency call so restaurant service does not fail during peak hours. Predictive delivery planning: Turn tank status and demand signals into a prioritized delivery queue that fits route capacity. Demand queue management: Separate urgent deliveries from routine stops and understand which locations are creating the most service pressure. Service visibility: Give operators clearer context on tank status, service expectations, and delivery reliability across locations.

How does FizzSense fit into Trunnion AI?

FizzSense is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for iot & logistics work.

Is FizzSense live?

FizzSense is currently listed as In Development. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is Serpoes?

Serpoes replaces custom one-off SEO and ads delivery with structured campaigns, recurring workflows, reporting, and package-based service operations.

Who is Serpoes for?

SEO providers, ads operators, agencies, marketing service teams, and productized service businesses.

What use cases does Serpoes support?

Productized SEO delivery: Run audits, optimization tasks, page updates, content steps, and recurring SEO work through repeatable package workflows. Ads task management: Track setup, checks, creative review, account tasks, and optimization steps alongside SEO work. Client reporting: Turn campaign activity, completed tasks, and performance context into consistent client-ready reports. Tiered account operations: Manage clients by service tier, owner, deadline, deliverable state, and recurring monthly cadence.

How does Serpoes fit into Trunnion AI?

Serpoes is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for seo & ads work.

Is Serpoes live?

Serpoes is currently listed as Live. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is Vortiek?

Vortiek is being built to help frequent travelers understand what is happening with a trip, what it means for upgrades and status, and what action to take next.

Who is Vortiek for?

Frequent travelers, aviation enthusiasts, road warriors, loyalty status chasers, and travel content audiences.

What use cases does Vortiek support?

Flight disruption decisions: Understand delay risk, aircraft changes, connection pressure, and reroute options before a trip gets messy. Upgrade strategy: Evaluate upgrade paths using route, cabin, aircraft, status, historical context, and current trip constraints. Loyalty and status planning: Track how trips affect mileage, segments, spend, and year-end status goals. Itinerary memory: Keep trip history, preferences, flight context, and travel decisions available for better future guidance.

How does Vortiek fit into Trunnion AI?

Vortiek is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for travel intelligence work.

Is Vortiek live?

Vortiek is currently listed as In Development. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What is Custom Software?

Custom Software is the bespoke build lane for organizations whose workflow is too specific or too valuable for off-the-shelf SaaS. Trunnion AI designs the data model, screens, automations, approvals, integrations, and release path around the real operating process.

Who is Custom Software for?

Businesses with a high-value workflow that does not fit off-the-shelf SaaS.

What use cases does Custom Software support?

Internal workflow systems: Replace spreadsheets, inboxes, and manual handoffs with an internal platform designed around the actual operating process. SaaS product builds: Turn a validated service, channel opportunity, or workflow insight into a usable software product. AI approval workflows: Build agentic systems with user roles, human approvals, audit logs, model routing, and tool boundaries from the start. Integrations and dashboards: Connect APIs, internal systems, external data, reporting layers, and operational dashboards into one product architecture.

How does Custom Software fit into Trunnion AI?

Custom Software is one of the 10 Trunnion AI product and build paths. It uses the portfolio's governed AI patterns, workflow design, and operational software approach for bespoke builds work.

Is Custom Software live?

Custom Software is currently listed as Available. Availability, implementation timing, and demo fit should be confirmed through the Trunnion AI contact page.

What does governed multi-agent AI mean?

Governed multi-agent AI means multiple agents can participate in a workflow while identity, tool access, approvals, model selection, and audit records remain controlled.

What does LLM-agnostic mean for Trunnion AI?

LLM-agnostic means Trunnion AI is designed to keep workflow logic separate from a single model vendor so approved models can be selected by task, environment, or deployment constraint.

Can Trunnion AI support air-gapped or regulated environments?

DAF is designed for deployment patterns that may include customer VPC, on-prem, and air-gapped environments when local control and regulated deployment matter.

What is the relationship between DAF and VPW?

DAF is the Defense Agent Framework for governed multi-agent operations, while VPW is the Procurement Workflow Platform for GovCon sourcing, bid, vendor, pricing, and approval workflows.

How should buyers choose the right Trunnion AI product?

Buyers should start with the workflow: defense governance maps to DAF, procurement maps to VPW, manufacturing maps to Cortrova, fleet and waste maps to Haultro, creative events map to Zennvue, real estate maps to RealtrAI, CO2 logistics maps to FizzSense, SEO and ads map to Serpoes, travel intelligence maps to Vortiek, and bespoke needs map to Custom Software.

How can someone contact Trunnion AI?

Demo, product, deployment, and custom software inquiries can be sent through the contact page or emailed to contact@viceroynm.com.