At IronGPU / IronMAN Inc., we design, build, and deploy real-world AI systems — not demos, hype, or experiments. Our work lives in production environments where uptime, compliance, security, and accountability matter.

This page exists to ensure we’re the right partner before any engagement begins.

---

Who We Work With

Organizations That Want AI to Actually Run

We work with clients who understand that AI is not a button — it’s an engineered system.

• AI systems that operate 24/7
• Predictable performance (not best-case demos)
• Uptime, monitoring, and lifecycle planning

Clients With Real Environments & Real Budgets

We engage when AI is being deployed into on-prem or hybrid environments, edge locations, or other operational settings.

You already have — or are prepared to invest in:

• Proper infrastructure
• Adequate GPU, storage, and networking
• Ongoing operations and support

Regulated, High-Responsibility Environments

Much of our work supports organizations where failure has consequences.

• Government & public sector
• Healthcare & behavioral health
• Corrections & public safety
• Critical infrastructure & utilities
• Security, surveillance, and analytics deployments

We design with auditability, traceability, and accountability in mind.

Decision-Makers Who Own Outcomes

We work best with organizations that assign a single accountable owner, make decisions based on facts (not hype), and accept responsibility for outcomes.

AI governance is not optional — it’s part of the system.

Clients Who Value Engineering Judgment

Our clients hire us for experience and judgment, not just hardware. They ask:

• What breaks at scale?
• What happens when this fails?
• How do we exit vendors cleanly?
• How do we control long-term costs?

---

Who We Do Not Work With

“AI Idea” Companies Without Infrastructure or Budget

We do not engage in pitch-deck prototypes, “just show us something” requests, or AI built solely to raise funding. If there’s no deployment plan, there’s no project.

Prompt-Only or Hype-Driven AI Projects

We do not sell prompt engineering services, LLM hype consulting, or social-media-driven AI demos. If prompts are your architecture, we are not your vendor.

Cloud-Only Strategies With No Exit Plan

We do not participate in blind vendor lock-in, “compliance later” strategies, or architectures with no cost and data-ownership controls. Every system must have an exit strategy.

Regulated Organizations Seeking Shortcuts

We refuse projects that skip logging or audit trails, ignore compliance requirements, or attempt to bypass security controls. Shortcuts today become liabilities tomorrow.

AI-as-a-Magic-Replacement Thinking

We do not support projects designed to automate decisions without review or eliminate accountability. AI augments professionals — it does not replace responsibility.

Vendors Seeking Validation or Cover

We do not “bless” architectures we didn’t design, put our name on systems we don’t control, or fix sales promises made without engineering review. If we didn’t design it, we don’t certify it.

Price-Shoppers & “Just Quote It” Requests

We are not a commodity hardware vendor. If the primary concern is lowest price, comparison shopping, or box-only quoting, we are not the right fit.

Emergency Fire-Drills Without Process

We do not parachute into active production failures or audit emergencies without process. All emergency work begins with a paid assessment — no exceptions.

---

Our Standing Policy

We only engage when we can design, deploy, and operate systems correctly. If the goal is shortcuts, demos, or hype, we are not the right partner.

Still Think We’re a Fit?

If you believe your organization aligns with the above, we’re happy to begin with a structured assessment. We define scope, risk, ownership, and outcomes before deployment. Every engagement starts with clarity — not assumptions.