- how we work
SPEC. BUILD. RUN.
THREE STAGES IN ORDER. THE ORDER IS THE WHOLE POINT.
S
SPEC
KNOW WHATS WORTH BUILDING.
B
BUILD
WORKING SYSTEMS, NOT PILOTS.
R
RUN
YOUR TEAM, NOT OURS.
- WHY IT MATTERS
Most AI implementations fail for the same reason.
Companies buy a tool. Nobody uses it. Eighteen months later, it's a line item someone is trying to cancel.
That's not an AI problem. It's a sequencing problem.
Without a spec, you build the wrong things. Without proper implementation, nothing gets adopted. Without education, your team can't sustain or expand what you've built.
Spec, Build, Run addresses all three in the right order. And because it's built for metals, every step is grounded in how your business actually runs: your quoting cycle, your buyers, your inventory, your margin structure.
No spec = building the wrong things
Most companies jump straight to tools before they know which problems AI actually solves in their business. The result: wasted budget and zero adoption.
No build = tools that never get used
The gap between buying AI and having AI working in your business is an implementation gap, not a technology gap. Someone has to build it correctly and configure it for your context.
No handoff = systems that collapse when you leave
If your team doesn't understand what's been built, can't operate it independently, and doesn't know how to evaluate what comes next — it all falls apart when the consultant walks out the door.
Readiness Assessment
A structured evaluation across five dimensions: data, systems, process, people, and leadership. You see clearly where you are before deciding where to go.
Opportunity Mapping
We identify your top AI use cases and rank them by ROI potential and implementation speed. No theoretical examples — only what makes sense for a metals business your size, type, and current maturity.
Competitive Positioning
Where is your segment heading, what are your competitors actually doing rather than announcing, and where does that leave you. Starting in 2027 this section draws on our own benchmark data instead of impressions.
90-Day Implementation Roadmap
A sequenced action plan: what to build first, what tools to use, what resources you need, and what success looks like at 30, 60, and 90 days. Clear enough to act on immediately.
Executive Presentation
A clean, boardroom-ready deliverable your leadership team can align around. The strategy engagement works because everyone is pointed in the same direction before implementation starts.
S
STRATEGY
CLARITY BEFORE CONSTRUCITON
Before you spend a dollar on AI tools or implementation, you need to know three things: Where in your business does AI create real, measurable value? Where is it distraction dressed up as innovation? And what should you build first?
Most metals companies can't answer those questions confidently — not because they're unsophisticated, but because nobody has mapped it from the inside with both AI knowledge and metals knowledge at the same time.
The Strategy phase gives you that map. It's the foundation every other step builds on.
T
TRANSFORMATION
BUILD IT. DEPLOY IT. MAKE IT WORK.
Strategy without implementation is just a document. Transformation is where AI becomes real inside your business.
We build and deploy AI systems across the functions that drive revenue and efficiency in your operation. Everything is built to integrate with your existing stack — and designed to be used by real people on your team, not just admired in a demo.
You own everything we build. Six-month minimum engagement. We audit, build, deploy, train, and optimize. By month six, your team is running the system with confidence.
Commercial AI Systems
AI-powered outbound, CRM automation, dormant account reactivation, pipeline hygiene. Your reps spend time selling, not updating spreadsheets.
AI Content Engine
A systematic process that produces blogs, LinkedIn content, email campaigns, and sales collateral at volume — specific to your buyers, your grades, your market. We run this for clients today.
Operations Automation
RFQ intake and routing, customer inquiry handling, internal reporting and market briefs — automated and delivered to the right people without manual effort.
Sales Enablement Tools
AI-generated account briefs, call prep, email drafting — so every rep shows up to every conversation prepared, without extra hours of research
Fractional Chief AI Officer
For companies that want ongoing AI leadership without a full-time hire — we manage your AI infrastructure, run strategy sessions with the CEO, and keep your systems current as the technology evolves.
AI for Metals Workshop
Half-day or full-day live session for commercial and operational teams. Participants leave with a clear framework, hands-on tool familiarity, and at least one AI workflow they can use immediately.
Executive AI Briefing
A focused 90-minute session for leadership teams who need to align on AI strategy before committing to investment. Covers what's happening in metals, what your peers are doing, and what questions to ask before spending budget.
AI in Metals Cohort Program
A six-week structured program for a small group of metals companies ready to implement. Weekly live sessions, async materials, and each company leaves with a working AI implementation in at least one function.
Team Enablement (within Transformation)
Built into every Transformation engagement. We don't just build the systems — we make sure someone inside your company can operate, expand, and evaluate them without us. That's what makes it last.
E
eDUCATION
YOUR TEEM NEEDS TO RUN THIS.
The best AI system in the world fails if your team doesn't understand it, trust it, or know how to expand it. Education is the layer that makes transformation stick.
We don't run generic AI training. Every session is built around the metals industry — real use cases, real tools, real scenarios your team will recognize from their own work.
The goal isn't AI dependence. It's AI capability. The companies that win long-term are the ones whose people know how to apply it, evaluate new tools, and keep improving independently.
THE FULL PICTURE
THE THREE PILLARS WORK TOGETHER.
THATS THE POINT.
Strategy tells you what to build. Transformation builds it. Education makes sure your team can run it. You can enter at any point — but the clients who move through all three are the ones who build a genuine competitive advantage.
S
STRATEGY
What to build and why.
T
TRAnsformation
Build and deploy.
E
education
Make it stick.
➡
Competitive Advantage
Ongoing and
Compounding
AI Implementation for metals.
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