Fueling SMB Transformation with the Power of AI
Fuego AI helps founder led SMB's achieve operational efficiency through the 4-step PMSN Framework, without drowning in fragmented systems within 28 days.
About Us
You've heard that AI can help your business, but most AI advice out there is generic hype. So, what does it actually look like to implement AI inside a real operation with real constraints, real teams, and real deadlines?
That's where we come in.
We help founder-led SMBs and operational leaders achieve efficiency through the 4-Step PMSN Framework:
Whether you run a manufacturing plant, a services firm, a logistics operation, or any founder-led SMB where things still run on spreadsheets, email chains, and tribal knowledge, the PMSN Framework gives you a structured path to real operational efficiency through AI.
We audit your operations to find the real bottlenecks, not the surface-level symptoms.
We benchmark your processes against what's actually working across your industry right now.
We build proof-of-concept AI tools tailored to your actual workflows.
You get a clear implementation roadmap, not a 50-page report that gathers dust.
Meredith Hebert — Founder & Principal Consultant
Welcome to Fuego AI. I'm excited that you're serious about solving the real problems that affect your bottom line and not just adopting AI "hype".
Most companies aren't lacking AI tools—they're sitting on hundreds of thousands to millions in operational inefficiencies that AI can already solve, but no one has mapped those opportunities to their actual business or project environment.
My background spans 10+ years in industrial manufacturing—process engineering, managing multimillion dollar project portfolios, SAP systems, global stakeholder management, and more. So instead of starting with AI, I start with where you're losing money today, your REAL business problems—downtime, estimation gaps, poor turnover, asset risks, decision and progress delays, etc.—and then map where AI actually creates measurable ROI for you.
This is where we uncover the biggest wins.
If you're serious about gaining a strategic roadmap to remove your operational inefficiencies with AI, book a call with me below.
Services Built for Real Results
We perform AI audits tailored to your business context. Here's how we help organizations like yours succeed with AI.
Track Record
Proven Experience. Real Impact.
- Restored a critical system → +80% functionality
- Reduced site-wide integrity risks
- Prevented cascading failures
We didn't just detect issues—we understood:
- Failure propagation
- Operational impact
- What actually matters to fix
- Engineered Copilot prompt to generate early-stage ±20% TIC estimates
- Reduces estimating effort
- Accelerates capital decisions
We understand:
- TIC (Total Installed Cost) reality
- Engineering uncertainty ranges
- What ±20% actually means in early strategic decision-making
- Piloted AI chatbot for enterprise SharePoint knowledge system
- Improved resolution rate by 71%
- Reduced errors
We understand:
- What users actually need (not just what they ask)
- Where knowledge systems break in real operations
- Designed code-compliant systems
- Reduced safety and audit risks
We already think in:
- Risk thresholds
- Compliance constraints
- Auditability
- Built ML model predicting customer purchase behavior
Most engineers build models, but we:
- Understand downstream impact (inventory, supply chain, revenue)
- Can tie model outputs → operational decisions
- Managed high-volume supply chain program
- Coordinated distribution under constraints
We've actually:
- Dealt with real-world chaos
- Balanced human + logistical constraints
- Managed SAP PS workflows
- Maintained audit readiness and budget control
- Aligned asset + financial data
We understand:
- Where data breaks
- Why systems don't align
- What "good data" actually looks like in operations
- Coordinated engineering, ops, procurement, safety, construction
- Managed global stakeholders
We are the bridge between:
- Technical systems
- Business outcomes
- Human execution
Ready to Ignite Your AI Journey?
Schedule a free discovery call with Meredith. We'll discuss your goals, your current state, and how AI can create real, measurable value for your organization.
No commitment required. Available for US & international clients.
Complimentary Resources
Practical tools and guides to help you start your AI journey — no fluff, no vendor pitch.
AI Maturity Checklist
Assess where your business stands in implementing AI solutions.
10 Uncommon AI Use Cases
Beneficial AI use cases you likely haven't heard of.
The 14-Point AI Readiness Checklist for SMB Founders
Know exactly where your business stands before investing in AI — across data, process, technology, and organizational readiness.
The Founder's Guide to AI Automation: Where to Start
A practical, no-hype framework for SMB founders who want real results from AI — not another pilot that goes nowhere.