Engineering automation that works in real operations.

G4187 helps manufacturing, logistics, and operations teams eliminate manual work with AI and automation — delivering measurable ROI in 30–60 days.

  • Manufacturing plants
  • Logistics & warehousing
  • Enterprise operations
Operations • AI • Automation

We combine operational experience, lean thinking, and modern AI tools to design automations that actually work on the floor — not just in a slide deck.

Admin time reduction
30–70%
Go-live window
3–6 weeks

Built for operations-intensive teams.

G4187 specializes in AI and automation for teams where accuracy, speed, and throughput matter every shift.

  • Manufacturing plants
  • Warehousing & logistics operations
  • Enterprise operations teams

Your process isn’t the problem — your workflows are.

 

Most operations leaders are stuck with disconnected systems and workflows dependent on human effort just to function.

  • Manual data entry between systems
  • Paper-driven QA and inspection processes
  • Inbound freight and production scheduling chaos
  • Repetitive reporting cycles
  • Firefighting caused by fragmented information

AI + automation, engineered for the real world.

 

We design and deploy automation and AI agents that eliminate repetitive tasks, reduce errors, shorten cycle times, and provide real-time operational visibility. Your core process stays the same — we make it faster, leaner, and more reliable.

Services engineered for fast, measurable ROI.

Entry engagement
Automation Opportunity Audit
Typical: $750–$2,000
  • 60–90 minute discovery session
  • Workflow mapping
  • Prioritized automation opportunities
  • ROI estimates
  • 30–90 day implementation roadmap
Start with an audit →
Core projects
Done-for-You Automation Builds
Typical: $5,000–$25,000+
  • Inbound freight scheduling agents
  • Production & downtime reporting
  • Digital QA & inspection workflows
  • Inventory reconciliation automation
  • Customer service agents
  • ERP / WMS / MES integrations
Discuss a project →
Ongoing partnership
Ops Automation Management
Typical: $1,500–$5,000/mo
  • Continuous monitoring
  • Monthly new automations
  • Prompt/logic updates
  • KPI dashboards & quarterly reviews
  • Team training & support
Explore retainers →

From idea → engineered → live in operations.

Step 1
Discover

Strategy call to understand workflows, constraints, and goals.

Step 2
Map & prioritize

We identify the highest-ROI automation opportunities.

Step 3
Engineer & deploy

We design, test, and integrate your automation or AI agent.

Step 4
Optimize & scale

Improve based on real usage and expand across your operations.

What teams get working with G4187.

Every engagement includes ROI tracking and measurable efficiencies.

  • 30–70% reduction in admin time
  • Fewer errors and rework
  • Faster scheduling & reporting cycles
  • Real-time operational visibility
  • Automation that scales across departments

Ideas engineered to life.

 

G4187 was founded by an operations leader with real-world experience in manufacturing and logistics — blending lean principles, system design, and advanced AI tools to deliver automations that work.

We understand OEE, throughput constraints, labor shortages, inventory complexities, and what it’s like running shifts. That practical lens shapes every automation we build.

Answers to common questions.

Do we need IT to work with you?

Not necessarily — we work directly with operations leaders and only loop IT in for access or security approvals.

How long does a project take?

Most automations deploy within 3–6 weeks, depending on complexity.

Can you integrate with our ERP/WMS/MES?

Yes — we will review your stack during the audit and determine the best integration approach.

What’s the best way to get started?

Begin with the Automation Opportunity Audit so we can determine your highest-impact automations right away.

Ready to remove the manual work slowing your operation down?

Let’s identify your first 1–3 high-impact automations and get them live in the next 30–60 days.

Book a Free Automation Strategy Call

Or email us directly at launch@g4187.com