Top 5590 Modeling Agent Jobs

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- Full-time
- Computer Science
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- System design
Quick Apply
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Information Systems Integrator & AI Automation Specialist

Big Rocks Engineering
St. Louis, MO

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Job Details

Full-time
$55,000 - $72,000 a year

Qualifications

AI models
Computer Science
RESTful API
CCP Data Engineer
Machine learning projects
SQL
JSON
Manufacturing
Python

Full Job Description

About the Role

Most early-career developer jobs hand you a ticket queue and a style guide. This one hands you a blank whiteboard and five manufacturing companies.

Big Rocks Manufacturing is a family of precision manufacturers across Missouri — CNC machining, metal fabrication, stamping, tool & die, and powder coating. We process 200+ requests for quote every month, run five facilities on systems that don't fully talk to each other, and we know there's a better way. We just need the right person to help us figure out what that looks like — and then build it.

This is a founding technical role. You won't be executing someone else's architecture. You'll be defining ours. That means evaluating our current tech stack, identifying where AI and automation can create the most leverage, recommending the right tools and platforms, and integrating systems that have never been connected before. The AI Estimating Agent is the flagship first project — but it's one piece of a much larger technology foundation you'll help design from the ground up.

If you want to own something that matters and build something that lasts, keep reading.

What You'll Build

The Foundation (Months 1–4):

Audit our current tech stack across all five operating companies — ERP, CRM, quoting systems, and production data
Map where systems are siloed, where data is manual, and where AI can create the most immediate leverage
Recommend our technology roadmap: what we build, what we buy, and how it all connects
Deploy RFQ intake automation and launch real-time operational dashboards — fast wins that deliver value while the bigger build is underway

The AI Estimating Agent (Months 5–18):

Build a system capable of reading 2D and 3D CAD files, extracting manufacturing features, generating routers and bills of materials, and exporting directly to our ERP — with human-approval checkpoints throughout
This is the flagship project: a multi-layer AI system that touches CAD processing, LLM-based document analysis, manufacturing domain logic, cost modeling, and ERP integration

The Broader Platform (Month 12+):

Design and build additional automation agents: quote follow-up, capacity-aware scheduling, outside processing RFQ automation, and cross-site job routing intelligence
Each agent you build runs on the same infrastructure — the platform compounds in value with every addition

Ongoing:

Own the technology stack decisions as the company grows — evaluating new tools, integrating new systems, and keeping the platform scalable
Maintain and improve all deployed agents, dashboards, and integrations
Train and support staff across five sites
Present quarterly roadmap reviews to executive leadership

What We're Looking For

Required:

Pursuing or completed a degree in Computer Science, Software Engineering, Data Science, or related field
Strong Python skills — you can write, debug, and maintain scripts independently
Familiarity with REST APIs and JSON
Exposure to AI/ML development through coursework, personal projects, or internship work
Comfort with ambiguity — you'll be defining the path, not just following one
Genuine curiosity about how things are made — you'll spend real time on the shop floor
Clear communicator who can explain technical decisions to non-technical stakeholders

Nice to Have:

Any CAD experience — SolidWorks, Fusion 360, AutoCAD, even hobby use
Experience with LLM APIs (OpenAI, Anthropic) or agent frameworks (LangChain, LlamaIndex)
Familiarity with CAD file formats (STEP, IGES, DXF) or geometry libraries
Experience with BI/dashboard tools (Power BI, Metabase, Streamlit)
SQL experience
Any manufacturing, engineering, or fabrication background — even personal projects

Location

St. Louis, MO 63111 — In person with travel. Regular on-site visits to our operating companies in central Missouri are part of the job. If you want to understand what you're building, you need to see it in person.

Why This Role Is Different

You won't spend years waiting for ownership here. From day one, you're the person who defines how a multi-company manufacturing operation thinks about technology — and then builds it. The decisions you make in Year 1 shape the competitive position of six companies for the next decade.

That's a lot of responsibility for an early-career role. It's also exactly what makes it worth doing.

To Apply

Apply directly through indeed, include a cover letter and a brief note about a technical project you've built. A GitHub portfolio with AI or API work is a strong positive signal. We read them.

Pay: $55,000.00 - $72,000.00 per year

Willingness to travel:

25% (Preferred)

Work Location: In person

Quick Apply

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