About Overview.ai
Overview.ai is bringing the cutting edge of AI computer vision to manufacturing—solving inspection problems that were previously not solvable with traditional machine vision. We’re a full-stack company: we deploy GPU-powered cameras on production lines, run inference on the edge, and operate a platform that supports large fleets of devices deployed across the world.
We’re growing extremely fast. Our customers love the product because it works—high accuracy, fast deployment, and an operator-friendly experience that makes real factory rollouts possible (not just pilots).
This role is for a mechanically strong systems integrator: someone who can look at a machine design and immediately see what will work, what will fail, and what will create headaches six months later. You will own the mechanical integration of our camera + lens + lighting into automation machines, review CAD, guide machine builders, and ensure deployments are robust, serviceable, and scalable.
You are still an Overview.ai applications engineer—meaning you’ll be on-site, you’ll solve real production problems, and you’ll make sure the system delivers value every day.
Why this role is exciting
● You influence real machine design: You’re not “installing hardware.” You’re shaping how machines are built so AI inspection works reliably for years.
● High leverage engineering: A great integration decision can prevent months of field issues—vibration, misalignment, access problems, cable failures, contamination, poor serviceability.
● Work at the frontier: Integrating edge AI cameras into high-speed automation is still new. You’ll help set the standard.
● Talent density + fast feedback loops: You’ll work with world-class AI, embedded, firmware, and product teams—and your field learnings directly change the product and deployment playbooks.
● High travel + high autonomy: You’ll be trusted to represent Overview.ai at customer sites and with machine builders.
What you’ll own
Mechanical integration
● Own the mechanical integration of camera + lens + lighting into customer automation machines:
○ mounting design, stability, alignment, adjustability, service access, environmental protection, cable routing/strain relief
● Review machine builder CAD (2D/3D) and sign off on designs that meet Overview.ai integration standards.
● Provide direct, practical feedback to machine builders to improve designs before metal is cut:
○ reduce vibration sensitivity, protect optics, ensure repeatable alignment, avoid thermal drift, improve maintainability
● Specify integration requirements and best practices:
○ mounting interfaces, bracket designs, tolerances, datum strategy, access clearances, protective enclosures, contamination management
● Anticipate long-term failure modes and design them out:
○ loosening fasteners, wear points, cable fatigue, lens contamination, shock/vibration, misalignment, fixture flex
● Own commissioning readiness: ensure mechanical design supports stable triggering, repeatable imaging, and rapid service.
Field applications engineering (production outcomes)
● Support new line deployments and maintain/optimize systems already installed at customer sites.
● Diagnose issues that look “AI” but are actually mechanical/system integration problems:
○ intermittent image quality, drift over time, vibration blur, occlusion, part presentation variability, contamination
● Train customer teams and machine builders on integration best practices and basic troubleshooting.
● Document field learnings and turn them into repeatable standards, checklists, and reference designs.
Who you are
Required
● Strong mechanical/systems integration background in automation equipment or industrial machines
● Ability to read and review machine design CAD and provide actionable design feedback (SolidWorks/Creo/AutoCAD or similar)
● Experience integrating components into machines with attention to:
○ tolerances, alignment, vibration, serviceability, cabling, environmental protection, repeatability
● Comfort in factory environments: commissioning, troubleshooting, and working hands-on
● Mandarin fluency (native or near-native)
● Working English for technical collaboration with global teams
● High ownership mindset: you take problems personally and drive them to closure
Strong preferences
● Experience with high-volume manufacturing lines (electronics, automotive, connectors, battery, packaging, assembly)
● Experience working with machine builders/integrators and managing design iteration loops
● Comfort partnering with controls engineers on timing/triggering and line sequencing constraints
Why Overview.ai (why top candidates join)
● Extreme growth + real-world impact: We’re not building demos. We’re deploying AI systems on real production lines, at scale.
● Talent density: You’ll work with world-class engineers and operators across AI, embedded systems, and enterprise deployment.
● Front-row seat to the AI manufacturing wave: This is one of the biggest transformations happening in industry right now.
● Ownership: In this role, your work directly changes the trajectory of the company. Great hiring = winning.
● Global exposure: You’ll recruit for roles that touch the most advanced customers and factories in the world.