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Confirm part presence, position, orientation, and assembly completion before the product moves forward.
This application fits manufacturers searching for object detection in production or assembly verification systems that can confirm whether every required part, fastener, connector, label, or subassembly is present and correctly placed.
Built For Production
Tuned for real line conditions, traceability requirements, and fast operator decisions.
Search Intent
Object Detection And Assembly Verification
System Compatibility
Designed for production lines where vision has to fit into existing cameras, PLCs, controllers, and factory automation standards without forcing a complete hardware reset.
System Compatibility
Built to work with common machine vision camera ecosystems used across inspection and automation deployments.
Basler
Allied Vision
Baumer
Hikvision95%+
Detection precision on trained assemblies
24/7
Continuous monitoring on live lines
Edge
On-prem deployment for low latency
1 station
Easy pilot on a critical bottleneck step
Production Challenge
Assembly errors often come from missing parts, wrong variants, incorrect orientation, or skipped process steps. These issues are difficult to catch consistently by operators, especially on mixed-model lines or high-cycle stations where attention has to stay perfect all day.
Solution Approach
Orama uses object detection and rule-based vision logic to verify the correct components at the correct stage. Instead of only seeing an image, the system checks whether the required assembly condition has been met and can stop, alert, or log any deviation immediately.
Typical Project Flow
Capabilities
Deployment Workflow
Use Cases
Business Outcomes
Frequently Asked Questions
Object detection identifies and localizes items in an image. Assembly verification adds process logic on top of that detection to decide whether the product is correctly assembled according to defined rules.
Yes. We can configure variant-specific rules so the station checks the right components and positions for each model or SKU instead of applying a single generic rule to every product.
Yes. The output can be connected to alerts, Andon systems, reject gates, or PLC logic so missing or incorrect assemblies are blocked before they move downstream.
No. Many assembly stations use more than one view to confirm hidden or overlapping components. Multi-camera setups are common when the product geometry makes one image insufficient.
Next Step
We can adapt the same platform for your product geometry, lighting, line speed, traceability rules, and reporting needs without forcing your team into a generic workflow.
Project Fit