Current engagement
Retail PoC across 25 stores
The first stage PoC is live across 25 stores, with scale up in progress.
Read the projectComputer Vision & IoT
Solution walkthrough
Visual quality and process inspection
Build inspection workflows for visible defects, assembly steps and process exceptions, using the cameras, examples and acceptance measures relevant to the operation.
Example workflow: Manufacturing and production operations.
Discuss this use caseThe operating problem
A production team needs to inspect visible defects or confirm an assembly step while maintaining line flow. Product variation, camera placement and inconsistent lighting make a generic demonstration difficult to translate into a dependable inspection decision.
From input to action
How it works.
01
Define the inspection
Agree which visible conditions count as defects, how ambiguous samples are handled and where the inspection fits into the production process.
02
Qualify the full pipeline
Evaluate capture, inference and decision timing together on representative production samples. Compare results by product variant, defect type and operating condition.
03
Record and improve
Connect inspection results to the quality workflow and product record. Route uncertain items for review and retain examples for subsequent model and process updates.
What we deliver
- Qualified capture and inspection pipeline
- Defect classification and review workflow
- Traceability to product or batch records
- Model versioning and revalidation procedure
What to measure
Agree a baseline and acceptance targets around the operating outcome.
- Defect recall and false-reject rate by class
- Inspection cycle time and line compatibility
- Agreement with quality-team review on held-out samples
Explore the work
Related ApexFlo projects and products.
Completed delivery
Camera, edge and LoRa sensor integration
The parking solution brings cameras, an edge device and magnetic sensors connected over LoRa into one integrated system.
Read the project