Automated Factory Inspection
- Challenge
- Visual defect review inside a live production workflow.
- Engineering
- Camera ingestion, vision inference and human-in-the-loop validation.
Gstream engineers production computer vision, video AI and edge inference systems — from feasibility through deployment. Measured, maintainable software built for real operational workflows.


General engineering engagements for computer-vision and video systems. Fixed scope milestones, measured outcomes, full code ownership.
Focused review of an existing computer-vision or AI pipeline: architecture, performance, deployment constraints and feasibility. We benchmark stream stability and define the deployment architecture before writing production code.
High-performance model engineering for live video feeds. We convert heavy algorithms into low-latency runtimes optimized for GPUs, embedded systems, and continuous multi-camera feeds.
Custom production engineering. From camera stream decoders to production APIs, continuous telemetry and automated event triggers running 24/7. Final scope and pricing depend on system complexity, integration, model requirements and deployment environment.
Partner and customer-specific feasibility engagements may use different pricing.
Production computer vision for teams that need reliable visual intelligence inside real operational systems.
Visual inspection · process monitoring · anomaly detection
Custom analytics · multi-camera systems · edge inference
Visual AI features · multimodal systems · production inference
Founder-led engineering with direct senior technical involvement from discovery through deployment. Book a short diagnostic or send the full architecture brief.
Pick a live slot right here. Confirmed instantly, no back-and-forth email.
Free. No obligation to proceed.