Computer Vision Engineered to Survive Past the Demo.

Gstream engineers production computer vision, video AI and edge inference systems — from feasibility through deployment. Measured, maintainable software built for real operational workflows.

CAM_01 // RTSP LIVE60 FPS
Industrial camera feed showing a production floor
Industrial camera feed showing a production floor
Raw RTSP Feed
Drag slider to compare raw RTSP feed with edge inference output
NVIDIAGPU Inference
AWSCloud Deploy
INTELEdge Hardware
97%Accuracy in Prod
< 15msEdge Latency
FIELD EVIDENCE

Production Patterns

01Case pattern

Automated Factory Inspection

97%Production Precision
< 15msEdge Pipeline Latency
Challenge
Visual defect review inside a live production workflow.
Engineering
Camera ingestion, vision inference and human-in-the-loop validation.
CAMERAEDGE INFERENCEQC DECISIONREVIEW
02Case pattern

Real-time Retail Analytics

24/7Autonomous Edge Uptime
60 FPSLive Inference Stream
Challenge
Continuous multi-camera processing with reliable object tracking.
Engineering
RTSP ingestion, GPU inference, tracking, event logic and API integration.
RTSPGPU PIPELINETRACKINGEVENT API
01 / CADENCE & PROCESS
Understand|Validate|Build|Productionize|Improve
02 / COMPUTER VISION SERVICES

Three Ways to Engage

General engineering engagements for computer-vision and video systems. Fixed scope milestones, measured outcomes, full code ownership.

01ARCHITECTURE

Pipeline Audit & Feasibility

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.

DELIVERABLES
  • 01RTSP / camera stream stability audit
  • 02Latency bottleneck & frame-drop analysis
  • 03Edge vs. cloud compute sizing & specs
  • 04Architecture blueprint & fixed estimates
From EUR 950 · 5–7 business days
Request Pipeline Audit
02OPTIMIZATION

Model Inference & Edge Acceleration

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.

DELIVERABLES
  • 01TensorRT compilation & FP16/INT8 quantization
  • 02Low-latency detection & multi-object tracking
  • 03Zero-copy GPU memory optimization
  • 04Latency benchmarking & hardware resource balancing
From EUR 2,800 · 2–4 weeks
Discuss a Project
03PRODUCTION

Full-Scale Computer Vision Systems

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.

DELIVERABLES
  • 01Automated video & sensor analytics pipelines
  • 02Industrial inspection & real-time monitoring
  • 03High-throughput gRPC / streaming APIs
  • 04Production observability & failover handling
From EUR 5,500 · 4–8 weeks
Discuss a Project

Partner and customer-specific feasibility engagements may use different pricing.

03 / APPLICATION DOMAINS

Where Gstream Fits

Production computer vision for teams that need reliable visual intelligence inside real operational systems.

Industrial & Operations

Visual inspection · process monitoring · anomaly detection

Video & Security

Custom analytics · multi-camera systems · edge inference

Software & AI Products

Visual AI features · multimodal systems · production inference

04 / DIRECT CHANNEL

Choose the Right Starting Point

Founder-led engineering with direct senior technical involvement from discovery through deployment. Book a short diagnostic or send the full architecture brief.

OPTION 01 // DIAGNOSTIC CALL

Book a 15-min Diagnostic Call

Pick a live slot right here. Confirmed instantly, no back-and-forth email.

  • 15 minutes, direct with the engineer who scopes the work
  • Bring your stack, cameras and the constraint you are stuck on
  • You leave with a feasibility read, not a sales pitch

Free. No obligation to proceed.

OPTION 02 // ARCHITECTURE REVIEW

Send a Technical Requirement

Share the system, constraint or deployment question that needs deeper review.

Zero spam. Pure technical discovery. Response within 48 business hours.