Developer Ecosystem
Build with Genovaxai APIs & SDKs
Integrate sub-millisecond object detection, multi-camera tracking, and safety event triggers directly into your software applications, SCADA platforms, and mobile apps.
5-Minute Integration
Python 3.10+ • TensorRT INT8Real-Time RTSP Stream Detection in Python
quickstart_pipeline.pyZero-Copy Ingestion
import os
from genovax import Client, StreamPipeline
# 1. Initialize client with your API key
client = Client(api_key=os.getenv("GENOVAX_API_KEY"))
# 2. Configure hardware-accelerated pipeline
pipeline = StreamPipeline.create(
model="vx-detect-v1.4",
precision="int8",
target_accelerator="tensorrt"
)
# 3. Bind RTSP camera feed with zero-copy decoding
stream = client.connect_stream(
rtsp_url="rtsp://cam08.industrial.internal/live",
camera_id="cam-08",
fps=60
)
# 4. Process real-time detection & tracking events
for frame_result in pipeline.stream(stream):
for obj in frame_result.detections:
print(f"Detected: {obj.label} ({obj.confidence:.2f}) at [{obj.bbox}]")
# Trigger immediate webhook if hazardous proximity detected
if obj.is_hazard_warning:
client.dispatch_alert(
channel="safety-ops",
severity="critical",
event_data=obj.to_dict()
)API Key Authentication
Every request is signed and authenticated via bearer tokens with granular role-based permissions, rate-limiting tiering, and scoped camera access policies.
WebSocket Stream Telemetry
Stream live bounding box coordinates, optical flow vectors, and safety zone state changes directly to web applications at 60 FPS with sub-10ms delivery latency.
Webhooks & SCADA Relays
Configure automated outbound HTTP POST callbacks and industrial Modbus/MQTT relays whenever safety thresholds or intrusion boundaries are crossed.
Live IDE & Deployment Pipelines
Real-World SDK Telemetry & Stream Visualizers

PYTHON SDK v2.4 · REST & WS
GENOVAXAI
TAG: GX-DEV-01 · PYTHON SDK
< 5.2ms INT8
Zero-Copy Frame Buffers Ingested Directly into TensorRTGENOVAXAI LIVE

MQTT & WEBSOCKET BROADCAST
GENOVAXAI
TAG: GX-DEV-02 · MQTT BROKER
1,200 EVENTS/MIN
Real-Time Defect Classification Dispatched to Enterprise SystemsGENOVAXAI LIVE