Vision-based inspection at the edge
Deployed models on ARM devices to detect defects in real time, improving yield by 12% and reducing rework.
Constellation Web Forge (CWF) designs, builds, and scales robust systems for factories, utilities, and smart products. From embedded devices and gateways to real-time analytics, computer vision at the edge, and enterprise apps—our teams plug into your stack and deliver.
Powered by battle-tested patterns for data acquisition, transformation, and long-term storage.
Product spotlight
Monitor, manage, optimize and monetize connected assets with a flexible IoT and data platform tailored for industrial environments.
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Share a few details about your use case, existing systems and constraints. We’ll follow up with realistic options for PoC, rollout or partnership.
Flexible teams that integrate with your tools and processes. We handle the hard parts so you can focus on outcomes.
Connectivity (OPC UA, Modbus, CAN), telemetry pipelines, device management, historian/time-series, alarms & dashboards.
On-prem inference, inspection & anomaly detection, digital signal processing, model deployment & monitoring.
Native and cross-platform apps for operators and field teams—secure auth, offline-first, push & device integrations.
Azure/AWS architectures, data lakes, stream processing, APIs, real-time analytics and visualization.
Firmware in C/C++, Linux on ARM, AMRs/AGVs, sensor fusion, protocol bridges, PCB design support.
Selenium/Appium, API tests, CI pipelines, performance & reliability testing across devices and services.
Connects to devices, PLCs and services. Supports MQTT, OPC UA, REST, and custom protocols.
Applies filters, rules and ML models to clean and enrich streams in real time.
Sends data to relational and time-series stores for both short-term and long-term history.
Configure agents, monitor health and visualize KPIs with role-based access.
Backed by proven building blocks such as PostgreSQL/Timescale, InfluxDB and data lakes for long-term storage.
MQTT, OPC UA, Modbus, CAN, BLE, ZigBee, RS-485, WebSocket, AMQP, NATS, Kafka.
ONNX Runtime, TensorRT, OpenVINO, TFLite, PyTorch Mobile/ExecuTorch, TVM; Jetson, Movidius, Coral.
PostgreSQL/TimescaleDB, InfluxDB, ClickHouse, Redis; S3/MinIO, Parquet/Lakehouse.
Kafka Streams, Flink, Spark Structured Streaming, Apache Beam, NiFi, ksqlDB.
Azure IoT Hub, AWS IoT Core, Kubernetes/K3s, Docker; serverless & managed PaaS.
Node.js/NestJS, .NET, Go, Rust, Python (FastAPI/Django); REST/gRPC/GraphQL.
React/Next.js, Vue, Svelte; Flutter, React Native; Kotlin/Compose, Swift/SwiftUI; PWAs.
Grafana, Prometheus, Loki, ELK/OpenSearch, Jaeger, OpenTelemetry, Sentry.
OAuth2/OIDC (Keycloak/Auth0), mTLS/PKI, secure provisioning (DPS/TPM), OTA (Mender/Balena).
GitHub Actions/GitLab CI, ArgoCD/Helm, Terraform/Ansible.
Selenium/Playwright, Appium, k6; contract & API testing.
IEC-62443 practices, data governance, RBAC & audit trails.
Scale up or down as needs evolve. Transparent reporting and velocity tracking.
Well-defined scope and deadlines with end-to-end delivery and QA.
Architecture reviews, security & reliability audits, cloud cost optimization.
Deployed models on ARM devices to detect defects in real time, improving yield by 12% and reducing rework.
Unified data ingestion from PLCs and meters, with alarms and dashboards for 24/7 operations.
Offline-first Android/iOS app for maintenance teams with barcode scanning, tickets and push notifications.
Tell us about your goals and constraints—timeline, budget, compliance. We’ll recommend a realistic path to production.