Industrial defect inspection feasibility study
Assess whether agreed surface defects can be detected from representative images before committing to line integration.
View scope and deliverables →From product definition and feasibility through electronics hardware, PCB/PCBA, embedded firmware, device software, mechanical integration, prototyping, testing and production introduction.

Sinovanta's China development team supports buyers who need more than supplier matching: software platforms, AI workflows, embedded firmware, hardware prototypes, and production-ready engineering execution.
Start with a specific problem. Agree inputs, deliverables and acceptance before development.
Assess whether agreed surface defects can be detected from representative images before committing to line integration.
View scope and deliverables →Read labels, date codes and serial numbers and compare selected fields with agreed rules or a reference system.
View scope and deliverables →Develop a vision module for item counting, presence checks, calibrated coordinates or movement tracking.
View scope and deliverables →Evaluate observable events such as zone entry, vehicle position or PPE status and integrate event alerts.
View scope and deliverables →Adapt an existing model for an agreed Rockchip board, runtime and input pipeline.
View scope and deliverables →Integrate agreed camera or video sources with AI inference on a specified Jetson configuration.
View scope and deliverables →Develop sensor acquisition, communications, state machines and agreed device control functions.
View scope and deliverables →Adapt the boot chain, device tree and selected peripheral drivers for a defined board and SDK.
View scope and deliverables →Bring up an agreed camera path and deliver frames with defined formats, timestamps and controls.
View scope and deliverables →Connect agreed industrial devices and map data between field protocols and a host or platform.
View scope and deliverables →Build a desktop interface for device operation, data acquisition and agreed industrial workflows.
View scope and deliverables →Develop device status, alarms and a controlled firmware update workflow for an agreed fleet.
View scope and deliverables →Build a retrieval-based assistant for authorized manuals, engineering records and support workflows.
View scope and deliverables →We review materials before confirming scope, price, schedule and acceptance in writing. Metrics depend on agreed hardware, samples and operating conditions. Hardware, third-party licenses, certification, site work and ongoing operations are confirmed separately.
For controller, sensor, IoT and industrial-electronics projects, we can define circuit requirements, create or review schematics and PCB layouts, coordinate board fabrication and PCBA prototypes, support bring-up and revisions, and prepare manufacturing handover files.
Freeze interfaces, power, MCU or module, sensors, communications, mechanical limits and written acceptance tests.
Circuit design or review, component selection, stack-up, routing, grounding, thermal and DFM constraints as agreed.
Release fabrication files and coordinate PCB fabrication, SMT or through-hole assembly, components and samples through approved suppliers.
Run agreed power-up, interface and functional checks; record issues; manage ECO revisions and review production readiness.
Engineering scope, schedule and price are confirmed after requirements and available files are reviewed.
PCB fabrication, assembly, components, fixtures, samples and third-party laboratory fees are quoted separately unless included in writing.
EMC, electrical safety, RF, environmental and market certification are separate work items and require agreed standards and test bodies.
Acceptance follows the written sample, function and test plan; component availability, MOQ, yield and supplier lead time are not guaranteed without project-specific evidence.
Submit PCB requirements, drawings or reference samples for a scoped technical review.
Every project starts with scope control, then moves through weekly delivery cycles and documented handover.
Define requirements, users, risks, integrations, and acceptance criteria.
Choose the build approach, delivery phases, staffing model, and project budget.
Build the first usable version with weekly demos and decision points.
Run acceptance testing, security checks, deployment, documentation, and handover.
Development work is priced by scope, complexity, and delivery responsibility. These packages set a realistic starting point for professional delivery.
Clarify product scope, technical risk and delivery roadmap before development.
Build a validated clickable or functional prototype before full development.
Deliver a production-ready MVP or business system with QA and launch support.
For ongoing China-based engineering delivery and iteration.
Send your product goals, current files, target timeline, and expected budget. We will propose a practical delivery plan.