VisionInspect
Catch defects on the line before they ship. Computer vision models tuned to your products, with every flag routed for human sign-off.
Replace manual visual inspection bottlenecks without losing the inspector's judgment.
The problem
Quality teams rely on human eyes at conveyor speed — inconsistent, tiring, and expensive to scale across shifts. Camera systems exist, but most vendors want a six-month custom project before you see a single defect class in production.
Why teams choose VisionInspect
VisionInspect connects to line cameras or uploaded batch images, runs defect-detection and label-verification models trained on your SKU library, and surfaces only the frames that exceed your confidence threshold. Operators review flagged images in a simple queue — approve, reject, or send to rework — instead of watching every unit pass by.
We deploy on your cloud or at the edge for latency-sensitive lines. Models improve as your team labels outcomes; nothing trains on another customer's data. Most plants start with one high-value SKU or one failure mode, prove ROI in weeks, then expand coverage.
Business outcomes
- •60–80% reduction in manual inspection time on covered SKUs
- •Defect escape rate drops when every unit gets consistent visual coverage
- •Labeled image archive for root-cause analysis and supplier disputes
- •Human sign-off on every reject — no silent auto-scrap decisions
Ideal for
Food & beverage, electronics, packaging, and light manufacturers running 1–10 production lines who need visual QA at scale without building an in-house ML team.
How it works
We start with discovery to confirm fit, then provision your workspace, configure the template for your tier, and hand off access through the EdgeBridge client portal or licensed API. Custom builds follow a scoped milestone plan; licensed deployments can expand seats or move to enterprise as you scale.
Human oversight
Every automation ships with a clear off-switch and a human review path. Sensitive actions can be gated behind approval. Every action is written to an audit trail your team can inspect and export.
Security & data
Deployed on the cloud or private environment you specify, with per-license isolation. API keys are hashed and stored once. Chat logs are redacted by default. Your data is never used to train shared models. Enterprise plans include a signed DPA and can pin data residency.
Common questions
- What is VisionInspect?
- VisionInspect is an EdgeBridge software tool built for manufacturing & quality assurance. Catch defects on the line before they ship. Computer vision models tuned to your products, with every flag routed for human sign-off. It is deployed into the cloud account you already run, hands off to a person when confidence is low, and records an audit trail of every automated decision.
- What problem does VisionInspect solve?
- Quality teams rely on human eyes at conveyor speed — inconsistent, tiring, and expensive to scale across shifts. Camera systems exist, but most vendors want a six-month custom project before you see a single defect class in production.
- What results does VisionInspect deliver?
- 60–80% reduction in manual inspection time on covered SKUs; Defect escape rate drops when every unit gets consistent visual coverage; Labeled image archive for root-cause analysis and supplier disputes; and Human sign-off on every reject — no silent auto-scrap decisions. Targets are agreed against your own baseline during discovery rather than quoted as generic benchmarks.
- Who is VisionInspect for?
- Food & beverage, electronics, packaging, and light manufacturers running 1–10 production lines who need visual QA at scale without building an in-house ML team.
- How much does VisionInspect cost?
- VisionInspect is quoted after a free 30-minute discovery call, because cost depends on integration surface, data volume, and approval requirements. You receive a fixed scope and price before any work begins.
- Where does VisionInspect run, and who owns the data?
- EdgeBridge deploys VisionInspect into your own AWS, Google Cloud, or Azure account, or onto private compute where data residency requires it. Your data never leaves your environment, and you own the configuration, records, and any custom code.
Interactive use case
Try a live workflow with realistic sample data. Production deployments are scoped and licensed to your environment.
Licensing
Start with a self-serve subscription and trial where available, or request a quote for custom scope. VisionInspect is available as a per-seat license or enterprise agreement depending on your scale and compliance needs.
Custom build
Tailored to your stack, data, and workflows. Scoped after discovery and delivered as fixed-fee milestones or an ongoing retainer.
- • Your integrations and data sources
- • Custom models or rules where needed
- • Implementation + handover docs
- • Quoted after a discovery call
Per-seat license
License a production-ready workflow for named users. Scale seats as your team grows — pricing aligned to headcount and usage band.
- • Named users with role-based access
- • Standard support and updates
- • Usage caps agreed upfront
- • Add seats without re-implementation
Enterprise license
Organization-wide deployment with security review, SLA, and optional dedicated cloud or data residency.
- • Site or org-wide coverage
- • Signed DPA / BAA where required
- • Dedicated support channel
- • Custom SLA and audit requirements
Plans
Sign in and complete onboarding to start a trial — payment method required but no charge during the trial period.
Line
Up to 5 seats
- • 1 production line
- • 25,000 inspections / mo
- • 2 defect classes
- • Review queue + alerts
Plant
Up to 20 seats
- • Up to 5 lines
- • 150,000 inspections / mo
- • Custom model retraining
- • Edge + cloud deployment