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.
Interactive use case
Try a live workflow with realistic sample data. Production deployments are scoped and licensed to your environment.
Licensing
Every engagement starts with a conversation. We don't publish list prices — VisionInspect is available as a custom build, a per-seat license, or an enterprise agreement depending on your scale, compliance needs, and how closely the catalog template fits your environment.
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
Reference configurations
Starting points from past deployments — final scope and licensing model are agreed during discovery.
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