Alert with evidence
The alert includes the inspection image, AI signal, event time, line, and affected review window, so FSQA can respond with evidence rather than a generic alarm code.
Insights Software Workflow
See the risk your reject bin cannot show you.
Beyond Rejects extends GreyscaleAI Insights software beyond pass/fail counts by connecting X-ray image evidence, AI signal patterns, and production context around elevated-risk moments.
Production risk intelligence
Rejects are events. Risk is often a window.
A reject tells the team one package was removed. It does not always explain whether the event was isolated, whether signals were building, or whether nearby passing product deserves FSQA review.
Beyond Rejects helps teams review the period around an inspection event. Insights can alert FSQA to a potential risk window, then bring together image history, signal behavior, line context, and event records so the team can decide what should happen next.
Designed for review, not automatic disposition. Alerts identify potential risk for FSQA review. Your team decides whether to hold, reinspect, wash out, release, escalate, or take no action.
The workflow pairs package-level inspection evidence with a time-based signal view so FSQA can review the window around an alert and decide whether action is needed.
Risk-review alerts
Potential risk is surfaced for FSQA review.
Insights alerts the right reviewers when inspection signals indicate a product, line, or time window may deserve attention. An alert is not an automatic hold or release decision; it is a prompt to review evidence and decide the appropriate action.
Each alert opens with the relevant review context: images, event history, signal trends, machine and line metadata, SKU, lot, shift when available, and the suggested review window.
Review before action
Authorized users receive the context needed to decide whether to hold, reinspect, wash out, release, escalate, or take no action.
Document the disposition
Keep the alert, reviewed evidence, reviewer decision, and notes tied to the event history for later investigation and continuous improvement.
FSQA alert queue
Potential risk windowNeeds review
Line 4 elevated signalNow
Review window42 units
FSQA dispositionPending
Alert status shows whether the event is unreviewed, under review, closed with action, or closed with no action.
How it works
From individual reject events to reviewable context.
Beyond Rejects turns inspection activity into a review workflow: capture the evidence, analyze the signal, send a risk-review alert, and give FSQA the context to decide what should happen next.
Capture image evidence
High-resolution X-ray inspection captures package-level images and event metadata at line speed.
Analyze signal patterns
AI-assisted analysis helps identify signal behavior that may indicate an isolated reject, a developing condition, or a nearby product window worth review.
Send a risk-review alert
GreyscaleAI Insights gives authorized users a practical window of images, events, and line context to investigate.
Review and decide next action
Teams review the evidence before deciding whether to hold, rework, reinspect, wash out, release, escalate, or take no action.
FSQA decision support
Alerts give reviewers a place to start, not a decision to blindly accept.
Beyond Rejects gives FSQA teams a structured way to review potential risk, inspect the surrounding evidence, and document what action was or was not needed.
Hold and release review
Review images, alerts, and events around a concern so product disposition can be based on evidence, not just a single reject count.
Washout and reinspection support
Use the alert window to understand what happened before, during, and after an elevated-risk moment when planning washout, reinspection, or follow-up checks.
Root-cause investigation
Compare signal patterns, image evidence, line timing, and machine context to help determine whether the issue appears isolated or part of a broader condition.
Near-reject visibility
Review nearby product images and signal behavior so teams can investigate borderline conditions that may not appear in the reject bin alone.
Cross-functional alignment
FSQA, plant management, and operations can work from shared images, alerts, and event history instead of separate interpretations of what happened.
Closed-loop documentation
Keep the alert, review window, evidence, disposition, and notes tied to the event for later review and continuous improvement.
Risk alert review queue
Potential risk windowNew alert
Image window opened42 units
FSQA dispositionReview pending
ActionNot decided
Inside GreyscaleAI Insights
A focused workflow inside GreyscaleAI Insights software.
Beyond Rejects is part of the broader GreyscaleAI Insights application layer, not a separate inspection machine. It builds on image history, risk-review alerts, production analytics, machine visibility, and the standard support model.
- Insights Software users
Authorized users review image windows, alerts, trends, and event context in the software. - Inspection systems
HRX systems provide the inspection images and event signals that make the review window visible. - Support layer
GreyscaleAI helps teams connect inspection signals, alerts, and review workflows to the way each line operates.
Talk through where risk-review alerts and Beyond Rejects could fit your QA process.
Fit depends on the product, package, target concern, line setup, image quality, and the operating context available in GreyscaleAI Insights.