Manufacturing

Machine-Vision Quality

Inline defect detection with automatic batch quarantine — catch the defect before it ships, not in the return.

Manual QA samples a fraction of output, defects escape to customers, and root cause is argued days later without evidence.

Deploy via outcome brief

39 teams run this pack 6,747 runs / 30 days 87% auto-resolution

Expected outcome

100% inline inspection, defective batches quarantined automatically, root cause flagged to the process with image evidence.

Runs as a continuous outcome

A continuous quality contract — every unit inspected inline, defects contained before ship, with image-anchored root cause routed to the process.

SLAFirst-pass yield >= 97 %/ daily Part of Lights-Out Facility Operations

Install this pack, then graduate it into a continuous outcome from My Workflows — it earns autonomy (shadow → assisted → autonomous) as it proves itself on real telemetry.

Hours saved / wk

FTEs freed

0.5

Monthly value

$21,000

Triggers

Vision cell flags out-of-spec unit

ready

Defect cluster on a line/lot

ready

New part/spec loaded

beta

Integrations

Vision system (Cognex, Keyence)

Inline images + classification

MES

Batch genealogy + hold

Agent steps

2 credits / run

1
Inspect
Classifies each unit against the golden sample in real time.
2
Quarantine
Holds the affected batch and blocks ship on a cluster.
3
Attribute
Correlates the defect to machine, lot, shift, and recipe.
4
Notify process
Routes root-cause candidate with image evidence to the process engineer.
5
Log decision
Every disposition and image on the Decision Log.

See it in action

State Transformation

A formal contract: what this pack converts, with explicit uncertainty bounds and verification criteria.

Initial state

Sampled manual QA with escaped defects

Target state

100% inline inspection with automatic containment

Invariants (must hold)

no ship on open clusterquarantine reversible on review

Uncertainty bounds (max acceptable error)

max_escape_rate≤ 0.5%

max_false_reject≤ 3.0%

Verification: Escape-rate closure + release record

Domain ontology — entities & states

The vocabulary this pack reasons over. Each entity has its own state machine.

Unit4 states

inspected→pass→fail→quarantined

Batch4 states

running→held→released→scrapped

Relations

· Unit-belongs-to-Batch
· DefectCluster-holds-Batch

Audit & explainability

Image-anchored defect evidence per unit
Batch quarantine and release trail
IATF-16949 / ISO-9001-ready quality evidence

Pricing

~7× ROI — you keep ~85% of the value this pack creates. Priced at the market median, never as a race to the bottom.

Pilot

Prove the ROI on one bottleneck.

$3,150/mo

Onboarding · included free

1 workflow deployment
Shadow + assisted run modes
White-glove setup call
Decision Log + audit export

Scale

Recommended

Run it as a continuous outcome.

$7,560/mo

Onboarding · included free

Up to 5 deployments
Autonomous mode (earned via self-grading)
Continuous SLA in the Outcome Console
Autopilot drift signals

Enterprise

Your operating model, contracted.

Custom

+ custom implementation

Unlimited deployments
Custom SLAs + integrations
Dedicated solutions engineer
SSO + compliance reviews

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Calculate my ROI

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Onboarding is included free — self-serve or white-glove

Pick Self-serve and our onboarding assistant walks you through connecting Gmail/Outlook/Slack/ERP, or choose White-glove and a Centertron specialist joins you for a live go-live call — both at no extra cost, live in <48 hours. Either way, the pack runs in your audit trail with every decision logged.

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