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Instrumental

Instrumental uses computer vision and AI to help hardware companies find, fix, and prevent manufacturing defects. Used by Fortune 500 companies including Meta, Lenovo, and Axon for visual inspection, root cause analysis, and NPI acceleration.

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Case Studies:All Case Studies By Industry By Technology By Use Case Companies

Explore:Automotive Food & Beverage Predictive Maintenance Quality Control & Inspection Computer Vision Predictive ML

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House: AI Roadmap — Eight workflows in your plant where AI would pay back this quarter. We know which. 12 pages, in 72 hours.

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Industries Distribution

Electronics

7 (64%)

Consumer Goods

2 (18%)

Chemicals

1 (9%)

Energy & Utilities

1 (9%)

Case Studies (11)

PuffcoConsumer Goods

Puffco discovers root cause in one day and cuts 4 weeks off NPI schedule

1 day (vs 3+ months manual) Time to Root Cause Discovery4 weeks Schedule Time Saved

P2i eliminates defect escapes and triples engineering efficiency for nano-coating quality

50% Manual Inspector Headcount Reduction3X (tripled) Engineering Efficiency Improvement

OwletConsumer Goods

Owlet saves $953K/year and validates root cause 8X faster for baby monitoring device

$953K Annual Savings from Avoided Replacements8X faster Failure Analysis Speed Improvement

Undisclosed Telecommunications BrandElectronics

Telecom brand achieves one-month breakeven with AI inspection preventing 4.6% operator escapes

75% Operator Headcount Reduction4.6% Operator Escapes Prevented

Motorola MobilityElectronics

Motorola accelerates NPI across entire mobile phone line with AI-powered inspection

7 Mobile Phone Programs Covered<2 seconds Edge Computing Cycle Time

MetaElectronics

Meta saves 900+ engineering weeks annually across 7 AR/VR hardware programs

900+ Engineering Weeks Saved Annually6X Return on Investment

LenovoElectronics

Lenovo saves $1/unit and eliminates 50% rework on Motorola Razr production

$1 Per-Unit Savings~50% Preventable Rework Eliminated

FLIRElectronics

FLIR reduces factory travel 75% while accelerating thermal camera development

75% Factory Travel Reduction2 days Station Setup Time

ChargePointElectronics

ChargePoint ensures consistent EV charger quality and cuts root cause analysis time by 50%

50% Root Cause Analysis Time Reduction17 Anomalies Identified in Development

AxonElectronics

Axon discovers 20+ unknown defects and avoids launch delays for Fleet 3 in-car camera

20+ Unknown Issue Types Discovered6% Defect Rate Reduction (EVT1 to DVT)

SolarEdge TechnologiesEnergy & Utilities

SolarEdge maintains world-class quality across global factories with AI-powered visual inspection

12-25 years Product Warranty Duration3 (Asia, Europe, US) Global Factory Regions Covered

Industries Served

Electronics (7)Consumer Goods (2)Chemicals (1)Energy & Utilities (1)

Use Cases Addressed

Quality Control & Inspection (11)

House: AI Roadmap

Eight workflows in your plant where AI would pay back this quarter. We know which. 12 pages, in 72 hours.

Get the roadmap