ROOT CAUSE IDENTIFIED

Hardware investigations
at full throttle.

Coding agents for quality, test and production engineers

Try Workbench→
Workbench
Tail FOD · 4M+1D
Please run a 4M+1D workflow on loose objects found in the tail section.
Running 4M+1D analysis on tail section FOD events across your connected data sources.
ishikawa_tail_fod
Which category is driving the most escapes?
Man and Method are the primary contributors. Shift handoff gaps and missing re-torque verification steps appear across the majority of escape events.
ishikawa_tail_fod×
investigation.py×
CopyExpand
Ishikawa Diagram
LOOSEFASTENERESCAPEMANMACHINEMETHODMATERIALMEASUREMENT
4M+1D Breakdown
CategoryFindingSeverity
MANShift handoff gaps, training variance across operatorsHIGH
METHODNo re-torque verification step, incomplete close-out checklistMED
MACHINETool wear accumulation, PM interval slippageLOW
MATERIALFastener lot dimensional varianceLOW
MEASUREInspection gap during shift handoff windowLOW
4M+1D · Aerospace
Complete
Productivity

Cases closed in minutes, not months.

Unlock major productivity gains and refocus on improving the product.

Without Workbench
Value Unlocked
$0
With Workbench
Value Unlocked (Reduced MTTRC + COPQ)
$0
“

With Workbench I can knock out the work of 3 supervisors and 5 QEs.

Drone
Manufacturing Manager
American Aerospace OEM

Workbench is incredible, I'm like a kid in a candy store.

SUV
Director, North America Field Quality
European Automotive OEM

I don't want dashboards and I don't code, but Workbench lets me interact directly with raw data.

Motorcycle
Quality Engineer
American Mobility OEM
PLATFORM

A new era of manufacturing work.

Workbench gives quality, process, production, validation and manufacturing engineers a modern "vibe" stack connected to existing data systems.

AGENTS
domain-specific operators
"Which shifts and torque
sequences correlate
with fastener escapes?"
)

Orchestrate code generation, data retrieval, and tool calls to turn prompts into answers.

WORKFLOWS
investigation templates
inv.run(
defect="loose_in_tail",
context=prior
)

Pre-built and customizable templates to accelerate core investigation procedures.

AUTOMATIONS
async operations
"torque_var > 2σ",
action=flag_review,
notify="quality_lead"
)

Scheduled or event-triggered tasks that run asynchronously and surface results when ready.

VAULT
memory + context
failure="loose_fastener",
assembly="tail_section"
)

Stores context, past analyses, and domain knowledge that compounds across users and sessions.

ENGINE
data access layer + domain-specific knowledge graph

Securely ingests and maps data from PLM, MES, QMS, DFM and other sources storing telematics, diagnostics, warranty and field data.

plm="Teamcenter",
mes="Ignition",
qms="ETQ"
)
Value Calculator

Tools that pay for themselves.

Turn production, telemetry and diagnostic data into margin.

$
%
$19.2M – $28.8M
Estimated annual savings
204 hrs
recaptured per engineer per year
CoPQ reduction
40%
Range reflects variation in workflow adoption across your team.
Book a Custom Productivity Estimate→

What if building hardware felt like building software?

Book a Demo Today

Try Workbench→