Aerospace tier-1
Pre-cure defect prevention on an AFP wing-skin cell cuts porosity scrap and NDT rework, with full traceability for acceptance.
Proven on the metrics that matter
Land on one workflow with a hard success metric, prove ROI in shadow then assist mode, then expand across the loop.
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First-pass yield
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Less NDT rework
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Cure energy saved
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Target NRR
Design partners
How a rollout starts
Shadow & baseline
Instrument the wedge workflow in shadow mode; measure baseline scrap, porosity and yield.
Assist & prove
Agents recommend layup / cure moves and predict defects and strength; engineers approve. Prove accuracy and ROI.
Graduated autonomy
Auto-control low-risk cells with adaptive layup / cure; escalate exceptions.
Expand
Add adjacent modules within the factory, then site-by-site.
Illustrative outcomes
Where the value shows up
Launch structures
Adaptive autoclave control holds target Tg on high-value fairings while trimming cure-cycle energy and time.
Wind blades
Factory orchestration lifts first-pass yield and on-time delivery across cells at rising rate.
Champion’s view
“The craft we couldn’t hire fast enough — encoded and held closed-loop.”Composites / manufacturing engineering
Value by seat
Everyone gets a metric
Scrap, yield, strength, cure-energy and ROI — rolled up for the plant and the P&L.
Autonomous layup and cure that relieve the team and encode the craft, with corrections that train the models.
Architecture, grounding, audit and trust — assurance-grade evidence for airworthiness sign-off.
Reference loop
Wins compound into references
Outcome loop
Proven ROI in one workflow drives expansion to adjacent modules and sites.
Data loop
More usage → better models → more autonomy → more usage.
Reference loop
Measurable wins become peer references in a tight community — and inbound.
Who we serve
Across every composite program
AerospaceDefenseSpaceeVTOLWindHydrogenEV
Risk, removed
Why a pilot is safe to say yes to
Shadow first
No control authority until accuracy is proven against your own baseline.
One hard metric
Success is defined up front on scrap, yield, strength or energy — no vanity.
Under your controls
Deployed ITAR-ready and isolated, integrated under your security program.
FAQ
Customer questions
What does a pilot require from us?
A wedge cell to instrument, access to the relevant AFP / autoclave / NDT / MES systems under your controls, and a defined scrap / yield / strength success metric.
How fast can we see ROI?
Shadow mode establishes a baseline immediately; assist mode proves accuracy and ROI before any autonomous control.
Can our corrections improve the system?
Yes — every supervised correction trains the models, which is the core of the compounding data moat.
Become a design partner
A small cohort, a hard metric, and a fast path to proven ROI.