What’s your biggest barrier to greener, more efficient process design today? *

Data quality and availability

Simulation accuracy / speed

LCA integration and reporting

Regulatory compliance

Skills and resourcing

Other (Please specify)

How valuable would a simulator that optimises cost, yield and emissions in real time be for you? *

Critical

Very valuable

Somewhat valuable

Not valuable

Not applicable

How do you prefer to handle LCA in process design? *

Embedded inside the simulation (preferred)

External LCA tool after simulation

We don’t do LCA yet

Not sure

How ready is your data for model training today? *

Clean and centralised (ready now)

Available but messy (needs prep)

Scattered across systems (hard to access)

Mostly not captured

What outcome would justify a pilot in the next 3–6 months? *

+5–10% throughput

−10–20% energy use

Faster compliance/LCA reporting

Towards autonomous operations

Cost savings / payback <12 months

What deployment model do you allow for new analytics/simulation tools? *

On-prem only

Private cloud (VPC)

Public cloud OK

Hybrid / case-by-case

Would you be open to a 30–45 min discussion to explore a pilot? *

Yes, in the next week

Yes, in the next month

Yes, in 2–3 months

Not now