software licensing, IT infrastructure,

systems integration.

There's training and user adoption.

So even if smaller or medium-sized companies adopt AI, teams are struggling to integrate use into common PV workflows.

There's cost and time constraints to upskill smaller PV teams on AI.

Ongoing maintenance issues.

So AI tools require frequent updates, performance monitoring, maintenance costs, and a strain on lean teams.

Now,