Evaluate local processing against quality, hardware, privacy requirements and operating costs.
Identify why local execution matters
Consider the specific need: disconnected use, response time, approved data processing or reliable operation in a particular location. Turn the preference into a testable requirement.
Test the actual device and task
Memory, compute, power, software support and model capability shape what is practical. Test representative inputs on the hardware you expect to use. A demonstration on a developer machine is not a fleet deployment plan.
Check the complete application
Local inference does not prove that logs, sync, updates or other components remain local. Trace data flows and examine the behavior of every connected component. Some designs may combine local and remote processing; those boundaries must be explicit.
Plan ongoing operation
Account for device management, updates, monitoring, maintenance and support. Compare total cost and quality with other suitable approaches. Local execution may improve some requirements while making others harder.
Prepare a useful conversation
Bring the business goal, current setup, information requirements and any known budget or operating constraints. We can help assess the options and scope the appropriate work. A high-level description is enough to start; leave out confidential records and credentials.
