Direct answer

What should I look for when vetting a development partner for real-time AI mobile apps?

Look for partners with hands-on experience with the full inference stack, including model optimization techniques like quantization and pruning. They should have strategies for on-device or edge deployment, and critically, they should monitor latency percentiles in production, not just averages. Their proposal should include a detailed latency budget and a plan for testing on poor network conditions.

19 Mar 2026
mobile_app_development

Short answer

Look for partners with hands-on experience with the full inference stack, including model optimization techniques like quantization and pruning. They should have strategies for on-device or edge deployment, and critically, they should monitor latency percentiles in production, not just averages. Their proposal should include a detailed latency budget and a plan for testing on poor network conditions.

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What should I look for when vetting a development partner for real-time AI mobile apps?

Look for partners with hands-on experience with the full inference stack, including model optimization techniques like quantization and pruning. They should have strategies for on-device or edge deployment, and critically, they should monitor latency percentiles in production, not just averages. Their proposal should include a detailed latency budget and a plan for testing on poor network conditions.

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