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Edgify’s federated approach will push rivals like Trigo and Everseen to emphasize on-prem deployments as retailers demand local video processing.

Retail is becoming a proving ground for privacy-preserving, low-latency AI deployment—an alternative to cloud-heavy architectures. If the approach holds up, it could accelerate edge AI adoption in other physical environments where data residency and cost are decisive.

Edgify’s federated edge model will push rivals to promise ‘no raw video offsite’ retail deployments.

Retail is becoming a proving ground for privacy-preserving, cost-sensitive AI deployment—where edge compute can beat cloud on latency, compliance, and unit economics.