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Patent portfolio assigned to Aspinity (verified via public assignee records). Estimated patent count: 4. US analog machine-learning chip maker (AML100, RAMP / analogML core). Multiple patents assigned to Aspinity Inc. on Google Patents (e.g. US20170263268A1 analog voice activity detection, US12126969B1 audio tone detection, US11955193B1); count is an under-estimate of confirmed assignee results. No named customers disclosed publicly; no direct competitors confirmed from a fetched page.