Fast
GPU HBM / VRAM
The working set that cannot wait. We treat this as the scarce resource it is.
Always-on software that keeps each workload’s bytes on the right speed of memory — fast for what is hot, cheaper for what is not — without rewriting the applications you already run.
For AI fleets and CXL-forward servers that need more work per machine without breaking latency SLAs.
Three speeds of memory. One control plane.
GPU HBM / VRAM
The working set that cannot wait. We treat this as the scarce resource it is.
DDR5
Warm pages and SLA-pinned tenants. Latency-critical work stays here even when the box is full.
CXL / pooled
Cold data, moved only when the move pays for itself. Overcommit the rest safely.
How MemScale works
The kernel places pages for locality. MemScale adds the layer it lacks: tenant and SLA awareness, expected-value gating, and fail-closed safety. It sits under schedulers and FinOps tools. Existing apps stay as they are.
GPU inference-density claims stay labelled until they are measured on your hardware. We do not ship a modelled multiplier as a result.
Company
A Swedish private limited company building one managed memory system for heterogeneous machines.
MemScale ABContact
Design-partner pilots, customer installs, and press — one inbox.
memscale.io memscale.co.uk → memscale.io