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.
Hot data stays fast.
Cold data gets cheaper.
Working
DDR5
Warm pages and SLA-pinned tenants. Latency-critical work stays here even when the box is full.
Capacity
CXL / pooled
Cold data, moved only when the move pays for itself. Overcommit the rest safely.
How MemScale works
Observe, classify, plan, then act — or don’t.
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.
- Observe heat, topology, and what the machine can actually do.
- Classify regions as hot, warm, or cold — with a confidence label on every number.
- Plan a move only when the benefit beats the measured transfer cost.
- Act with dry-run on by default, a kill-switch, and an audit trail. If we cannot prove it is safe, we do not pretend.
GPU inference-density claims stay labelled until they are measured on your hardware. We do not ship a modelled multiplier as a result.
Company
MemScale AB
A Swedish private limited company building one managed memory system for heterogeneous machines.
MemScale ABOrg.nr 559597-6679
Klisätravägen 21 A
138 33 Älta, Sweden
Contact
Start with a conversation.
Design-partner pilots, customer installs, and press — one inbox.
memscale.io memscale.co.uk → memscale.io