MemScale
MemScale — One managed memory system

Move the pointer — the mark follows.

Software that keeps each workload’s data 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.

Contact Try a placement

Interactive

Place the pages. That is the product.

Drag a page onto a tier, or select a page and click a column. Hot work belongs on Fast. Cold work belongs on Capacity. MemScale does this continuously, under the apps you already run.

Select a page, then a tier.

Fast

GPU HBM / VRAM

Working

DDR5

Capacity

CXL / pooled

Method

Observe, classify, plan, then act — or don’t.

The kernel places pages for locality. MemScale adds tenant and SLA awareness, expected-value gating, and fail-closed safety.

  1. Heat, topology, and what the machine can actually do — labelled measured, derived, or unavailable.

  2. Regions as hot, warm, or cold, with a confidence label on every number.

  3. A move only when the benefit beats the measured transfer cost. SLA-pinned tenants stay on DDR5.

  4. 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 figures 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 AB · Org.nr 559597-6679
Klisätravägen 21 A, 138 33 Älta, Sweden

Contact

Start a conversation

Design-partner pilots, customer installs, and press.

hello@memscale.io

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