Midium

Cloud

Rent compute. Own the stack when you're ready.

Start on the API platform, bring agentic teams into Desktop, or rent dedicated Macs for unlimited usage and air-gapped privacy.

01 · Token-based

Build on the API today.

Pay by tier — Lite, Balanced, Frontier. Models and compute change underneath; your code does not. New accounts start with $5 free.

  • Lite

    Gemma 4 E2B

    lite

    Input / M
    $0.08
    Output / M
    $0.40
  • Balanced

    Gemma 4 26B A4B

    balanced

    Input / M
    $0.18
    Output / M
    $0.98
  • Frontier

    Ornith 1.5 122B

    frontier

    Input / M
    $0.95
    Output / M
    $3.73
  • Embeddings

    BGE-M3

    midium

    Input / M
    $0.012
    Output / M
    $0.036
  • System One

    KnowLine 26B A4B Gen2

    midium

    Input / M
    $0.032
    Output / M
    $0.00

02 · Team plans

Agentic use inside Midium Desktop.

Cloud models in Desktop for chat, code, and vault-grounded agents — with Hub licensing when the team needs shared vaults and members.

03 · Dedicated Cluster

Rent dedicated Macs out of our cloud.

Unlimited usage for your team, air-gapped privacy, and unlimited team vaults — flat monthly rate when traffic grows.

Up to Sonnet Class Intelligence

Monthly tokens

~709M

~648M in · ~61M out

Same tokens on Sonnet 5.5

~$1,907/mo

$2 / $10 per 1M

128 GB Mac Studio

$1,000/mo flat

1.9× cheaper

A typical week of load on one node. The orange line is average load.Average loadMonTueWedThuFriSatSun
Modeled from 28 days of real customer usage patterns.
A chart with cost on the vertical axis and usage on the horizontal axis. Usage-based pricing climbs as usage grows. A cluster stays completely flat.

Cost vs usage

Usage-based pricing

Cluster

Usage-based pricing climbs with usage. A cluster stays flat.COSTUSAGE

Usage-based pricing climbs. A cluster stays flat.

Cluster

Your own AI cluster. Flat monthly rate.

Usage-based pricing climbs as traffic grows. A Midium cluster is a flat monthly rate for hardware we host, so production scale does not raise the bill.

Throughput

What one Mac can actually serve

Measured on a single 128 GB M5 Max under sustained load, with simulated users based on real Midium usage.

ModelCoding developers (Standard)Chat users (Standard)Background agents
Qwen3.6 35B4 (~6 at Relaxed)24 (~40 at Relaxed)2 at once, 238k tokens/h
Gemma 4 26B~5162 at once, 225k tokens/h
Ornith 1.5 122B212 at Relaxed4 at once, 134k tokens/h

Standard: coding 25 tok/s and first token within 5 s; chat 20 tok/s and 2 s. Relaxed: coding 15 tok/s and 10 s; chat 12 tok/s and 4 s.

  • Generation stays fast (50–220 tok/s per user). Reading long prompts sets the limit.
  • Qwen3.6 stays fast on long 128k-token coding sessions.
  • M5 Ultra and M3 Ultra: testing now. Estimates unpublished until measured.
Running on a Mac powered by Midium