refactr

Size a setup

You give the price builder a head count, the kind of work and the models you want. It works out the nodes.

Work has a weight

A stream is one conversation a model answers at 26 tokens a second or more. Each kind of work needs a share of a stream per person at the busiest moment of the day: the person's own conversation, plus agent work that runs without them.

WorkExampleStreams a person, at peak
Documents and researchReports, contracts, email0.46
SoftwareCoding agents on real repos0.67
AgentsOne running agent per person0.67
Support and questionsMany short answers0.25

A team that does several kinds of work switches between them, so a person's own conversation counts once and the agent work is averaged. Agents are held to one running agent per person.

From streams to nodes

  • Streams. People times their weight, rounded up, shared between the models you pick.
  • Copies. Each model gets enough copies for its share. A model too big for one node spreads each copy across linked nodes. Small models share a node when memory and speed allow.
  • A range. Every setup is worked out twice, with what we measured and with a careful margin, so the price shows as a low and a high.

The price page covers 15 to 100 people on up to 12 nodes. Every price it shows saves you at least 10% against $100 seats over three years. A bigger setup, Kimi K3.1, or a setup that needs more hardware than that saving allows, is priced on a call.

NextSecurity and data