model comparison

vs

Inkling 2 Small vs MiniMax M3

Thinking Machines against MiniMax, compared on listed price, real workload cost, context and capabilities.

the short answer

  • Inkling 2 Small lists the lower output price; input prices match.
  • MiniMax M3 offers the larger context window.
  • Inkling 2 Small reads cached input for less ($0.03/M against MiniMax M3's $0.06/M), which decides the bill for agents that resend long context.

side-by-side specs

specInkling 2 SmallMiniMax M3
providerThinking MachinesMiniMax
input price$0.3/M$0.3/M
output price$1/M$1.2/M
cached input$0.03/M$0.06/M
blended price (3:1)$0.475/M$0.525/M
context window256k tokens1M tokens
inputtext, imagestext, images, video
structured outputnono
weightsclosedopen (MiniMax Community License)
releasedNovember 5, 2026June 1, 2026

same work, both models

workloadInkling 2 SmallMiniMax M3
one chat reply3,000 tokens in, 500 outMiniMax M3 costs 1.1× as much as Inkling 2 Small$0.0014$0.0015
summarise a 100-page report50,000 tokens in, 1,500 out, one requestwithin 5%$0.02$0.02
1,000 classification calls500 tokens in, 20 out, per call$0.17$0.17
coding-agent session2M tokens in across ~60 turns, 60,000 out, no cache$0.66$0.67
same session, cached85% of input read from the prompt cache, the rest written to itMiniMax M3 costs 1.3× as much as Inkling 2 Small$0.20$0.26

at listed rates. token counts are typical sizes, not measurements.

when to pick which

Inkling 2 Small

Inkling 2 Small is Thinking Machines' second-generation 594B-total, 17B-active mixture-of-experts model with image input. its weights are closed for now; the lab plans an Apache 2.0 release. on octomind it is served only through Tinker.

pick it if

  • want the lowest-priced Inkling on octomind, below Inkling Small on both input and output
  • need adjustable reasoning effort, with chain-of-thought you can switch off
  • work on long agent runs: the lab trained it with a 256K window plus compaction

skip it if

  • you need open weights today; the lab has not released them yet
  • you need audio input; Inkling 2 Small takes text and images only

MiniMax M3

MiniMax M3 is MiniMax's open-weight model (about 428B total, 23B active parameters) for coding and agent work, with image and video input. in this catalog it costs twice MiniMax M3.1 Flash, the newer October 2026 release.

pick it if

  • you need image and video input at $0.30 / $1.20 per million
  • you want open weights you can also self-host
  • you reuse long prompts: cache hits bill at a fifth of input

skip it if

  • MiniMax M3.1 Flash, at half the price, covers your workload
  • you need JSON-schema constrained output

faq

which is cheaper, Inkling 2 Small or MiniMax M3?

Inkling 2 Small lists the lower output price; input prices match. on a coding-agent session (2M tokens in, 60,000 out) Inkling 2 Small costs $0.66 and MiniMax M3 $0.67.

which has the larger context window?

MiniMax M3 offers the larger context window. Inkling 2 Small: 256k tokens; MiniMax M3: 1M tokens.

can i switch between Inkling 2 Small and MiniMax M3 mid-task?

yes. in an octomind session, /model octohub:inkling-2-small and /model octohub:minimax-m3 switch models without losing the conversation, so you can draft on one and review on the other.

try either model

switch between models inside the same octomind session.

prices from the catalog of 2026-11-09