MiniMax-M3.1-Flash

Language MiniMax Partly verified Released Oct 19, 2026
  • In Input modalities: TextImageVideo Out Output modalities: Text
  • Reasoning· low, medium, high, xhigh, max
  • Tool use
  • Open weights

Prices

2 offerings · prices as listed
MiniMax API (opens in a new tab) Official Global · USD MiniMax-M3.1-Flash
Conditions/ 1M tokensInputCache readOutput
Standard $0.15$0.015$0.60

Prices from Pricing Overview - MiniMax API Docs (opens in a new tab) (checked Nov 1, 2026)

MiniMax API (opens in a new tab) Official China · CNY MiniMax-M3.1-Flash
Conditions/ 1M tokensInputCache readOutput
Standard ¥1.00¥0.10¥4.00

Prices from MiniMax 按量计费价格 (opens in a new tab) (checked Nov 1, 2026)

Standard: the price a request with no conditions pays (the headline price elsewhere on the site).

Details

Family
minimax-m-flash
Model ID

Not stated on MiniMax’s pages: max input, max thinking budget, structured output, built-in tools, knowledge cutoff, licence, aliases.

Run locally

Weights: MiniMaxAI/MiniMax-M3.1-Flash
  • Parameters 220.5B
  • Active 23B · 128 experts, 4 per token
  • Native precision BF16
  • Layers 60
  • KV cache per token 120 KB
  • Config positions 1024K (config.json max_position_embeddings)
  • API context 977K (maker’s API)
My hardware GeForce RTX 4090 24 GB · 1008 GB/s · 64 GB DDR5 dual channel · 89.6 GB/s
On your hardware · GeForce RTX 4090
Doesn’t fit IQ4_XS (automatic) 8K context
WeightsKV cacheOverheadUsable
Needs
≈ 115.5 GB (weights 109.1 + KV cache 0.9 + overhead 5.5)
Usable
21.6 GB (90% of its memory)
Try
IQ2_XXS runs (needs system memory), but below 4 bits quality drops noticeably
PrecisionWeightsNeeds at 8KOn your hardwareLongest context
BF16 (native)maker’s file232.9 GB≈ 245.5Doesn’t fit—
Q8_0218.2 GB≈ 230.0Doesn’t fit—
FP8205.3 GB≈ 216.6Doesn’t fit—
Q6_K168.6 GB≈ 178.0Doesn’t fit—
Q5_K_M146.1 GB≈ 154.3Doesn’t fit—
Q5_0141.2 GB≈ 149.2Doesn’t fit—
Q4_K_M124.7 GB≈ 131.9Doesn’t fit—
Q4_0115.5 GB≈ 122.2Doesn’t fit—
IQ4_XS109.1 GB≈ 115.5Doesn’t fit—
Q3_K_Mquality drops100.4 GB≈ 106.3Doesn’t fit—
IQ3_XXSquality drops78.5 GB≈ 83.4Doesn’t fit—
Q2_Kquality drops77.0 GB≈ 81.8Doesn’t fit—
IQ2_XXSquality drops52.9 GB≈ 56.5Needs system memory 22–33 tok/s—

Click a row to choose a precision. “Maker’s file” sizes are the maker’s own files; others are parameters × bits per weight.

Compared with other hardware

Each at the highest precision it runs. Click one for details.

Smallest that runs it (Q4_K_M, 8K): GPU NVIDIA B200 (HGX B200); unified memory Apple M5 Ultra (64-core GPU) · 256 GB.

Run commands

The maker publishes no files at this precision. Choose its native precision or one of its own builds, or quantise it yourself with llama.cpp.

Memory to fine-tune
Full≈ 3289.4 GBDoesn’t fit your hardware
LoRA≈ 415.1 GBDoesn’t fit your hardware
QLoRA≈ 119.9 GBDoesn’t fit your hardware

Batch 1, 2,048-token sequences, gradient checkpointing; LoRA and QLoRA train rank-16 adapters on the attention projections.

Estimates; facts from the maker’s Hugging Face repositories, as of 2026-11-06. How it’s estimated

Cited scores

From third-party leaderboards, not measured by us
  • LMArena WebDev 1,583

    #33 of 94 listed models · CI 1,571–1,594 · 3,062 votes

  • LMArena (Arena), leaderboard-dataset on Hugging Face, licensed CC BY 4.0 · License · as of Oct 28, 2026
  • changes we made
  • Oct 19, 2026Release MiniMax makes M3.1-Flash available MiniMax-M3.1-Flash is now available through the API. It supports a context window of up to 1,000,000 tokens and accepts text, image, and video inputs.
  1. Now priced on MiniMax API, China Input ¥1.00 · Output ¥4.00 · Cache read ¥0.10
  2. Now priced on MiniMax API Input $0.15 · Output $0.60 · Cache read $0.015
  3. New language model

Sources

MiniMax’s official policies: data use, privacy, terms →

Some values on this page are still waiting to be checked against official pages: a filled dot is verified, a hollow one is not yet (with or without a source on file). How we verify data

MiniMax · China · minimax.io

Snapshots, the same family and other models from this provider