MiniMax M3 vs Kimi K3.1 Pro

rates, context and capabilities side by side on the impossibl api, and what the same workload costs on each.

the models at a glance: base rates, context window and modalities
specificationMiniMax M3

minimaxai/minimax-m3

Kimi K3.1 Pro

moonshotai/kimi-k3.1-pro

input · usd / 1m tok$0.30$2.00
output · usd / 1m tok$1.20$10.00
context window524.3ktokens1.05mtokens
modalities · in → out

takes text and image in, gives text out

takes text and image in, gives text out

pricing

base api rates by model
base api rates · usd per 1m tokensMiniMax M3

minimaxai/minimax-m3

Kimi K3.1 Pro

moonshotai/kimi-k3.1-pro

input$0.30over 512k · $0.60$2.00
output$1.20over 512k · $2.40$10.00
cache read$0.06over 512k · $0.12$0.20

brackets are by input tokens per request: a request over a threshold is billed at that bracket's rates for all of its tokens. cache creation can have a separate charge. the estimate below prices one workload at these rates on every model.

specifications

published specifications by model
as publishedMiniMax M3

minimaxai/minimax-m3

Kimi K3.1 Pro

moonshotai/kimi-k3.1-pro

creatorMiniMaxMoonshot AI
model typeText generationText generation
context window524,300tokens1,048,576tokens
input

takes text and image in, gives text out

takes text and image in, gives text out

outputtexttext
tool callingnot verifiednot verified
releasedjun 1, 2026oct 23, 2026
endpoint/v1/chat/completions/v1/chat/completions

unknown means the public catalog does not establish that fact. a model's documented capabilities can differ from what a particular api supports. see the model documentation for integration details.

benchmarks

benchmark scores by model, primary tested configuration
primary configurationMiniMax M3

minimaxai/minimax-m3

Kimi K3.1 Pro

moonshotai/kimi-k3.1-pro

intelligence index · gateway rank29.2#54 of 11455.1#3 of 114
coding index58.6#36 of 66not measured
agentic index29.5#28 of 54not measured
omniscience1.4#37 of 9029.5#6 of 90
gpqa92.9%#9 of 82
not measured
humanity’s last exam39.0%#32 of 93
52.5%#4 of 93
tau288.9%
not measured
aa-lcr83.0%
86.3%
ifbench82.9%
not measured
mmmu-pro78.6%
83.9%
scicode47.1%
60.8%
terminal-bench hard42.4%
not measured
automationbench partial21.3%
73.3%
tau banking15.3%
not measured
analystagent10.0%
not measured
gdp.pdf all-pass9.8%
31.4%
multilingual lcr4.4%
not measured
critpt3.7%
24.6%
harvey lab0.0%
not measured

MiniMax M3 source ↗Kimi K3.1 Pro source ↗

each column describes the tested configuration named under the model; performance and costs can differ on impossibl. a score one model was not measured on is left blank rather than scored zero. indices are ranked against every model on the gateway with one. last checked 2026-10-21.

estimate your cost

one token workload, priced on every model at the published rates, in usd. change the numbers to match yours.

token workload

total input, including cached tokens

include billable reasoning tokens

the same token usage in each request

a subset of total input, never additional tokens

MiniMax M3

minimaxai/minimax-m3

estimated usage cost

$0.90

1,000 requests × (1,000 uncached input × $0.30 + 500 output × $1.20) / 1,000,000 = $0.90

base rates: up to 512,000 input tokens per request, inclusive.

Kimi K3.1 Pro

moonshotai/kimi-k3.1-pro

estimated usage cost

$7.00

1,000 requests × (1,000 uncached input × $2.00 + 500 output × $10.00) / 1,000,000 = $7.00

base rates; no context pricing tiers are published.

estimates use published impossibl api usage rates. configured billing adjustments, funding fees, taxes, and custom workspace rates are excluded and may change the final amount.

image and audio usage, cache creation, and additional tool charges are excluded. reasoning tokens count as billable output, even when they are not visible in the response.

summary

MiniMax M3 and Kimi K3.1 Pro are available through the Impossibl API. they share the /v1/chat/completions endpoint; the model identifier selects the model for a request.

MiniMax M3 is created by MiniMax. It has a 524,300-token context window. Base API pricing (USD): $0.30 per million input tokens; $1.20 per million output tokens. Above 512,000 input tokens per request, context-tier rates apply to the whole request.

Kimi K3.1 Pro is created by Moonshot AI. It has a 1,048,576-token context window. Base API pricing (USD): $2.00 per million input tokens; $10.00 per million output tokens.

MiniMax M3 →Kimi K3.1 Pro →

this page compares MiniMax M3 vs Kimi K3.1 Pro as listed by the impossibl public api. prices and availability come from that catalog, refreshed here every five minutes. this is an impossibl offering, not a comparison of independent hosting-provider quotes.

view the source catalog ↗comparison as markdown ↗report a correction →