Muse Wonder 1.0 vs Kimi K3.1 Pro

Pick a route and service tier under each model. Prices, the calculator and the verdicts follow your choice.

Muse Wonder 1.0
Kimi K3.1 Pro

At a glance

Generated from the rows below

Choose Muse Wonder 1.0 for

  • The only one that takes audio

Choose Kimi K3.1 Pro for

  • The lowest cost per typical request ($0.009)

Overview

Context window
Not published
1.05Mtokens
Max output
Not published
1.05Mtokens
Takes
Text, Images, Video, Audio
Text, Images, Video
Returns
Text
Text
Routes on Phaseo
1 provider
1 provider
Released
12 Oct 2026
23 Oct 2026

Pricing

Prices on the route and tier chosen under each model

Meta · StandardMoonshot AI · Standard
Input
$4.00/ 1M tokens
$2.00/ 1M tokens (best)
Output
$20.00/ 1M tokens
$10.00/ 1M tokens (best)
Cache read
$0.20/ 1M tokens
$0.20/ 1M tokens
Cache write, 5 minutes
No write fee listed
$2.00/ 1M tokens
Cache write, 1 hour
No write fee listed
$4.00/ 1M tokens
Typical request2K tokens in, 500 out
$0.018
$0.009 (best)

What will it cost?

Estimate a month of requests on the route and tier chosen for each model

ModelPer requestPer month
Muse Wonder 1.0Meta · Standard$0.018$540.00
Kimi K3.1 ProMoonshot AI · Standard$0.009$270.00

Uses the route and tier chosen under each model, over 30 days. Cached input is billed at the cache-read rate.

Performance

Live gateway traffic

Latency p50
No traffic yet
No traffic yet
Throughput p50
No traffic yet
No traffic yet
Requests, last 24 hours
No traffic yet
No traffic yet

Activity

Tokens sent through Phaseo each day over the last 30 days

  • Input
  • Output
  • Reasoning

93.5Ktokens, last 30 days

92.6K2 Oct: 0 tokens, 0 requests3 Oct: 0 tokens, 0 requests4 Oct: 0 tokens, 0 requests5 Oct: 0 tokens, 0 requests6 Oct: 0 tokens, 0 requests7 Oct: 0 tokens, 0 requests8 Oct: 0 tokens, 0 requests9 Oct: 0 tokens, 0 requests10 Oct: 0 tokens, 0 requests11 Oct: 0 tokens, 0 requests12 Oct: 946 tokens, 7 requests13 Oct: 0 tokens, 0 requests14 Oct: 0 tokens, 0 requests15 Oct: 0 tokens, 0 requests16 Oct: 0 tokens, 0 requests17 Oct: 0 tokens, 0 requests18 Oct: 0 tokens, 0 requests19 Oct: 0 tokens, 0 requests20 Oct: 0 tokens, 0 requests21 Oct: 0 tokens, 0 requests22 Oct: 92.6K tokens, 3 requests23 Oct: 33 tokens, 1 request24 Oct: 0 tokens, 0 requests25 Oct: 0 tokens, 0 requests26 Oct: 0 tokens, 0 requests27 Oct: 0 tokens, 0 requests28 Oct: 0 tokens, 0 requests29 Oct: 0 tokens, 0 requests30 Oct: 0 tokens, 0 requests31 Oct: 0 tokens, 0 requests
2 Oct31 Oct
Input
78.7K
Output
8.08K
Reasoning
6.8K
Requests
11

No traffic through Phaseo in the last 30 days

Features

Features from the parameters Phaseo routes support

Tool calling
Not listed
Yes
Structured outputs
Not listed
Yes
Reasoning effort
Not listed
Yes
Web search
Yes
Not listed
Prompt cachingon the chosen route
Yes
Yes
Quantisationon the chosen route
Not stated
Not stated

Benchmarks

Only results that two or more of the selected models report get a row

Artificial Analysis Intelligence Index Independent

Higher is better · at Max effort · 1 of 2 models tested

Muse Wonder 1.052.4
Kimi K3.1 Pro55.1

Where they rank

The five leaders on each capability index, then the compared models. Each model at its best-scoring setting.

Artificial Analysis Intelligence Index42 models ranked

  1. #1Claude Opus 5.558.4
  2. #2GPT-6 Astra56.9
  3. #3GPT-6.1 Sol54.5
  4. #4Claude Sonnet 5.554.2
  5. #5GPT-6.1 Terra51.0
  6. #9Kimi K3.1 Pro46.0
  7. #10Muse Wonder 1.043.3
Cost
Artificial Analysis Evaluation Cost (USD)matched by effort level · lower is better
$4,711
$3,117 (best)
Artificial Analysis Evaluation Cost (USD)matched by effort level · lower is better
$5,414
$3,153 (best)
General
43.3
46 (best)
335.8
340.7 (best)

Lab-reported results come from each lab’s own launch materials and may use different settings. Independent results come from third-party evaluators.

Providers

Routes Phaseo serves today, standard-tier prices per 1M tokens

  • Meta
    Meta
    Input
    $4.00
    Output
    $20.00
    Context window
    –

    Standard

Standard-tier prices. The first row is the cheapest route; pick another under the model’s name at the top.

Details

Knowledge cutoff
Not published
Not published
Status
Available
Available
Licence
Proprietary
Not published
Subscription plans
4 plansMuse Code Everyday Usage, Muse Code High Usage, Muse Code Maximum Usage…
None mapped
API docs
Not published
Not published

Muse Wonder 1.0 vs Kimi K3.1 Pro: side-by-side summary

Muse Wonder 1.0 and Kimi K3.1 Pro are both available through the Phaseo API, so switching between them is a change of model id rather than a new integration.

Muse Wonder 1.0 is from Meta. On its cheapest route it costs $4.00 per 1M input tokens and $20.00 per 1M output tokens.

Kimi K3.1 Pro is from Moonshot. It has a 1,048,576-token context window. On its cheapest route it costs $2.00 per 1M input tokens and $10.00 per 1M output tokens.

Muse Wonder 1.0 model details, providers and pricingKimi K3.1 Pro model details, providers and pricing

Muse Wonder 1.0 vs Kimi K3.1 Pro at a glance

Muse Wonder 1.0 and Kimi K3.1 Pro compared on price, context window and benchmark score
AttributeMuse Wonder 1.0Kimi K3.1 Pro
LabMetaMoonshot
Input price per 1M tokens$4.00$2.00
Output price per 1M tokens$20.00$10.00
Context windowNot listed1,048,576 tokens
Max outputNot listed1,048,576 tokens
Artificial Analysis Intelligence Index43.3 (#10)46.0 (#9)

Prices are each model's cheapest standard route on Phaseo. Benchmark ranks use each model's best-scoring evaluated setting.

Frequently asked questions

Which is cheaper, Muse Wonder 1.0 or Kimi K3.1 Pro?

Kimi K3.1 Pro is cheaper for both input and output tokens. Muse Wonder 1.0 costs $4.00 per 1M input tokens and $20.00 per 1M output tokens; Kimi K3.1 Pro costs $2.00 and $10.00, each on its cheapest standard route on Phaseo.

Which scores higher on the Artificial Analysis Intelligence Index, Muse Wonder 1.0 or Kimi K3.1 Pro?

Kimi K3.1 Pro scores higher on the Artificial Analysis Intelligence Index. Kimi K3.1 Pro scores 46.0, ranked #9 of 42. Muse Wonder 1.0 scores 43.3, ranked #10 of 42.

Can I use Muse Wonder 1.0 and Kimi K3.1 Pro through one API?

Yes. Both are served through the Phaseo API, so you can switch between them by changing the model id.

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