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Qwen 3.8 27Bvs.MiMo-V2.5

Which one is better?

Qwen 3.8 27B is clearly ahead in the overall index. Qwen 3.8 27B is cheaper for input, MiMo-V2.5 for output.

IntelligenceOverall index, 0 to 100 · higher is better
11

Qwen 3.8 27B

Rank 44 to 57

2

MiMo-V2.5

Rank 60 to 69

SpeedTokens per second · higher is better
40

Qwen 3.8 27B

slow

72

MiMo-V2.5

fairly slow

PriceDollars per 1M tokens · lower is better
$0.66

Qwen 3.8 27B

fairly cheap

$0.18

MiMo-V2.5

cheap

Qwen 3.8 27B

Subscription

No Alibaba subscription includes this model. Through other providers from ≈ €1.06 a month (Command Code Go, with limited credits). 10 plans in Germany.

Via API

$0.04 input, $2.50 output per 1M tokens according to the provider; the price index has listed it at $0.42 and $3 since Oct 27, 2026.

MiMo-V2.5

Subscription

No Xiaomi subscription includes this model. Through other providers from ≈ €1.06 a month (Command Code Go, with limited credits). 10 plans in Germany.

Via API

$0.14 input, $0.28 output per 1M tokens, cheaper since Oct 26, 2026 (before $0.168 and $0.336).

Overall index with data through Oct 29, 2026 · Prices from Oct 29, 2026 · Speed: measured by Artificial Analysis · Subscriptions as of Oct 24, 2026 · Subscription prices incl. VAT

Where is the difference?

Values from 0 to 100 per task area. We only name a winner when the gap is large enough and there are enough tests.

Qwen 3.8 27B ahead: 7MiMo-V2.5 ahead: 0level: 2too little data: 1of 10 areas

Qwen 3.8 27BMiMo-V2.50 to 100, higher is better
Areas in the overall index
CodingQwen 3.8 27B aheadQwen 3.8 27B: 13MiMo-V2.5: 5
ReasoninglevelQwen 3.8 27B: 6MiMo-V2.5: 2
MathematicsQwen 3.8 27B aheadQwen 3.8 27B: 8MiMo-V2.5: 4
KnowledgeQwen 3.8 27B aheadQwen 3.8 27B: 5MiMo-V2.5: 2
AgentsQwen 3.8 27B aheadQwen 3.8 27B: 21MiMo-V2.5: 3
Generalonly MiMo-V2.5 has a scoreQwen 3.8 27B: not enough dataMiMo-V2.5: 4
MultimodalQwen 3.8 27B aheadQwen 3.8 27B: 13MiMo-V2.5: 4
Specialist fields
FinanceQwen 3.8 27B aheadQwen 3.8 27B: 34MiMo-V2.5: 3
LegalQwen 3.8 27B aheadQwen 3.8 27B: 23MiMo-V2.5: below 1
HealthlevelQwen 3.8 27B: 3MiMo-V2.5: below 1
Show 1 more areas that do not count toward the overall index
Qwen 3.8 27BMiMo-V2.50 to 100, higher is better
Cybersecurityonly Qwen 3.8 27B has a scoreQwen 3.8 27B: 19MiMo-V2.5: not enough data

See for yourself: same task, one attempt

SVG short test

One SVG task with the same fixed settings for every model, without hidden thinking.

Shared test round: 43b8c5c46830

Qwen 3.8 27B

Qwen 3.8 27B: SVG short test
Test run: Oct 14, 2026 · alibaba
Test detailsAPI reports 0 reasoning tokensAPI model: qwen/qwen3.8-27b865 output tokens

MiMo-V2.5

API request failed. The model was not evaluated.

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Qwen 3.8 27B

Not tested yet

MiMo-V2.5

The response reached the token limit. No complete recording is available.

Reasoning (requested): high

Current attempt
Run date
Oct 5, 2026
API provider
openrouter
Requested API model
xiaomi/mimo-v2.5
API model reported in response
xiaomi/mimo-v2.5
Reasoning setting
high
Pinned endpoint
Xiaomi | xiaomi/mimo-v2.5-20260422
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
136.3 s

Not yet visually reviewed. A successful recording does not confirm correct physics or full compliance with the prompt.

Earlier attempts (3)
  • Oct 2, 2026API request failedReasoning setting: high
  • Oct 1, 2026API request failedReasoning setting: high
  • Sep 7, 2026API request failedReasoning setting: high
Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

All data side by side

The better value is bold. For the overall index only when the gap is clear.

MetricQwen 3.8 27BMiMo-V2.5
Intelligence
Overall index0 to 100, higher is better112
RankRank 44 to 57 of 95Rank 60 to 69 of 95
Price per 1M tokens
Inputwhat you send$0.04$0.14
Outputwhat the model writes$2.50$0.28
Speed
Tokens per second4072
Technical
Context windowhow much text the model reads at once262,144 tokens≈ 390 A4 pages1 M tokens≈ 1,500 A4 pages
Knowledge cutoffn/an/a
ReleasedAug 14, 2026Apr 23, 2026
AvailabilityActiveOpen Source
Open weightsyesyes

Prices without caching or batch discounts · Page count as a rule of thumb from Artificial Analysis

Shared benchmarks

Single results from the same benchmark version, task and metric. A value is bold only with the same test setup and a clear gap.

A: Qwen 3.8 27BB: MiMo-V2.5

Code MigrationOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 14.2%MiMo-V2.5: 14.2%Vals AIAs of 10/18/2026
EMBOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 59.7%MiMo-V2.5: 55.1%Vals AIAs of 10/20/2026
Finance Agent (v2)Overall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 48.6%MiMo-V2.5: 36.7%Vals AIAs of 10/20/2026
GPQA DiamondOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 88.9%MiMo-V2.5: 81.6%Vals AIAs of 09/01/2026
Legal Research BenchOverall · All-pass · higher is betterTest setup not documented as identicalQwen 3.8 27B: 36.1%MiMo-V2.5: 9.1%Vals AIAs of 10/26/2026
LegalBenchOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 82.4%MiMo-V2.5: 78.9%Vals AIAs of 10/13/2026
LiveCodeBenchOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 84%MiMo-V2.5: 81.5%Vals AIAs of 09/01/2026
MedCodeOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 28.7%MiMo-V2.5: 31.9%Vals AIAs of 10/13/2026
MedScribeOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 83.8%MiMo-V2.5: 72.2%Vals AIAs of 10/13/2026
MMLU ProOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 84.3%MiMo-V2.5: 82.9%Vals AIAs of 09/01/2026
Show 54 more benchmarks
MMMU ProOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 83.9%MiMo-V2.5: 80%Vals AIAs of 09/01/2026
MortgageTaxOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 64.9%MiMo-V2.5: 59.3%Vals AIAs of 09/01/2026
ProofBench v1.1Overall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 16%MiMo-V2.5: 16%Vals AIAs of 10/24/2026
SWE-bench VerifiedOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 86%MiMo-V2.5: 71%Vals AIAs of 09/01/2026
Tax Agent BenchOverall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 30.9%MiMo-V2.5: 7.8%Vals AIAs of 10/26/2026
TaxEval v2Overall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 70.9%MiMo-V2.5: 71.8%Vals AIAs of 09/01/2026
Terminal-Bench 2.1Overall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 58.4%MiMo-V2.5: 60.7%Vals AIAs of 10/01/2026
Vibe Code Bench v1.1Overall · higher is betterTest setup not documented as identicalQwen 3.8 27B: 64.9%MiMo-V2.5: 42.2%Vals AIAs of 10/26/2026
Code MigrationCLI · higher is betterTest setup not documented as identicalQwen 3.8 27B: 2.2%MiMo-V2.5: 9.9%Vals AIAs of 10/18/2026
EMBComps · higher is betterTest setup not documented as identicalQwen 3.8 27B: 53.3%MiMo-V2.5: 47.2%Vals AIAs of 10/20/2026
Finance Agent (v2)Adjustments · higher is betterTest setup not documented as identicalQwen 3.8 27B: 47.3%MiMo-V2.5: 31.7%Vals AIAs of 10/20/2026
GPQA DiamondFew-Shot CoT · higher is betterTest setup not documented as identicalQwen 3.8 27B: 88.9%MiMo-V2.5: 79.8%Vals AIAs of 09/01/2026
Legal Research BenchAdministrative / Regulatory · All-pass · higher is betterTest setup not documented as identicalQwen 3.8 27B: 45.5%MiMo-V2.5: 10.6%Vals AIAs of 10/26/2026
LegalBenchConclusion Tasks · higher is betterTest setup not documented as identicalQwen 3.8 27B: 88.4%MiMo-V2.5: 86.4%Vals AIAs of 10/13/2026
LiveCodeBenchEasy · higher is betterTest setup not documented as identicalQwen 3.8 27B: 99.1%MiMo-V2.5: 98.4%Vals AIAs of 09/01/2026
MMLU ProBiology · higher is betterTest setup not documented as identicalQwen 3.8 27B: 91.5%MiMo-V2.5: 90.2%Vals AIAs of 09/01/2026
MortgageTaxNumerical Extraction · higher is betterTest setup not documented as identicalQwen 3.8 27B: 69.4%MiMo-V2.5: 61%Vals AIAs of 09/01/2026
SWE-bench Verified<15 min fix · higher is betterTest setup not documented as identicalQwen 3.8 27B: 90.2%MiMo-V2.5: 80.9%Vals AIAs of 09/01/2026
Tax Agent BenchControversy & Precedence Analysis · higher is betterTest setup not documented as identicalQwen 3.8 27B: 6.7%MiMo-V2.5: 0%Vals AIAs of 10/26/2026
TaxEval v2Correctness · higher is betterTest setup not documented as identicalQwen 3.8 27B: 60.1%MiMo-V2.5: 60.8%Vals AIAs of 09/01/2026
Terminal-Bench 2.1Easy · higher is betterTest setup not documented as identicalQwen 3.8 27B: 50%MiMo-V2.5: 100%Vals AIAs of 10/01/2026
Code MigrationCOBOL · higher is betterTest setup not documented as identicalQwen 3.8 27B: 50%MiMo-V2.5: 27.3%Vals AIAs of 10/18/2026
EMBDataroom · higher is betterTest setup not documented as identicalQwen 3.8 27B: 79.7%MiMo-V2.5: 75%Vals AIAs of 10/20/2026
Finance Agent (v2)All-Pass · higher is betterTest setup not documented as identicalQwen 3.8 27B: 36.8%MiMo-V2.5: 23.8%Vals AIAs of 10/20/2026
GPQA DiamondZero-Shot CoT · higher is betterTest setup not documented as identicalQwen 3.8 27B: 88.9%MiMo-V2.5: 83.3%Vals AIAs of 09/01/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit · higher is betterTest setup not documented as identicalQwen 3.8 27B: 88.5%MiMo-V2.5: 71.9%Vals AIAs of 10/26/2026
LegalBenchInterpretation Tasks · higher is betterTest setup not documented as identicalQwen 3.8 27B: 82%MiMo-V2.5: 74.4%Vals AIAs of 10/13/2026
LiveCodeBenchHard · higher is betterTest setup not documented as identicalQwen 3.8 27B: 65.7%MiMo-V2.5: 59.1%Vals AIAs of 09/01/2026
MMLU ProBusiness · higher is betterTest setup not documented as identicalQwen 3.8 27B: 90.2%MiMo-V2.5: 89.2%Vals AIAs of 09/01/2026
MortgageTaxSemantic Extraction · higher is betterTest setup not documented as identicalQwen 3.8 27B: 60.5%MiMo-V2.5: 57.5%Vals AIAs of 09/01/2026
SWE-bench Verified>4 hours · higher is betterTest setup not documented as identicalQwen 3.8 27B: 66.7%MiMo-V2.5: 0%Vals AIAs of 09/01/2026
Tax Agent BenchControversy & Precedence Analysis · higher is betterTest setup not documented as identicalQwen 3.8 27B: 48.3%MiMo-V2.5: 31.7%Vals AIAs of 10/26/2026
TaxEval v2Stepwise Reasoning · higher is betterTest setup not documented as identicalQwen 3.8 27B: 81.6%MiMo-V2.5: 82.9%Vals AIAs of 09/01/2026
Terminal-Bench 2.1Hard · higher is betterTest setup not documented as identicalQwen 3.8 27B: 43.3%MiMo-V2.5: 36.7%Vals AIAs of 10/01/2026
Code MigrationCode Quality · higher is betterTest setup not documented as identicalQwen 3.8 27B: 4.197 / 5MiMo-V2.5: 2.788 / 5Vals AIAs of 10/18/2026
EMBDCF · higher is betterTest setup not documented as identicalQwen 3.8 27B: 50%MiMo-V2.5: 52.5%Vals AIAs of 10/20/2026
Finance Agent (v2)Comparables · higher is betterTest setup not documented as identicalQwen 3.8 27B: 38.9%MiMo-V2.5: 31.7%Vals AIAs of 10/20/2026
Legal Research BenchBusiness & Commercial · All-pass · higher is betterTest setup not documented as identicalQwen 3.8 27B: 41.9%MiMo-V2.5: 9.3%Vals AIAs of 10/26/2026
LegalBenchIssue Tasks · higher is betterTest setup not documented as identicalQwen 3.8 27B: 90.2%MiMo-V2.5: 86.3%Vals AIAs of 10/13/2026
LiveCodeBenchMedium · higher is betterTest setup not documented as identicalQwen 3.8 27B: 87.2%MiMo-V2.5: 86.9%Vals AIAs of 09/01/2026
MMLU ProChemistry · higher is betterTest setup not documented as identicalQwen 3.8 27B: 91.8%MiMo-V2.5: 89.8%Vals AIAs of 09/01/2026
SWE-bench Verified1-4 hours · higher is betterTest setup not documented as identicalQwen 3.8 27B: 69%MiMo-V2.5: 33.3%Vals AIAs of 09/01/2026
Tax Agent BenchCurrent & Temporal Analysis · higher is betterTest setup not documented as identicalQwen 3.8 27B: 43.1%MiMo-V2.5: 12.3%Vals AIAs of 10/26/2026
Terminal-Bench 2.1Medium · higher is betterTest setup not documented as identicalQwen 3.8 27B: 67.3%MiMo-V2.5: 70.9%Vals AIAs of 10/01/2026
EMBLBO · higher is betterTest setup not documented as identicalQwen 3.8 27B: 53.7%MiMo-V2.5: 45%Vals AIAs of 10/20/2026
Finance Agent (v2)Disclosure Analysis · higher is betterTest setup not documented as identicalQwen 3.8 27B: 60.3%MiMo-V2.5: 47.3%Vals AIAs of 10/20/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit · higher is betterTest setup not documented as identicalQwen 3.8 27B: 86.8%MiMo-V2.5: 75.8%Vals AIAs of 10/26/2026
LegalBenchRhetoric Tasks · higher is betterTest setup not documented as identicalQwen 3.8 27B: 81.4%MiMo-V2.5: 77.8%Vals AIAs of 10/13/2026
MMLU ProComputer Science · higher is betterTest setup not documented as identicalQwen 3.8 27B: 88.3%MiMo-V2.5: 86.6%Vals AIAs of 09/01/2026
SWE-bench Verified15 min - 1 hour · higher is betterTest setup not documented as identicalQwen 3.8 27B: 85.8%MiMo-V2.5: 70.5%Vals AIAs of 09/01/2026
Tax Agent BenchCurrent & Temporal Analysis · higher is betterTest setup not documented as identicalQwen 3.8 27B: 58.6%MiMo-V2.5: 30.1%Vals AIAs of 10/26/2026
EMBM&A · higher is betterTest setup not documented as identicalQwen 3.8 27B: 64.8%MiMo-V2.5: 60.4%Vals AIAs of 10/20/2026
Finance Agent (v2)Earnings Analysis · higher is betterTest setup not documented as identicalQwen 3.8 27B: 70.9%MiMo-V2.5: 45%Vals AIAs of 10/20/2026
Legal Research BenchCivil Litigation · All-pass · higher is betterTest setup not documented as identicalQwen 3.8 27B: 25.9%MiMo-V2.5: 11.1%Vals AIAs of 10/26/2026

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