Gemini 3.1 Flash Lite Preview vs MiMo-V2.5-Pro
Updated October 21, 2026. 59 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick MiMo-V2.5-Pro for coding: it scores 40.0 on the Vibe Coding Index against 8.1 for Gemini 3.1 Flash Lite Preview.
Pick Gemini 3.1 Flash Lite Preview when what matters is MMLU Pro or LegalBench (Vals AI), where it leads.
- Shared results
- 59
- Gemini 3.1 Flash Lite Preview only
- 18
- MiMo-V2.5-Pro only
- 11
- Like-for-like categories
- 8 of 9
Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, four public coding benchmarks
MiMo-V2.5-Pro
MiMo-V2.5-Pro scores 40.0 against 8.1.
One benchmark behind each score
Intelligence
AA Intelligence Index
MiMo-V2.5-Pro
MiMo-V2.5-Pro leads, 26.0 against 15.6.
Same board, both measured
Agentic work
AA Agentic Index
MiMo-V2.5-Pro
MiMo-V2.5-Pro leads, 21.3 against 1.6.
Same board, both measured
Reasoning
GPQA Diamond
MiMo-V2.5-Pro
MiMo-V2.5-Pro leads, 82.6% against 81.1%.
Same board, both measured
Math
AIME
No call
Only Gemini 3.1 Flash Lite Preview has a AIME result, 83.3%.
Directional only
Knowledge
MMLU Pro
Gemini 3.1 Flash Lite Preview
Gemini 3.1 Flash Lite Preview leads, 86.2% against 84.6%.
Same board, both measured
Web design
Design Arena: websites
MiMo-V2.5-Pro
MiMo-V2.5-Pro leads, 1267 against 1083.
Same board, both measured
Long documents
Listed context window
MiMo-V2.5-Pro
MiMo-V2.5-Pro takes 1.05M tokens against 1.05M.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
MiMo-V2.5-Pro
Gemini 3.1 Flash Lite Preview $0.0010, MiMo-V2.5-Pro $0.0006 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
MiMo-V2.5-Pro
Gemini 3.1 Flash Lite Preview $0.18, MiMo-V2.5-Pro $0.03.
Published attempt cost and pass rate
At a glance
- Coding index
- Gemini 3.1 Flash Lite Preview 8.1 from 1 benchmark, MiMo-V2.5-Pro 40.0 from 1 benchmark.
- Widest category
- Web design, 20.8 points apart on average over 8 shared benchmarks.
- Widest single gap
- Excel Modeling Benchmark (Vals AI): Gemini 3.1 Flash Lite Preview 8.6% against MiMo-V2.5-Pro 55.2%, 46.6 points apart on a 0 to 100 scale.
- Output price
- Gemini 3.1 Flash Lite Preview $1.50 against MiMo-V2.5-Pro $0.609 per million output tokens, 2.5x apart.
- Context window
- Gemini 3.1 Flash Lite Preview takes 1.05M tokens, MiMo-V2.5-Pro 1.05M.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | Gemini 3.1 Flash Lite Preview | Bars | MiMo-V2.5-Pro | Ties |
|---|---|---|---|---|
| Coding | 0 | 12 | ||
| Intelligence | 0 | 1 | ||
| Agentic work | 0 | 5 | ||
| Reasoning | 0 | 4 | ||
| Math | 0 | 2 | ||
| Knowledge | 3 | 6 | ||
| Web design | 1 | 7 | ||
| General | 1 | 17 | ||
| All shared boards | 5 | 54 |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index012
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| LMArena WebDev | 1257 | 1480 | MiMo-V2.5-Pro |
| AA Coding Index | 34.7 | 60.2 | MiMo-V2.5-Pro |
| LiveCodeBench (Vals AI) | 80.1% | 81.3% | MiMo-V2.5-Pro |
| SWE-bench Verified (Vals AI) | 62.8% | 74.0% | MiMo-V2.5-Pro |
| Terminal-Bench 4 (Vals AI) | Not measured | 0.5% | Only MiMo-V2.5-Pro measured |
| Vibe Code Bench (Vals AI) | 0.0% | 34.1% | MiMo-V2.5-Pro |
| Code migration (Vals AI) | 4.6% | 21.6% | MiMo-V2.5-Pro |
| ProgramBench (Vals AI) | 0.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Terminal-Bench 2.1 (Vals AI) | 34.1% | 57.3% | MiMo-V2.5-Pro |
| SciCode | Not measured | 50.6% | Only MiMo-V2.5-Pro measured |
| Terminal-Bench Hard (Artificial Analysis run) | Not measured | 43.2% | Only MiMo-V2.5-Pro measured |
| ALE-Bench | 797.7 | 899.8 | MiMo-V2.5-Pro |
| LMArena Text: coding | 1400 | 1501 | MiMo-V2.5-Pro |
| LMArena Text: software and IT | 1413 | 1495 | MiMo-V2.5-Pro |
| LMArena WebDev: React | 1245 | 1469 | MiMo-V2.5-Pro |
| LMArena WebDev: HTML | 1276 | 1473 | MiMo-V2.5-Pro |
| LMArena WebDev: from an image | 1336 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 21 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| AA Intelligence Index | 15.6 | 26.0 | MiMo-V2.5-Pro |
| Neither model has a result on the other 1 board here | |||
Agentic workLike-for-likePublic boards, shown as published, kept out of the index05
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| AA Agentic Index | 1.6 | 21.3 | MiMo-V2.5-Pro |
| Finance Agent (Vals AI) | 30.0% | 41.5% | MiMo-V2.5-Pro |
| Tax Agent Bench (Vals AI) | 3.1% | 11.5% | MiMo-V2.5-Pro |
| Legal Research Bench (Vals AI) | 3.4% | 15.9% | MiMo-V2.5-Pro |
| Excel Modeling Benchmark (Vals AI) | 8.6% | 55.2% | MiMo-V2.5-Pro |
| τ²-Bench Telecom | Not measured | 94.2% | Only MiMo-V2.5-Pro measured |
| Neither model has a result on the other 33 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index04
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| GPQA Diamond | 81.1% | 82.6% | MiMo-V2.5-Pro |
| MMMU Pro (Vals AI) | 82.5% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| GPQA Diamond (Artificial Analysis run) | Not measured | 86.6% | Only MiMo-V2.5-Pro measured |
| Humanity's Last Exam (Artificial Analysis run) | Not measured | 35.7% | Only MiMo-V2.5-Pro measured |
| LMArena Text: hard prompts | 1407 | 1486 | MiMo-V2.5-Pro |
| LMArena Text: expert | 1398 | 1501 | MiMo-V2.5-Pro |
| LMArena Text: hard prompts in English | 1403 | 1494 | MiMo-V2.5-Pro |
| LMArena Vision: diagrams | 1242 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: homework | 1271 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 12 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| AIME | 83.3% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| ProofBench | Not measured | 22.0% | Only MiMo-V2.5-Pro measured |
| LMArena Text: math | 1428 | 1481 | MiMo-V2.5-Pro |
| LMArena Text: mathematical work | 1417 | 1491 | MiMo-V2.5-Pro |
| Neither model has a result on the other 9 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index36
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| MMLU Pro | 86.2% | 84.6% | Gemini 3.1 Flash Lite Preview |
| LegalBench (Vals AI) | 83.8% | 77.1% | Gemini 3.1 Flash Lite Preview |
| CaseLaw (Vals AI) | 55.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| CorpFin (Vals AI) | 59.4% | 61.4% | MiMo-V2.5-Pro |
| TaxEval (Vals AI) | 71.8% | 73.8% | MiMo-V2.5-Pro |
| MortgageTax (Vals AI) | 68.0% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| MedCode (Vals AI) | 47.6% | 32.5% | Gemini 3.1 Flash Lite Preview |
| LMArena Text: science | 1425 | 1482 | MiMo-V2.5-Pro |
| LMArena Text: medicine and healthcare | 1428 | 1473 | MiMo-V2.5-Pro |
| LMArena Text: legal and government | 1418 | 1474 | MiMo-V2.5-Pro |
| LMArena Text: business and finance | 1389 | 1466 | MiMo-V2.5-Pro |
| Neither model has a result on the other 6 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index17
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| Design Arena: websites | 1083 | 1267 | MiMo-V2.5-Pro |
| Design Arena: UI components | 1071 | 1248 | MiMo-V2.5-Pro |
| Design Arena: game dev | 1029 | 1261 | MiMo-V2.5-Pro |
| Design Arena: data viz | 1045 | 1257 | MiMo-V2.5-Pro |
| Design Arena: 3D | 1048 | 1244 | MiMo-V2.5-Pro |
| Design Arena: all code categories | 1072 | 1266 | MiMo-V2.5-Pro |
| Design Arena: SVG | 1052 | 1181 | MiMo-V2.5-Pro |
| Design Arena: ASCII art | 1166 | 1157 | Gemini 3.1 Flash Lite Preview |
| Neither model has a result on the other 1 board here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index117
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| SAGE (Vals AI) | 49.5% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| MedScribe (Vals AI) | 63.9% | 83.7% | MiMo-V2.5-Pro |
| Vals Multimodal Index | 41.4% | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| IFBench | Not measured | 79.9% | Only MiMo-V2.5-Pro measured |
| Long context reasoning (AA-LCR) | Not measured | 79.7% | Only MiMo-V2.5-Pro measured |
| DTBench | Not measured | 84.5% | Only MiMo-V2.5-Pro measured |
| LMCA | Not measured | 29.5% | Only MiMo-V2.5-Pro measured |
| LMArena Text | 1416 | 1464 | MiMo-V2.5-Pro |
| LMArena Text: instruction following | 1377 | 1475 | MiMo-V2.5-Pro |
| LMArena Text: creative writing | 1401 | 1438 | MiMo-V2.5-Pro |
| LMArena Vision | 1240 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Text: English | 1414 | 1477 | MiMo-V2.5-Pro |
| LMArena Text: non-English | 1410 | 1448 | MiMo-V2.5-Pro |
| LMArena Text: Chinese | 1460 | 1507 | MiMo-V2.5-Pro |
| LMArena Text: German | 1430 | 1459 | MiMo-V2.5-Pro |
| LMArena Text: Japanese | 1413 | 1410 | Gemini 3.1 Flash Lite Preview |
| LMArena Text: Korean | 1392 | 1435 | MiMo-V2.5-Pro |
| LMArena Text: French | 1424 | 1487 | MiMo-V2.5-Pro |
| LMArena Text: Spanish | 1421 | 1469 | MiMo-V2.5-Pro |
| LMArena Text: Russian | 1420 | 1449 | MiMo-V2.5-Pro |
| LMArena Text: Polish | 1443 | 1464 | MiMo-V2.5-Pro |
| LMArena Text: multi-turn | 1417 | 1476 | MiMo-V2.5-Pro |
| LMArena Text: longer queries | 1394 | 1481 | MiMo-V2.5-Pro |
| LMArena Text: writing and language | 1408 | 1451 | MiMo-V2.5-Pro |
| LMArena Text: entertainment and media | 1386 | 1438 | MiMo-V2.5-Pro |
| LMArena Vision: English | 1232 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: Chinese | 1278 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: reading text | 1246 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: humor | 1266 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: captioning | 1259 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: recognizing things | 1308 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| LMArena Vision: creative writing | 1248 | Not measured | Only Gemini 3.1 Flash Lite Preview measured |
| Neither model has a result on the other 14 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Gemini 3.1 Flash Lite Preview | MiMo-V2.5-Pro | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
MiMo-V2.5-Pro costs less
Repository review
50K input + 3K output tokens
Gemini 3.1 Flash Lite Preview costs less
Agent loop
200K input + 10K output tokens
Gemini 3.1 Flash Lite Preview costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | Google Gemini 3.1 Flash Lite Preview | Xiaomi MiMo-V2.5-Pro |
|---|---|---|
| Maker | Xiaomi | |
| Weights | No public weights listed | Open weights |
| Released | March 3, 2026 | April 22, 2026 |
| Context window | 1.05M | 1.05M |
| Input $/Mtok | $0.25 | $0.3045 |
| Output $/Mtok | $1.50 | $0.609 |
| Coding index | 8.1 | 40.0 |
| Independent measurements behind it | 1 | 1 |
| Cost per solved task | $0.18 | $0.03 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Gemini 3.1 Flash Lite Preview better than MiMo-V2.5-Pro for coding?
Pick MiMo-V2.5-Pro for coding: it scores 40.0 on the Vibe Coding Index against 8.1 for Gemini 3.1 Flash Lite Preview. Pick Gemini 3.1 Flash Lite Preview when what matters is MMLU Pro or LegalBench (Vals AI), where it leads.
Which is cheaper, Gemini 3.1 Flash Lite Preview or MiMo-V2.5-Pro?
Gemini 3.1 Flash Lite Preview costs $0.25 per million input tokens and $1.50 per million output tokens; MiMo-V2.5-Pro costs $0.3045 and $0.609. Per solved SWE-bench Verified task, Gemini 3.1 Flash Lite Preview costs $0.18 and MiMo-V2.5-Pro $0.03.
Which has the bigger context window, Gemini 3.1 Flash Lite Preview or MiMo-V2.5-Pro?
MiMo-V2.5-Pro, with 1.05M tokens against 1.05M.
How many benchmarks is the Gemini 3.1 Flash Lite Preview vs MiMo-V2.5-Pro comparison based on?
59 benchmarks have a result for both models as of October 21, 2026. Gemini 3.1 Flash Lite Preview's coding index rests on 1 independent benchmark and MiMo-V2.5-Pro's on 1. Where only one model has a result, the page says so instead of naming a winner.