Claude Fable 5 vs Gemini 3.1 Pro Preview
Updated October 21, 2026. 113 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick Claude Fable 5 for coding: it scores 82.1 on the Vibe Coding Index against 35.3 for Gemini 3.1 Pro Preview.
Pick Gemini 3.1 Pro Preview when output tokens cost 4.2x less, or when a solved task costs $0.99 against $2.16.
- Shared results
- 113
- Claude Fable 5 only
- 13
- Gemini 3.1 Pro Preview only
- 18
- 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
Claude Fable 5
Claude Fable 5 scores 82.1 against 35.3.
2 and 1 benchmarks behind the scores
Intelligence
AA Intelligence Index
Claude Fable 5
Claude Fable 5 leads, 49.6 against 29.7.
Same board, both measured
Agentic work
AA Agentic Index
Claude Fable 5
Claude Fable 5 leads, 50.7 against 8.2.
Same board, both measured
Reasoning
GPQA Diamond
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview leads, 95.5% against 93.2%.
Same board, both measured
Math
AIME
No call
Only Gemini 3.1 Pro Preview has a AIME result, 98.1%.
Directional only
Knowledge
MMLU Pro
Claude Fable 5
Claude Fable 5 leads, 91.5% against 91.0%.
Same board, both measured
Web design
Design Arena: websites
Claude Fable 5
Claude Fable 5 leads, 1296 against 1234.
Same board, both measured
Long documents
Listed context window
Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview takes 1.05M tokens against 1M.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Gemini 3.1 Pro Preview
Claude Fable 5 $0.035, Gemini 3.1 Pro Preview $0.0080 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
Gemini 3.1 Pro Preview
Claude Fable 5 $2.16, Gemini 3.1 Pro Preview $0.99.
Published attempt cost and pass rate
At a glance
- Coding index
- Claude Fable 5 82.1 from 2 benchmarks, Gemini 3.1 Pro Preview 35.3 from 1 benchmark.
- Widest category
- Math, 29.2 points apart on average over 6 shared benchmarks.
- Widest single gap
- ProofBench: Claude Fable 5 95.0% against Gemini 3.1 Pro Preview 26.0%, 69.0 points apart on a 0 to 100 scale.
- Output price
- Claude Fable 5 $50.00 against Gemini 3.1 Pro Preview $12.00 per million output tokens, 4.2x apart.
- Context window
- Claude Fable 5 takes 1M tokens, Gemini 3.1 Pro Preview 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 | Claude Fable 5 | Bars | Gemini 3.1 Pro Preview | Ties |
|---|---|---|---|---|
| Coding | 20 | 0 | ||
| Intelligence | 1 | 0 | ||
| Agentic work | 18 | 0 | ||
| Reasoning | 12 | 4 | ||
| Math | 6 | 0 | ||
| Knowledge | 7 | 4 | ||
| Web design | 8 | 0 | ||
| General | 30 | 3 | ||
| All shared boards | 102 | 11 |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index200
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| LiveBench coding | 98.3% | Not measured | Only Claude Fable 5 measured |
| LMArena WebDev | 1624 | 1447 | Claude Fable 5 |
| AA Coding Index | 76.5 | 68.8 | Claude Fable 5 |
| LiveCodeBench (Vals AI) | 89.8% | 88.5% | Claude Fable 5 |
| SWE-bench Verified (Vals AI) | 95.0% | 78.8% | Claude Fable 5 |
| Terminal-Bench 4 (Vals AI) | 41.4% | 2.5% | Claude Fable 5 |
| Vibe Code Bench (Vals AI) | 90.3% | 32.0% | Claude Fable 5 |
| Code migration (Vals AI) | 55.1% | 17.3% | Claude Fable 5 |
| ProgramBench (Vals AI) | 2.0% | 0.0% | Claude Fable 5 |
| IOI (Vals AI) | Not measured | 51.8% | Only Gemini 3.1 Pro Preview measured |
| Terminal-Bench 2.1 (Vals AI) | 80.5% | 70.8% | Claude Fable 5 |
| Vibe Code Bench 1-100 (Vals AI) | Not measured | 6.7% | Only Gemini 3.1 Pro Preview measured |
| SciCode | 61.0% | 58.7% | Claude Fable 5 |
| Terminal-Bench Hard (Artificial Analysis run) | 62.9% | 53.8% | Claude Fable 5 |
| Terminal-Bench | Not measured | 80.2% | Only Gemini 3.1 Pro Preview measured |
| FrontierCode | 53.5% | Not measured | Only Claude Fable 5 measured |
| FrontierSWE | 47.0% | Not measured | Only Claude Fable 5 measured |
| GSO-Bench | 78.4% | 22.6% | Claude Fable 5 |
| WeirdML | 91.9% | 72.1% | Claude Fable 5 |
| MirrorCode | 63.9% | 8.9% | Claude Fable 5 |
| ALE-Bench | 2041.3 | 1160.6 | Claude Fable 5 |
| LMArena Text: coding | 1518 | 1484 | Claude Fable 5 |
| LMArena Text: software and IT | 1513 | 1487 | Claude Fable 5 |
| LMArena WebDev: React | 1631 | 1438 | Claude Fable 5 |
| LMArena WebDev: HTML | 1651 | 1490 | Claude Fable 5 |
| LMArena WebDev: from an image | 1623 | 1481 | Claude Fable 5 |
| Neither model has a result on the other 12 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| AA Intelligence Index | 49.6 | 29.7 | Claude Fable 5 |
| Epoch Capabilities Index | 163.4 | Not measured | Only Claude Fable 5 measured |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index180
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| AA Agentic Index | 50.7 | 8.2 | Claude Fable 5 |
| Design Arena: agents building web apps | 1261 | 1125 | Claude Fable 5 |
| Design Arena: agents building full-stack apps | 1280 | 1068 | Claude Fable 5 |
| Design Arena: agents building mobile apps | 1264 | 1094 | Claude Fable 5 |
| Design Arena: agents building Android apps | 1289 | 1055 | Claude Fable 5 |
| Design Arena: agents building Godot games | 1292 | 1236 | Claude Fable 5 |
| Design Arena: agents building games | 1285 | 1114 | Claude Fable 5 |
| Design Arena: HTML slides | 1277 | 1153 | Claude Fable 5 |
| Design Arena: PowerPoint slides | 1295 | 1064 | Claude Fable 5 |
| LiveBench research | 86.9% | Not measured | Only Claude Fable 5 measured |
| LiveBench browser | 92.0% | Not measured | Only Claude Fable 5 measured |
| LiveBench long agentic | 53.2% | Not measured | Only Claude Fable 5 measured |
| SREBench (Vals AI) | Not measured | 0.0% | Only Gemini 3.1 Pro Preview measured |
| Finance Agent (Vals AI) | 56.3% | 43.0% | Claude Fable 5 |
| Tax Agent Bench (Vals AI) | 38.3% | 9.3% | Claude Fable 5 |
| Legal Research Bench (Vals AI) | 49.5% | 20.7% | Claude Fable 5 |
| Excel Modeling Benchmark (Vals AI) | 73.7% | 52.6% | Claude Fable 5 |
| BioMysteryBench (Vals AI) | Not measured | 60.0% | Only Gemini 3.1 Pro Preview measured |
| Terminal-Bench-Science (Vals AI) | 15.7% | 1.4% | Claude Fable 5 |
| Vals Science Index | Not measured | 27.4% | Only Gemini 3.1 Pro Preview measured |
| τ²-Bench Telecom | 98.5% | 95.6% | Claude Fable 5 |
| APEX-Agents | 63.6% | 35.1% | Claude Fable 5 |
| METR time horizons | Not measured | 77.0% | Only Gemini 3.1 Pro Preview measured |
| Remote Labor Index | 16.1% | Not measured | Only Claude Fable 5 measured |
| BALROG | Not measured | 57.0% | Only Gemini 3.1 Pro Preview measured |
| DeepResearch Bench | Not measured | 47.8% | Only Gemini 3.1 Pro Preview measured |
| PostTrainBench | 41.8% | 22.0% | Claude Fable 5 |
| Vending-Bench 2 | $5,680 | $911 | Claude Fable 5 |
| LMArena Search | 1229 | Not measured | Only Claude Fable 5 measured |
| Neither model has a result on the other 10 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index124
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| GPQA Diamond | 93.2% | 95.5% | Gemini 3.1 Pro Preview |
| LiveBench reasoning | 89.7% | Not measured | Only Claude Fable 5 measured |
| MysteryMechanism (Vals AI) | Not measured | 20.7% | Only Gemini 3.1 Pro Preview measured |
| MMMU Pro (Vals AI) | 89.3% | 88.2% | Claude Fable 5 |
| GPQA Diamond (Artificial Analysis run) | 92.6% | 94.1% | Gemini 3.1 Pro Preview |
| Humanity's Last Exam (Artificial Analysis run) | 55.5% | 47.0% | Claude Fable 5 |
| GPQA Diamond (Epoch AI run) | 85.9% | 94.4% | Gemini 3.1 Pro Preview |
| ARC-AGI | 98.5% | 98.0% | Claude Fable 5 |
| ARC-AGI-2 | 89.2% | 77.1% | Claude Fable 5 |
| SimpleBench | 81.9% | 79.6% | Claude Fable 5 |
| Chess puzzles | 47.0% | 51.0% | Gemini 3.1 Pro Preview |
| Mystery game puzzles | 52.0% | 34.0% | Claude Fable 5 |
| EBR-bench | 39.5% | 14.3% | Claude Fable 5 |
| LMArena Text: hard prompts | 1507 | 1485 | Claude Fable 5 |
| LMArena Text: expert | 1534 | 1483 | Claude Fable 5 |
| LMArena Text: hard prompts in English | 1509 | 1480 | Claude Fable 5 |
| LMArena Vision: diagrams | 1357 | 1311 | Claude Fable 5 |
| LMArena Vision: homework | 1361 | 1316 | Claude Fable 5 |
| Neither model has a result on the other 3 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index60
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| AIME | Not measured | 98.1% | Only Gemini 3.1 Pro Preview measured |
| OTIS Mock AIME | 100.0% | 95.6% | Claude Fable 5 |
| FrontierMath, tiers 1 to 3 | 87.0% | 59.6% | Claude Fable 5 |
| FrontierMath, tier 4 | 90.2% | 26.8% | Claude Fable 5 |
| ProofBench | 95.0% | 26.0% | Claude Fable 5 |
| LMArena Text: math | 1516 | 1486 | Claude Fable 5 |
| LMArena Text: mathematical work | 1515 | 1478 | Claude Fable 5 |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index74
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| MMLU Pro | 91.5% | 91.0% | Claude Fable 5 |
| LegalBench (Vals AI) | 88.6% | 87.4% | Claude Fable 5 |
| CaseLaw (Vals AI) | Not measured | 64.8% | Only Gemini 3.1 Pro Preview measured |
| CorpFin (Vals AI) | 71.8% | 64.5% | Claude Fable 5 |
| TaxEval (Vals AI) | 76.9% | 72.9% | Claude Fable 5 |
| MortgageTax (Vals AI) | 68.9% | 69.4% | Gemini 3.1 Pro Preview |
| MedQA (Vals AI) | Not measured | 96.4% | Only Gemini 3.1 Pro Preview measured |
| MedCode (Vals AI) | 56.1% | 59.1% | Gemini 3.1 Pro Preview |
| SimpleQA Verified | 70.7% | 73.5% | Gemini 3.1 Pro Preview |
| LMArena Text: science | 1506 | 1497 | Claude Fable 5 |
| LMArena Text: medicine and healthcare | 1480 | 1486 | Gemini 3.1 Pro Preview |
| LMArena Text: legal and government | 1498 | 1487 | Claude Fable 5 |
| LMArena Text: business and finance | 1480 | 1459 | Claude Fable 5 |
| Neither model has a result on the other 4 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index80
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| Design Arena: websites | 1296 | 1234 | Claude Fable 5 |
| Design Arena: UI components | 1318 | 1226 | Claude Fable 5 |
| Design Arena: game dev | 1336 | 1203 | Claude Fable 5 |
| Design Arena: data viz | 1304 | 1209 | Claude Fable 5 |
| Design Arena: 3D | 1319 | 1234 | Claude Fable 5 |
| Design Arena: all code categories | 1310 | 1231 | Claude Fable 5 |
| Design Arena: SVG | 1302 | 1285 | Claude Fable 5 |
| Design Arena: ASCII art | 1328 | 1270 | Claude Fable 5 |
| LiveBench design | 84.7% | Not measured | Only Claude Fable 5 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index303
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | Leader |
|---|---|---|---|
| LiveBench data analysis | 80.5% | Not measured | Only Claude Fable 5 measured |
| Public Benefits Bench (Vals AI) | 70.4% | 53.8% | Claude Fable 5 |
| SAGE (Vals AI) | 51.9% | 48.7% | Claude Fable 5 |
| MedScribe (Vals AI) | 88.5% | 76.1% | Claude Fable 5 |
| Vals Multimodal Index | 74.2% | 56.1% | Claude Fable 5 |
| IFBench | 63.5% | 77.1% | Gemini 3.1 Pro Preview |
| Long context reasoning (AA-LCR) | 82.3% | 82.0% | Claude Fable 5 |
| DTBench | 98.4% | 97.1% | Claude Fable 5 |
| LMCA | 61.2% | 53.8% | Claude Fable 5 |
| CL-bench | Not measured | 20.8% | Only Gemini 3.1 Pro Preview measured |
| Surface Evolver Bench | 95.0% | Not measured | Only Claude Fable 5 measured |
| Furniture assembly | 35.8% | 26.7% | Claude Fable 5 |
| ExploitBench | Not measured | 26.1% | Only Gemini 3.1 Pro Preview measured |
| CL-bench Life | Not measured | 16.9% | Only Gemini 3.1 Pro Preview measured |
| LMArena Text | 1491 | 1480 | Claude Fable 5 |
| LMArena Text: instruction following | 1502 | 1466 | Claude Fable 5 |
| LMArena Text: creative writing | 1494 | 1482 | Claude Fable 5 |
| LMArena Vision | 1325 | 1296 | Claude Fable 5 |
| LMArena Text: English | 1498 | 1478 | Claude Fable 5 |
| LMArena Text: non-English | 1482 | 1476 | Claude Fable 5 |
| LMArena Text: Chinese | 1543 | 1527 | Claude Fable 5 |
| LMArena Text: German | 1486 | 1490 | Gemini 3.1 Pro Preview |
| LMArena Text: Japanese | 1504 | 1491 | Claude Fable 5 |
| LMArena Text: Korean | 1487 | 1455 | Claude Fable 5 |
| LMArena Text: French | 1505 | 1487 | Claude Fable 5 |
| LMArena Text: Spanish | 1498 | 1481 | Claude Fable 5 |
| LMArena Text: Russian | 1503 | 1497 | Claude Fable 5 |
| LMArena Text: Polish | 1494 | 1498 | Gemini 3.1 Pro Preview |
| LMArena Text: multi-turn | 1504 | 1487 | Claude Fable 5 |
| LMArena Text: longer queries | 1510 | 1482 | Claude Fable 5 |
| LMArena Text: writing and language | 1501 | 1481 | Claude Fable 5 |
| LMArena Text: entertainment and media | 1482 | 1465 | Claude Fable 5 |
| LMArena Vision: English | 1323 | 1287 | Claude Fable 5 |
| LMArena Vision: Chinese | 1373 | 1364 | Claude Fable 5 |
| LMArena Vision: reading text | 1337 | 1304 | Claude Fable 5 |
| LMArena Vision: humor | 1341 | 1322 | Claude Fable 5 |
| LMArena Vision: captioning | Not measured | 1345 | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: recognizing things | Not measured | 1330 | Only Gemini 3.1 Pro Preview measured |
| LMArena Vision: creative writing | 1338 | 1324 | Claude Fable 5 |
| LMArena Document | 1496 | 1444 | Claude Fable 5 |
| Neither model has a result on the other 6 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Fable 5 | Gemini 3.1 Pro Preview | 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
Gemini 3.1 Pro Preview costs less
Repository review
50K input + 3K output tokens
Gemini 3.1 Pro Preview costs less
Agent loop
200K input + 10K output tokens
Gemini 3.1 Pro 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 | Anthropic Claude Fable 5 | Google Gemini 3.1 Pro Preview |
|---|---|---|
| Maker | Anthropic | |
| Weights | No public weights listed | No public weights listed |
| Released | June 9, 2026 | February 19, 2026 |
| Context window | 1M | 1.05M |
| Input $/Mtok | $10.00 | $2.00 |
| Output $/Mtok | $50.00 | $12.00 |
| Coding index | 82.1 | 35.3 |
| Independent measurements behind it | 2 | 1 |
| Cost per solved task | $2.16 | $0.99 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Fable 5 better than Gemini 3.1 Pro Preview for coding?
Pick Claude Fable 5 for coding: it scores 82.1 on the Vibe Coding Index against 35.3 for Gemini 3.1 Pro Preview. Pick Gemini 3.1 Pro Preview when output tokens cost 4.2x less, or when a solved task costs $0.99 against $2.16.
Which is cheaper, Claude Fable 5 or Gemini 3.1 Pro Preview?
Claude Fable 5 costs $10.00 per million input tokens and $50.00 per million output tokens; Gemini 3.1 Pro Preview costs $2.00 and $12.00. Per solved SWE-bench Verified task, Claude Fable 5 costs $2.16 and Gemini 3.1 Pro Preview $0.99.
Which has the bigger context window, Claude Fable 5 or Gemini 3.1 Pro Preview?
Gemini 3.1 Pro Preview, with 1.05M tokens against 1M.
How many benchmarks is the Claude Fable 5 vs Gemini 3.1 Pro Preview comparison based on?
113 benchmarks have a result for both models as of October 21, 2026. Claude Fable 5's coding index rests on 2 independent benchmarks and Gemini 3.1 Pro Preview's on 1. Where only one model has a result, the page says so instead of naming a winner.