Claude Fable 5.1 vs Dola Seed 2.0 Pro
Full profiles: Claude Fable 5.1 (Anthropic) and Dola Seed 2.0 Pro (ByteDance): every benchmark, price and rank.
Updated · Data from 11 sources
As of 9 Nov 2026, Claude Fable 5.1 is ahead of Dola Seed 2.0 Pro on quality (66.9 vs 58.5 on the BenchLeader Index). Claude Fable 5.1 leads in every category we measure both in.
Key facts (as of 9 Nov 2026)
- Claude Fable 5.1 scores 66.9 on the BenchLeader Index and Dola Seed 2.0 Pro scores 58.5 (BenchLeader, 9 Nov 2026).
- Claude Fable 5.1 costs $20.00 per 1M tokens blended (list price, 9 Nov 2026).
- Of the 8 benchmarks both models have, Claude Fable 5.1 leads 8 (BenchLeader, 9 Nov 2026).
Claude Fable 5.1 benchmarks 
Dola Seed 2.0 Pro benchmarks Which to pick for…
The pick's numbers come first. Category scores on the BenchLeader scale (50 is the average model, 15 points one standard deviation). High confidence means a lead of half a standard deviation or more; under one point is called either.
| Use case | Pick | Why | Confidence |
|---|---|---|---|
| Coding | Claude Fable 5.1 | 71 vs 65 category score; Arena Coding 1534 vs 1514 | Medium |
| Maths | Claude Fable 5.1 | 73 vs 63 category score; Arena Maths 1525 vs 1449 | High |
| Reasoning | Claude Fable 5.1 | 70 vs 64 category score; Arena Hard Prompts 1521 vs 1481 | Medium |
| Images and other media | Claude Fable 5.1 | 67 vs 61 category score; Arena Vision 1322 vs 1274 | Medium |
| Chat quality (human preference) | Claude Fable 5.1 | 70 vs 64 on Arena votes | Medium |
| High volume on a budget | Neither flagship | A smaller model is usually the better fit: Cheapest good LLMs, Fastest LLMs | – |
Key differences
- Claude Fable 5.1 (max) leads on quality: 66.9 vs 58.5.
- Claude Fable 5.1 (max) is stronger in agents & tools, coding, human preference, knowledge, long context, maths, multimodal, reasoning.
At a glance
| Spec | Claude Fable 5.1 | Dola Seed 2.0 Pro |
|---|---|---|
| Developer | Anthropic | ByteDance |
| Released | 1 Sep 2026 | 14 Feb 2026 |
| Context window (tokens) | 1,000,000 | – |
| Compared at | Claude Fable 5.1 (max) | Dola Seed 2.0 Pro |
| Open weights | No | No |
| Price in / out / cached input per 1M | $10.00 / $50.00 / $0.250 | – |
Category by category
Category scores on the BenchLeader scale: 50 is the average evaluated model, 15 points is one standard deviation. A gap under one point is called level.
| Category | Claude Fable 5.1 (max) | Dola Seed 2.0 Pro | Leader |
|---|---|---|---|
| Reasoning | 69.6 | 64.4 | Claude Fable 5.1 |
| Coding | 70.9 | 65.0 | Claude Fable 5.1 |
| Agents & tools | 60.3 | – | not comparable |
| Maths | 72.5 | 62.8 | Claude Fable 5.1 |
| Knowledge | 72.6 | – | not comparable |
| Human preference | 69.9 | 64.2 | Claude Fable 5.1 |
| Multimodal | 67.4 | 61.3 | Claude Fable 5.1 |
| Long context | 67.5 | – | not comparable |
On one chart
Each domain on the index's own scale, where 50 is an average model. Click a domain to see the benchmarks behind it. Pick up to 5 models from the list.
Not drawn, measured for fewer than two of these models: Agents & tools, Knowledge, Instruction following, Long context.
Where sources disagree
Across the 8 benchmarks both have, Claude Fable 5.1 leads 8, Dola Seed 2.0 Pro leads 0. Every overall index that rates both puts Claude Fable 5.1 ahead.
| Overall index | Claude Fable 5.1 (max) | Dola Seed 2.0 Pro | Leader |
|---|---|---|---|
| BenchLeader Index | 66.9 | 58.5 | Claude Fable 5.1 |
| Arena Text | 1503 | 1457 | Claude Fable 5.1 |
Each publisher runs its own tasks, harnesses and effort settings, so their overall verdicts can differ; BenchLeader reconciles them on one scale. † measured at another effort setting of the same model (the publisher did not test the one compared here).
Price, speed and latency
List prices blended at three input tokens per output token. Per-task prices use the token counts on the methodology page. Cost, tokens and time per benchmark task are measured: Artificial Analysis’ averages over its whole Intelligence Index run.
| Measure | Claude Fable 5.1 (max) | Dola Seed 2.0 Pro |
|---|---|---|
| Blended price per 1M tokens | $20.00 | – |
| Input / output per 1M | $10.00 / $50.00 | – / – |
| Cached input per 1M | $0.250 | – |
| Price per task: chat reply | $0.019 | – |
| Price per task: summarize a 30-page report | $0.150 | – |
| Price per task: code edit | $0.135 | – |
| Price per task: agentic coding session | $0.800 | – |
| Price per task: structured extraction | $0.030 | – |
| Agentic coding session, input mostly cached | $0.361 | – |
| Cost per benchmark task (AA Index) | $12.99 | – |
| Output tokens per task (AA Index) | 118k | – |
| Of which reasoning | 71k | – |
| Time per task (AA Index) | 23 min | – |
| Output speed | 87 tok/s | – |
| Time to first answer | 171.7 s | – |
| Time to a complete answer | 403.1 s | – |
Each model is compared at its best-ranked reasoning-effort setting. Claude Fable 5.1 (max) scores 66.9 and takes 172 s to its first answer token; Claude Fable 5.1 scores 66.0 in 3 s, Claude Fable 5.1 (xhigh) scores 64.6 in 59 s. Dola Seed 2.0 Pro scores 58.5. Higher effort means more thinking before the answer: better scores, longer waits and more tokens billed. How reasoning effort changes scores and cost.
Every benchmark
137 benchmarks, grouped by category; each name links to the board and its leaders. † measured at another effort setting of the same model, shown for reference and not counted as a win.
| Metric | Publisher | Claude Fable 5.1 (max) | Dola Seed 2.0 Pro |
|---|---|---|---|
| BenchLeader Index | BenchLeader | 66.9 | 58.5 |
| Agents & tools score | BenchLeader | 60.3 | – |
| Coding score | BenchLeader | 70.9 | 65.0 |
| Human preference score | BenchLeader | 69.9 | 64.2 |
| Knowledge score | BenchLeader | 72.6 | – |
| Long context score | BenchLeader | 67.5 | – |
| Maths score | BenchLeader | 72.5 | 62.8 |
| Multimodal score | BenchLeader | 67.4 | 61.3 |
| Reasoning score | BenchLeader | 69.6 | 64.4 |
| Blended price $/M | BenchLeader | $20.00 | – |
| Output speed | BenchLeader | 87 tok/s | – |
| Time to first answer | BenchLeader | 171.7 s | – |
| Context window | BenchLeader | 1,000,000 tokens | – |
| Reasoning | |||
| Humanity's Last Exam | Scale AI / CAIS | 46.5%† | – |
| Arena Hard Prompts | Arena (LMArena) | 1521 | 1481 |
| LiveBench 2.0 Reasoning | LiveBench | 91.7%† | – |
| LiveBench 1.0 Reasoning | LiveBench | 91.7% | – |
| GPQA Diamond (AA) | Artificial Analysis | 93.7% | – |
| Humanity's Last Exam (AA) | Artificial Analysis | 59.1% | – |
| HLE-Diamond (AA) | Artificial Analysis | 60.1% | – |
| GPQA Diamond (Vals) | Vals AI | 93.4%† | – |
| ARC-AGI-1 | ARC Prize | 97.5% | – |
| ARC-AGI-2 | ARC Prize | 90.0% | – |
| CritPt | Artificial Analysis | 29.7% | – |
| CritPt v2 hard subset (AA) | Artificial Analysis | 52.5% | – |
| MysteryMechanism | Vals AI | 47.8%† | – |
| Chess Puzzles | Epoch AI Benchmarking Hub | 48.0% | – |
| Mystery Game Puzzles | Epoch AI Benchmarking Hub | 58.0% | – |
| LMCA | Epoch AI Benchmarking Hub | 65.5%† | – |
| DTBench | Epoch AI Benchmarking Hub | 97.6%† | – |
| Coding | |||
| SciCode | SciCode | 63.1% | – |
| WeirdML | WeirdML | 92.9% | – |
| FrontierCode | Cognition | 50.9%† | – |
| GSO-Bench | GSO-Bench | 88.2%† | – |
| Arena Coding | Arena (LMArena) | 1534 | 1514 |
| Arena WebDev | Arena (LMArena) | 1744 | – |
| LiveBench 2.0 Coding | LiveBench | 89.7%† | – |
| LiveBench 1.0 Coding | LiveBench | 86.4% | – |
Show all 137 benchmarks
| Metric | Publisher | Claude Fable 5.1 (max) | Dola Seed 2.0 Pro |
|---|---|---|---|
| Coding | |||
| LiveCodeBench | Vals AI | 90.5%† | – |
| IOI | Vals AI | 90.8%† | – |
| Code Migration | Vals AI | 54.6%† | – |
| ProgramBench | Vals AI | 7.0%† | – |
| SWE-bench Multimodal | Vals AI | 61.3%† | – |
| Vibe Code Bench 1-100 | Vals AI | 28.0%† | – |
| Vibe Code Bench v1.1 | Vals AI | 90.3%† | – |
| SWE Atlas: Codebase QnA | Scale AI SEAL | 60.0%† | – |
| SWE Atlas: Refactoring | Scale AI SEAL | 56.7%† | – |
| SWE Atlas: Test Writing | Scale AI SEAL | 67.0%† | – |
| MirrorCode | Epoch AI Benchmarking Hub | 73.3%† | – |
| CursorBench | Cursor | 51.8% | – |
| ALE-Bench | Epoch AI Benchmarking Hub | 2143.2† | – |
| FrontierSWE | Epoch AI Benchmarking Hub | 56.3% | – |
| Terminal-Bench 4.0 (AA) | Artificial Analysis | 52.0% | – |
| Terminal-Bench 2.1 (AA) | Artificial Analysis | 91.4% | – |
| Startrise Frontend | Startrise | 77.1%† | – |
| GameBench 2 Overall | DuelLab GameBench 2 | 87.2† | – |
| GameBench 2 by reasoning setting | DuelLab GameBench 2 | 94.1† | – |
| Design Arena Website | Design Arena | 1306† | – |
| FrontierCode 1.1 (AA) | Artificial Analysis | 49.0% | – |
| FrontierCode 2.0 (AA) | Artificial Analysis | 31.6% | – |
| Agents & tools | |||
| Terminal-Bench | Terminal-Bench | 57.3% | – |
| Remote Labor Index | Scale AI / CAIS | 17.9%† | – |
| APEX-Agents | Mercor | 68.6%† | – |
| Arena Agent | Arena (LMArena) | 14.3 | – |
| LiveBench Long Agentic | LiveBench | 74.2%† | – |
| LiveBench Browser | LiveBench | 89.8%† | – |
| LiveBench Agentic Coding | LiveBench | 66.1% | – |
| Terminal-Bench 2.1 (Vals) | Vals AI | 85.0%† | – |
| MCP Atlas | Scale AI SEAL | 87.2%† | – |
| HiL-Bench | Scale AI SEAL | 61.5%† | – |
| GDPval-AA v2.1, normalised score | Artificial Analysis | 62.7% | – |
| τ³-Banking (AA) | Artificial Analysis | 47.2% | – |
| ITBench SRE (AA) | Artificial Analysis | 49.5% | – |
| Analyst Agent (AA) | Artificial Analysis | 57.5% | – |
| CUA-bench | Vals AI | 13.2% | – |
| CyberBench | Vals AI | 70.4%† | – |
| Finance Agent v2 | Vals AI | 58.9%† | – |
| Harvey's Legal Agent Benchmark v1 | Vals AI | 6.7%† | – |
| Legal Research Bench | Vals AI | 55.3%† | – |
| Robo-bench | Vals AI | 5.8% | – |
| SkillsBench | Vals AI | 61.5%† | – |
| SREBench | Vals AI | 22.9%† | – |
| Tax Agent Bench | Vals AI | 50.8%† | – |
| Terminal-Bench 4.0 (Vals) | Vals AI | 58.1%† | – |
| Terminal-Bench Science | Vals AI | 40.0%† | – |
| Time Horizon Index: KSP | Vals AI | 63.3%† | – |
| Arena Search | Arena (LMArena) | 1229† | – |
| Vending-Bench 2 | Andon Labs | 5421.6† | – |
| AutomationBench | Artificial Analysis | 59.4% | – |
| GDP.pdf (AA) | Artificial Analysis | 26.2% | – |
| Harvey LAB-AA v1.1 | Harvey | 6.4% | – |
| AA-Briefcase v1.1 | Artificial Analysis | 1669 | – |
| GDPx | GDPx by SemiAnalysis | 8.5% | – |
| Design Arena Agentic | Design Arena | 1332† | – |
| Terminal-Bench-Science 0.1 (AA) | Artificial Analysis | 43.3% | – |
| CWE-Bench (AA) | Artificial Analysis | 50.8% | – |
| DeepSec-Bench (AA) | Artificial Analysis | 23.5% | – |
| CyberGym end-to-end (AA) | Artificial Analysis | 0.8% | – |
| Maths | |||
| FrontierMath Tiers 1–3 | Epoch AI Benchmarking Hub | 90.2% | – |
| FrontierMath Tier 4 | Epoch AI Benchmarking Hub | 87.8% | – |
| OTIS Mock AIME | Epoch AI Benchmarking Hub | 100.0% | – |
| ProofBench | Vals AI | 100.0% | – |
| LiveBench Mathematics | LiveBench | 97.0% | – |
| Arena Maths | Arena (LMArena) | 1525 | 1449 |
| Knowledge | |||
| SimpleQA Verified | Epoch AI Benchmarking Hub | 70.8% | – |
| LiveBench 2.0 Data Analysis | LiveBench | 80.3%† | – |
| LiveBench Research | LiveBench | 88.5%† | – |
| LiveBench 1.0 Data Analysis | LiveBench | 80.3% | – |
| AA-Omniscience v1.1 | Artificial Analysis | 46.3 | – |
| MMLU-Pro | Vals AI | 92.4%† | – |
| LegalBench | Vals AI | 88.5%† | – |
| TaxEval | Vals AI | 76.0%† | – |
| PRBench Finance | Scale AI SEAL | 50.8%† | – |
| PRBench Legal | Scale AI SEAL | 51.6%† | – |
| Excel Modeling Benchmark | Vals AI | 76.7%† | – |
| Excel Modeling Benchmark v1.1 | Vals AI | 76.7%† | – |
| MedCode | Vals AI | 53.5%† | – |
| MedScribe | Vals AI | 91.3%† | – |
| Public Benefits Bench v1.1 | Vals AI | 74.9%† | – |
| EBR-bench | Epoch AI Benchmarking Hub | 57.1% | – |
| GDP.pdf | Epoch AI Benchmarking Hub | 27.6% | – |
| AA-Omniscience v1.1: accuracy | Artificial Analysis | 68.4% | – |
| AA-Omniscience v1.1: non-hallucination | Artificial Analysis | 30.0% | – |
| HealthBench Professional (AA) | OpenAI | 57.8% | – |
| Instruction following | |||
| LiveBench Language | LiveBench | 89.5% | – |
| LiveBench Instruction Following | LiveBench | 73.0% | – |
| Arena Instruction Following | Arena (LMArena) | 1501 | 1435 |
| Human preference | |||
| Arena Text | Arena (LMArena) | 1503 | 1457 |
| Arena Creative Writing | Arena (LMArena) | 1490 | 1403 |
| Arena Multi-turn | Arena (LMArena) | 1487 | 1449 |
| Arena Longer Queries | Arena (LMArena) | 1510 | 1453 |
| Multimodal | |||
| Arena Vision | Arena (LMArena) | 1322 | 1274 |
| LiveBench Design | LiveBench | 81.6%† | – |
| MMMU-Pro (Vals) | Vals AI | 90.6%† | – |
| MortgageTax | Vals AI | 70.8%† | – |
| Blueprint-Bench 2 | Epoch AI Benchmarking Hub | 41.9%† | – |
| Code2Video-AA | Artificial Analysis | 1325 | – |
| AA-3D | Artificial Analysis | 1139 | – |
| Long context | |||
| AA-LCR v1.1 | Artificial Analysis | 85.3% | – |
| Arena Document | Arena (LMArena) | 1498 | – |
| MLCR | Artificial Analysis | 15.6% | – |
| Composite | |||
| Epoch Capabilities Index | Epoch AI Benchmarking Hub | 166.9† | – |
| LiveBench 2.0 | LiveBench | 84.0%† | – |
| LiveBench 1.0 | LiveBench | 83.4% | – |
| AA Intelligence Index v5.0 | Artificial Analysis | 49.2 | – |
| AA Intelligence Index v4.3.2 | Artificial Analysis | 53.4 | – |
| AA Progress Index v1 | Artificial Analysis | 340.8 | – |
| Vals RSI Index | Vals AI | 36.1% | – |
| AA Cyber Index | Artificial Analysis | 25.0 | – |
| Safety & honesty | |||
| FORTRESS | Scale AI SEAL | 13.7%† | – |
Data as of 2026-11-09. Best configuration of each model; every score links to its source on the model pages.
DuelLab GameBench 2, release gb2-20261103-eaea31df94e6 (https://benchmarks.duellab.org/releases/gb2-20261103-eaea31df94e6/), CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Scores mapped to BenchLeader model names; not endorsed by DuelLab.
What changed
- Claude Fable 5.1 (max): 1 score revision.
- Claude Fable 5.1 (max): 1 score revision.
- Claude Fable 5.1 (max): 1 score revision.
- Claude Fable 5.1 (max): 1 score revision.
- Claude Fable 5.1 (max): 1 new result (MirrorCode).
- Claude Fable 5.1 (max): 1 score revision.
- Claude Fable 5.1 (max): BenchLeader Index 67.9 → 67.1.
- Claude Fable 5.1 (max): 5 new results (AA Intelligence Index v5.0, AA Progress Index v1, HLE-Diamond (AA)…); 3 score revisions; cost per task moved from $7.63/M to $13.04/M (71% up).
- Claude Fable 5.1 (max): 2 new results (Robo-bench, Vals RSI Index).
- Claude Fable 5.1 (max): 1 score revision.
Related comparisons
- Claude Fable 5.1 vs Claude Fable 5.2
- Claude Fable 5.1 vs Claude Opus 5.5
- Claude Fable 5.1 vs Gemini 4 Carbon
- Dola Seed 2.0 Pro vs Claude Fable 5.2
- Dola Seed 2.0 Pro vs Claude Opus 5.5
- Dola Seed 2.0 Pro vs Gemini 4 Carbon
- Dola Seed 2.0 Pro vs GPT-6 Astra
- Claude Opus 5 vs Dola Seed 2.0 Pro
Rankings: Best LLM overall · Best LLM for coding · Best LLM for agents · Best cheap LLMs
Claude Fable 5.1 vs Dola Seed 2.0 Pro: questions
- Is Claude Fable 5.1 better than Dola Seed 2.0 Pro?
- Claude Fable 5.1 (max) leads on quality: 66.9 vs 58.5. The BenchLeader Index combines every independent quality benchmark; Claude Fable 5.1 (max) is ahead overall as of 9 Nov 2026, but check the category scores for your use.
- Is Claude Fable 5.1 or Dola Seed 2.0 Pro better for coding?
- Claude Fable 5.1 scores higher in coding (71 vs 65 on the category index, where 50 is average). On Arena Coding, the top shared coding benchmark, it is 1534 for Claude Fable 5.1 against 1514 for Dola Seed 2.0 Pro.
- Do independent benchmarks agree on Claude Fable 5.1 vs Dola Seed 2.0 Pro?
- Across the 8 benchmarks both have, Claude Fable 5.1 leads 8, Dola Seed 2.0 Pro leads 0. Every overall index that rates both puts Claude Fable 5.1 ahead.
- When was Claude Fable 5.1 released?
- Claude Fable 5.1 was released on 1 Sep 2026.