Compare / head-to-head

Claude Sonnet 4.6vsDola Seed 2.0 Pro

Claude Sonnet 4.6 leads 4 of 6 shared benchmarks. Dola Seed 2.0 Pro is 5.1x cheaper per token. Claude Sonnet 4.6 has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
4 – 2
Claude Sonnet 4.6 leads
Cheaper per token
Dola Seed 2.0 Pro
5.1x cheaper, input + output
Larger context
Claude Sonnet 4.6
1M tokens
Providers
2 providers
Anthropic · ByteDance Seed
Claude Sonnet 4.6
Anthropic · released 2026-02-17
textvision
Context
1M
Max out
128K
Input /1M
$3 ↗
Output /1M
$15 ↗
Cached /1M
$0.3
Scores
41 · 10 core
Dola Seed 2.0 Pro
ByteDance Seed · released 2026-02-16
textvisionvideo
Context
256K
Max out
—
Input /1M
$0.5 ↗
Output /1M
$3 ↗
Cached /1M
—
Scores
16 · 10 core
Quality

Benchmark matrix

BenchmarkClaude Sonnet 4.6Dola Seed 2.0 ProΔEdge
Reported by both · 6
SWE-bench Verified79.6% ↗76.5% ↗+3.1 ptClaude Sonnet 4.6
GPQA Diamond89.9% ↗92.4% ↗-2.5 ptDola Seed 2.0 Pro
Humanity's Last Exam (no tools)33.2% ↗33.3% ↗-0.1 ptDola Seed 2.0 Pro
LMArena Elo1458.3 ↗1447.6 ↗+10.7Claude Sonnet 4.6
LMArena Vision (LMArena)1275.2 ↗1256.6 ↗+18.6Claude Sonnet 4.6
Terminal-Bench 2.059.1% ↗55.8% ↗+3.3 ptClaude Sonnet 4.6
Only Claude Sonnet 4.6 reports · 29
APEX-Agents (Mercor)43% ↗not reported——
ARC-AGI-2 (Verified)58.3% ↗not reported——
Chess Puzzles (Epoch AI run)13% ↗epoch runnot reported——
DeepSWE v1.1 (Datacurve)29.9% ↗not reported——
GDPval-AA1633 ↗not reported——
Humanity's Last Exam (with tools)49% ↗not reported——
LiveBench Agentic Coding (LiveBench)42.6% ↗not reported——
LiveBench Coding (LiveBench)79.3% ↗not reported——
LiveBench Data Analysis (LiveBench)77.9% ↗not reported——
LiveBench Instruction Following (LiveBench)63.2% ↗not reported——
LiveBench Language (LiveBench)76.1% ↗not reported——
LiveBench Mathematics (LiveBench)87% ↗not reported——
LiveBench Reasoning (LiveBench)84.8% ↗not reported——
LMArena WebDev (LMArena)1521.4 ↗not reported——
MCP Atlas61.3% ↗not reported——
MMMLU89.3% ↗not reported——
MMMU-Pro (no tools)74.5% ↗not reported——
MMMU-Pro (with tools)75.6% ↗not reported——
Mystery Game Puzzles (Epoch AI run)16% ↗epoch runnot reported——
OSWorld-Verified72.5% ↗not reported——
OSWorld-Verified (XLANG)72.1% ↗not reported——
OTIS Mock AIME 2024-2025 (Epoch AI run)85.8% ↗epoch runnot reported——
SAGE (Vals AI)46.6% ↗not reported——
SimpleQA Verified35.5% ↗epoch runnot reported——
SWE-bench Verified (Epoch AI run)75.2% ↗epoch runnot reported——
Tau2-bench Retail91.7% ↗not reported——
Tau2-bench Telecom97.9% ↗not reported——
Vending-Bench 2 (Andon Labs)7204.14 ↗not reported——
WeirdML (Håvard Tveit Ihle)66.1% ↗not reported——
Only Dola Seed 2.0 Pro reports · 9
MMLU-Pronot reported90.1% ↗——
AIME 2025not reported99% ↗——
BFCL v4not reported73.4% ↗——
BrowseCompnot reported77.3% ↗——
DeepResearchBenchnot reported53.3% ↗——
HLE-Verifiednot reported73.6% ↗——
SciCodenot reported48.5% ↗——
SWE-bench Multilingualnot reported71.7% ↗——
SWE-bench Pronot reported46.9% ↗——
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Claude Sonnet 4.6 minus Dola Seed 2.0 Pro in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecClaude Sonnet 4.6Dola Seed 2.0 ProEdge
Context window1M tokens256K tokensClaude Sonnet 4.6
Max output128K tokens——
Input price / 1M$3 ↗$0.5 ↗Dola Seed 2.0 Pro
Output price / 1M$15 ↗$3 ↗Dola Seed 2.0 Pro
Cached input / 1M$0.3 ↗——
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$18$3.5Dola Seed 2.0 Pro
Modalitiestext · visiontext · vision · videoDola Seed 2.0 Pro
Released2026-02-172026-02-16—
Cited benchmark scores4116—
Reliability

Provider status

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Public benchmarks are a starting point. Run Claude Sonnet 4.6 and Dola Seed 2.0 Pro on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.