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Compare / head-to-head

Dola Seed 2.0 ProvsGPT-5.1

Dola Seed 2.0 Pro leads 3 of 3 shared benchmarks. Dola Seed 2.0 Pro is 3.2x cheaper per token. GPT-5.1 has the larger context window (400K tokens).

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

Shared benchmarks
3 – 0
Dola Seed 2.0 Pro leads
Cheaper per token
Dola Seed 2.0 Pro
3.2x cheaper, input + output
Larger context
GPT-5.1
400K tokens
Provider uptime (30d)
— · 95.1662%
ByteDance Seed · OpenAI
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
14 · 9 core
GPT-5.1
OpenAI · released 2025-11-13
textvision
Context
400K
Max out
128K
Input /1M
$1.25
Output /1M
$10
Cached /1M
$0.125
Scores
6 · 6 core
Quality

Benchmark matrix

BenchmarkDola Seed 2.0 ProGPT-5.1ΔEdge
Reported by both · 3
GPQA Diamond92.4% 87.6% epoch+4.8 ptDola Seed 2.0 Pro
AIME 202599% 94.2% matharena+4.8 ptDola Seed 2.0 Pro
LMArena Elo1447.6 1422.6 +25Dola Seed 2.0 Pro
Only Dola Seed 2.0 Pro reports · 11
SWE-bench Verified76.5% not reported
MMLU-Pro90.1% not reported
Humanity's Last Exam (no tools)33.3% not reported
BFCL v473.4% not reported
BrowseComp77.3% not reported
DeepResearchBench53.3% not reported
HLE-Verified73.6% not reported
SciCode48.5% not reported
SWE-bench Multilingual71.7% not reported
SWE-bench Pro46.9% not reported
Terminal-Bench 2.055.8% not reported
Only GPT-5.1 reports · 3
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported88.6% epoch
SimpleQA Verifiednot reported48% epoch
SWE-bench Verified (Epoch AI run)not reported68% epoch
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 Dola Seed 2.0 Pro minus GPT-5.1 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

SpecDola Seed 2.0 ProGPT-5.1Edge
Context window256K tokens400K tokensGPT-5.1
Max output128K tokens
Input price / 1M$0.5 $1.25 Dola Seed 2.0 Pro
Output price / 1M$3 $10 Dola Seed 2.0 Pro
Cached input / 1M$0.125
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$3.5$11.25Dola Seed 2.0 Pro
Modalitiestext · vision · videotext · visionDola Seed 2.0 Pro
Released2026-02-162025-11-13
Cited benchmark scores146
Reliability

Provider status

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Which one wins on your data?

Public benchmarks are a starting point. Run Dola Seed 2.0 Pro and GPT-5.1 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.