BenchLeader

Dola Seed 2.0 Pro vs Gemini 4 Carbon

Full profiles: Dola Seed 2.0 Pro (ByteDance) and Gemini 4 Carbon (Google): every benchmark, price and rank.

Updated · Data from 4 sources

As of 29 Oct 2026, Gemini 4 Carbon is ahead of Dola Seed 2.0 Pro on quality (65.1 vs 58.5 on the BenchLeader Index). Gemini 4 Carbon leads in every category we measure both in.

Key facts (as of 29 Oct 2026)

  • Dola Seed 2.0 Pro scores 58.5 on the BenchLeader Index and Gemini 4 Carbon scores 65.1 (BenchLeader, 29 Oct 2026).
  • Gemini 4 Carbon costs $8.00 per 1M tokens blended (list price, 29 Oct 2026).

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 casePickWhyConfidence
CodingGemini 4 Carbon72 vs 65 category scoreMedium
ReasoningGemini 4 Carbon79 vs 65 category scoreHigh
Chat quality (human preference)–Only Dola Seed 2.0 Pro has an Arena rating (64 category score)Not comparable
High volume on a budgetNeither flagshipA smaller model is usually the better fit: Cheapest good LLMs, Fastest LLMs–

Key differences

  • Gemini 4 Carbon (high) leads on quality: 65.1 vs 58.5.
  • Dola Seed 2.0 Pro is stronger in human preference, maths, multimodal.
  • Gemini 4 Carbon (high) is stronger in coding, reasoning, knowledge, long context.

At a glance

SpecDola Seed 2.0 ProGemini 4 Carbon
DeveloperByteDanceGoogle
Released–28 Oct 2026
Context window (tokens)–1,000,000
Compared atDola Seed 2.0 ProGemini 4 Carbon (high)
Open weightsNoNo
Price in / out / cached input per 1M–$4.00 / $20.00 / –

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.

CategoryDola Seed 2.0 ProGemini 4 Carbon (high)Leader
Reasoning64.578.9Gemini 4 Carbon
Coding65.071.7Gemini 4 Carbon
Maths62.7–not comparable
Knowledge–75.8not comparable
Human preference64.2–not comparable
Multimodal61.3–not comparable
Long context–64.5not comparable

Where sources disagree

Across the 0 benchmarks both have, Dola Seed 2.0 Pro leads 0, Gemini 4 Carbon leads 0. Every overall index that rates both puts Gemini 4 Carbon ahead.

Overall indexDola Seed 2.0 ProGemini 4 Carbon (high)Leader
BenchLeader Index58.565.1Gemini 4 Carbon

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; suite cost is what Artificial Analysis paid to run its whole Intelligence Index.

MeasureDola Seed 2.0 ProGemini 4 Carbon (high)
Blended price per 1M tokens–$8.00
Input / output per 1M– / –$4.00 / $20.00
Price per task: chat reply–$0.0076
Price per task: summarize a 30-page report–$0.060
Price per task: code edit–$0.054
Price per task: agentic coding session–$0.320
Price per task: structured extraction–$0.012
Cost to run a full benchmark suite–$7.76
Output speed–100 tok/s
Time to first answer–103.1 s
Time to a complete answer–108.1 s

Each model is compared at its best-ranked reasoning-effort setting. Dola Seed 2.0 Pro scores 58.5. Gemini 4 Carbon (high) scores 65.1 and takes 103 s to its first answer token. 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

38 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.

MetricPublisherDola Seed 2.0 ProGemini 4 Carbon (high)
BenchLeader IndexBenchLeader58.565.1
Coding scoreBenchLeader65.071.7
Human preference scoreBenchLeader64.2–
Maths scoreBenchLeader62.7–
Multimodal scoreBenchLeader61.3–
Reasoning scoreBenchLeader64.578.9
Knowledge scoreBenchLeader–75.8
Long context scoreBenchLeader–64.5
Blended price $/MBenchLeader–$8.00
Output speedBenchLeader–100 tok/s
Time to first answerBenchLeader–103.1 s
Context windowBenchLeader–1,000,000 tokens
Reasoning
Arena Hard PromptsArena (LMArena)1480–
Humanity's Last Exam (AA)Artificial Analysis–60.4%
HLE-Diamond (AA)Artificial Analysis–69.1%
CritPtArtificial Analysis–36.0%
CritPt v2 hard subset (AA)Artificial Analysis–63.0%
Coding
SciCodeSciCode–64.2%
Arena CodingArena (LMArena)1514–
Vibe Code Bench v1.1Vals AI–89.1%
Terminal-Bench 4.0 (AA)Artificial Analysis–65.2%
FrontierCode 1.1 (AA)Artificial Analysis–48.5%
FrontierCode 2.0 (AA)Artificial Analysis–40.6%
Agents & tools
Finance Agent v2.1Vals AI–67.2%
Harvey's Legal Agent Benchmark v1.1Vals AI–17.5%
Legal Research BenchVals AI–55.8%
Tax Agent BenchVals AI–48.9%
Terminal-Bench 4.0 (Vals)Vals AI–63.1%
Vending-Bench 2Andon Labs–16484.2†
AutomationBenchArtificial Analysis–77.8%
GDP.pdf (AA)Artificial Analysis–28.4%
AA-Briefcase v1.1Artificial Analysis–1609
Terminal-Bench-Science 0.1 (AA)Artificial Analysis–64.8%
Maths
Arena MathsArena (LMArena)1449–
Knowledge
AA-Omniscience v1.1Artificial Analysis–53.5
Excel Modeling Benchmark v1.1Vals AI–76.5%
AA-Omniscience v1.1: accuracyArtificial Analysis–58.3%
Show all 38 benchmarks
MetricPublisherDola Seed 2.0 ProGemini 4 Carbon (high)
Knowledge
AA-Omniscience v1.1: non-hallucinationArtificial Analysis–88.6%
Instruction following
Arena Instruction FollowingArena (LMArena)1435–
Human preference
Arena TextArena (LMArena)1456–
Arena Creative WritingArena (LMArena)1403–
Arena Multi-turnArena (LMArena)1449–
Arena Longer QueriesArena (LMArena)1452–
Multimodal
Arena VisionArena (LMArena)1274–
Blueprint-Bench 2Epoch AI Benchmarking Hub–58.6%†
Long context
AA-LCR v1.1Artificial Analysis–79.3%
Composite
AA Intelligence Index v5.0Artificial Analysis–59.4
AA Progress Index v1Artificial Analysis–351.6
Vals IndexVals AI–70.4
Vals Finance IndexVals AI–66.3%

Data as of 2026-10-29. Best configuration of each model; every score links to its source on the model pages.

What changed

  • Dola Seed 2.0 Pro: BenchLeader Index 59.1 → 58.5.

Rankings: Best LLM overall · Best LLM for coding · Best LLM for agents · Best cheap LLMs

Dola Seed 2.0 Pro vs Gemini 4 Carbon: questions

Is Gemini 4 Carbon better than Dola Seed 2.0 Pro?
Gemini 4 Carbon (high) leads on quality: 65.1 vs 58.5. The BenchLeader Index combines every independent quality benchmark; Gemini 4 Carbon (high) is ahead overall as of 29 Oct 2026, but check the category scores for your use.
Is Dola Seed 2.0 Pro or Gemini 4 Carbon better for coding?
Gemini 4 Carbon scores higher in coding (72 vs 65 on the category index, where 50 is average).
When was Gemini 4 Carbon released?
Gemini 4 Carbon was released on 28 Oct 2026.