Compare / head-to-head

Dola Seed 2.0 CodevsGPT-6 Astra

Dola Seed 2.0 Code and GPT-6 Astra do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Dola Seed 2.0 Code is 17.1x cheaper per token. GPT-6 Astra has the larger context window (1.1M tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
Dola Seed 2.0 Code
17.1x cheaper, input + output
Larger context
GPT-6 Astra
1.1M tokens
Providers
2 providers
ByteDance Seed · OpenAI
Dola Seed 2.0 Code
ByteDance Seed · released 2026-02-14
textvision
Context
256K
Max out
128K
Input /1M
$0.5 ↗
Output /1M
$3 ↗
Cached /1M
$0.1
Scores
0 · 0 core
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Context
1.1M
Max out
128K
Input /1M
$10 ↗
Output /1M
$50 ↗
Cached /1M
$1
Scores
39 · 9 core
Quality

Benchmark matrix

BenchmarkDola Seed 2.0 CodeGPT-6 AstraΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Dola Seed 2.0 Code reports · 0
Dola Seed 2.0 Code reports nothing GPT-6 Astra does not.
Only GPT-6 Astra reports · 33
GPQA Diamondnot reported96% ↗——
LMArena Elonot reported1477.1 ↗——
APEX-Agents (Mercor)not reported64.7% ↗——
AutomationBench 1.0.6not reported41.4% ↗——
BALROG (BALROG)not reported68.3% ↗——
Chess Puzzles (Epoch AI run)not reported72% ↗epoch run——
DeepSWE v1.1 (Datacurve)not reported74.1% ↗——
EBR-bench (Epoch AI run)not reported76.2% ↗epoch run——
FrontierMath Tier 4 v2 (Epoch AI run)not reported97.6% ↗epoch run——
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported93.7% ↗epoch run——
FrontierSWE V2 (Proximal Labs)not reported65.5% ↗——
Furniture Assembly (Epoch AI run)not reported80% ↗epoch run——
GSO Opt@1 (GSO)not reported77.5% ↗——
LiveBench Agentic Coding (LiveBench)not reported57.3% ↗——
LiveBench Coding (LiveBench)not reported80.4% ↗——
LiveBench Data Analysis (LiveBench)not reported83% ↗——
LiveBench Instruction Following (LiveBench)not reported75.6% ↗——
LiveBench Language (LiveBench)not reported89.4% ↗——
LiveBench Mathematics (LiveBench)not reported96.8% ↗——
LiveBench Reasoning (LiveBench)not reported92.7% ↗——
LMArena Agent (LMArena)not reported0.1227 ↗——
LMArena Vision (LMArena)not reported1284.3 ↗——
LMArena WebDev (LMArena)not reported1787.7 ↗——
MirrorCode (Epoch AI run)not reported46.7% ↗epoch run——
Mystery Game Puzzles (Epoch AI run)not reported84% ↗epoch run——
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported100% ↗epoch run——
SAGE (Vals AI)not reported46.4% ↗——
SimpleBench (SimpleBench)not reported86.5% ↗——
SimpleQA Verifiednot reported75.6% ↗epoch run——
Terminal-Bench 4.0 (Vals AI)not reported59.6% ↗——
Terminal-Bench Science 0.1not reported64.6% ↗——
Vending-Bench 2 (Andon Labs)not reported15514.7 ↗——
WeirdML (Håvard Tveit Ihle)not reported93.6% ↗——
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 Code minus GPT-6 Astra 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 CodeGPT-6 AstraEdge
Context window256K tokens1.1M tokensGPT-6 Astra
Max output128K tokens128K tokensTie
Input price / 1M$0.5 ↗$10 ↗Dola Seed 2.0 Code
Output price / 1M$3 ↗$50 ↗Dola Seed 2.0 Code
Cached input / 1M$0.1 ↗$1 ↗Dola Seed 2.0 Code
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$3.5$60Dola Seed 2.0 Code
Modalitiestext · visiontext · visionTie
Released2026-02-142026-09-03—
Cited benchmark scores039—
Reliability

Provider status

All providers →
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