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Comparison of seed-2.0-code, Step-5-Preview, Ideogram V4.5 Edit
3 modelsUnknownseed-2.0-codeRemove ×stepfun-aiStep-5-PreviewRemove ×ideogramIdeogram V4.5 EditRemove ×
What’s different262.1K context · 131.1K max output · Tool calling · Structured output600B total and 27B active parameters; accepts images and video, with FP8 and BF16 weights for deployment.Mask-guided edits with a high-precision mode that restores unchanged pixels; combines a source image with extra references.
DateOct 16, 2026DiscoveredSep 18, 2026ReleasedSep 30, 2026Listed
Listed rate$0.50 in / $3.00 out/ 1M tokensExperiential · all routes ↗Standard · fewer than 128,001 input tokens$1.00 in / $2.70 out/ 1M tokensDeepInfra · all routes ↗See provider quotes
Provider endpoints1 endpoint →6 endpoints →0 endpoints →
AA Intelligence ↗4.3.2Not reported43.73 ↗Effort not specifiedIndependent resultNot reported
AA-Briefcase ↗1.1Not reported1,424.32 ↗Effort not specifiedIndependent resultNot reported
GDPval-AA ↗2.1Not reported1,586.63 ↗Effort not specifiedIndependent resultNot reported
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported50.96% ↗Effort not specifiedIndependent resultNot reported
Terminal-Bench 4.0 · AA ↗Not reported33.33% ↗Effort not specifiedHarness unreportedIndependent resultNot reported
SciCode ↗AA Index 4.3.2 collectionNot reported58.91% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported46.48% ↗Effort not specifiedIndependent resultNot reported
GDP.pdf ↗AA Index 4.3.2 collectionNot reported14.8% ↗Effort not specifiedIndependent resultNot reported
CritPt ↗AA Index 4.3.2 collectionNot reported20.86% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported16.38 ↗Effort not specifiedIndependent resultNot reported
AA-LCR ↗1.1Not reported88.33% ↗Effort not specifiedIndependent resultNot reported
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported62.01% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported76.9% ↗Effort: max · single runIndependent resultNot reported
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported72.8% ↗Effort: max · single runIndependent resultNot reported
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported24% ↗Effort: max · single runIndependent resultNot reported
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported85.6% ↗Effort: max · single runIndependent resultNot reported
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported27.5% ↗Effort: max · single runIndependent resultNot reported
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported63.5% ↗Effort: max · single runIndependent resultNot reported
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported83.8% ↗Effort: max · single runIndependent resultNot reported
Context window262.1K1M—
Max output131.1K64K—
Parameters———
Tool callingSupportedSupportedNot reported
Structured outputSupportedSupportedNot reported
Image inputNot reportedSupportedNot reported
Video inputNot reportedSupportedNot reported
ReasoningSupportedSupportedNot reported
Prompt cachingNot reportedSupportedNot reported
Open weightsNot reportedSupportedNot reported

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