Side by side

See the difference.

Scores, capabilities and costs for the models you’re considering.

Scroll to compare models →

Comparison of Step-5-Preview, Ideogram V4.5 Edit, Reflection: Beam 1.0 501B A23B
3 modelsstepfun-aiStep-5-PreviewRemove ×ideogramIdeogram V4.5 EditRemove ×reflectionReflection: Beam 1.0 501B A23BRemove ×
What’s different600B 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.Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.
DateSep 18, 2026ReleasedSep 30, 2026ListedOct 16, 2026Released
Listed rate$1.00 in / $2.70 out/ 1M tokensDeepInfra · all routes ↗See provider quotes$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8
Provider endpoints6 endpoints →0 endpoints →6 endpoints →
AA Intelligence ↗4.3.243.73 ↗Effort not specifiedIndependent resultNot reported30.33 ↗Effort not specifiedIndependent result
AA-Briefcase ↗1.11,424.32 ↗Effort not specifiedIndependent resultNot reported976.2 ↗Effort not specifiedIndependent result
GDPval-AA ↗2.11,586.63 ↗Effort not specifiedIndependent resultNot reported1,177.08 ↗Effort not specifiedIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collection50.96% ↗Effort not specifiedIndependent resultNot reported48.46% ↗Effort not specifiedIndependent result
Terminal-Bench 4.0 · AA ↗33.33% ↗Effort not specifiedHarness unreportedIndependent resultNot reported3.03% ↗Effort not specifiedHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collection58.91% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported48.5% ↗AA · Under reviewEffort not specifiedIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collection46.48% ↗Effort not specifiedIndependent resultNot reported34.66% ↗Effort not specifiedIndependent result
GDP.pdf ↗AA Index 4.3.2 collection14.8% ↗Effort not specifiedIndependent resultNot reported11.6% ↗Effort not specifiedIndependent result
CritPt ↗AA Index 4.3.2 collection20.86% ↗AA · Under reviewEffort not specifiedIndependent resultNot reported13.14% ↗AA · Under reviewEffort not specifiedIndependent result
AA-Omniscience ↗AA Index 4.3.2 collection16.38 ↗Effort not specifiedIndependent resultNot reported1.5 ↗Effort not specifiedIndependent result
AA-LCR ↗1.188.33% ↗Effort not specifiedIndependent resultNot reported78% ↗Effort not specifiedIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)62.01% ↗Effort: max · single run · equal mean of 7 suitesIndependent resultNot reported55.5% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)76.9% ↗Effort: max · single runIndependent resultNot reported67.9% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)72.8% ↗Effort: max · single runIndependent resultNot reported72.8% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)24% ↗Effort: max · single runIndependent resultNot reported0% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)85.6% ↗Effort: max · single runIndependent resultNot reported83.9% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)27.5% ↗Effort: max · single runIndependent resultNot reported17.3% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)63.5% ↗Effort: max · single runIndependent resultNot reported66.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)83.8% ↗Effort: max · single runIndependent resultNot reported80.2% ↗Effort: max · single runIndependent result
Context window1M—1M
Max output64K—943.7K
Parameters——501B
Tool callingSupportedNot reportedSupported
Structured outputSupportedNot reportedSupported
Image inputSupportedNot reportedNot reported
Video inputSupportedNot reportedNot reported
ReasoningSupportedNot reportedSupported
Prompt cachingSupportedNot reportedSupported
Open weightsSupportedNot reportedSupported

Add another model

Search all models →