Side by side
See the difference.
Scores, capabilities and costs for the models you’re considering.
Scroll to compare models →
| 3 models | morphMorph: Morph V3 LargeRemove × | zai-orgGLM-5.3Remove × | reflectionReflection: Beam 1.0 501B A23BRemove × |
|---|---|---|---|
| What’s different | Morph's high-accuracy apply model for complex code edits. ~4,500 tokens/sec with 98% accuracy for precise code transformations. The model requires the prompt to be in the following format: {instruction}… | Reuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max. | Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights. |
| Date | Jul 7, 2025Listed | Aug 18, 2026Released | Oct 16, 2026Released |
API prices USD · provider configuration shown below | |||
| Listed rate | $0.90 in / $1.90 out/ 1M tokensMorph · via OpenRouter · all routes ↗morph/fp8 · quantization=fp8 | $0.079 in / $1.40 out/ 1M tokensWafer · via OpenRouter · all routes ↗wafer/us · quantization=fp4 | $0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8 |
| Provider endpoints | 2 endpoints → | 58 endpoints → | 5 endpoints → |
Benchmarks Each result retains its evaluation configuration | |||
| AA Intelligence ↗4.3.2 | Not reported | 44.78 ↗Effort: max · MaxIndependent result | 30.33 ↗Effort not specifiedIndependent result |
| AA-Briefcase ↗1.1 | Not reported | 1,506.86 ↗Effort: max · MaxIndependent result | 976.2 ↗Effort not specifiedIndependent result |
| GDPval-AA ↗2.1 | Not reported | 1,650.31 ↗Effort: max · MaxIndependent result | 1,177.08 ↗Effort not specifiedIndependent result |
| AutomationBench-AA ↗AA Index 4.3.2 collection | Not reported | 62.2% ↗Effort: max · MaxIndependent result | 48.46% ↗Effort not specifiedIndependent result |
| Terminal-Bench 4.0 · AA ↗ | Not reported | 41.92% ↗Effort: max · MaxHarness unreportedIndependent result | 3.03% ↗Effort not specifiedHarness unreportedIndependent result |
| SciCode ↗AA Index 4.3.2 collection | Not reported | 59.03% ↗AA · Under reviewEffort: max · MaxIndependent result | 48.5% ↗AA · Under reviewEffort not specifiedIndependent result |
| Humanity’s Last Exam ↗AA Index 4.3.2 collection | Not reported | 42.26% ↗Effort: max · MaxIndependent result | 34.66% ↗Effort not specifiedIndependent result |
| GDP.pdf ↗AA Index 4.3.2 collection | Not reported | 11.2% ↗Effort: max · MaxIndependent result | 11.6% ↗Effort not specifiedIndependent result |
| CritPt ↗AA Index 4.3.2 collection | Not reported | 19.14% ↗AA · Under reviewEffort: max · MaxIndependent result | 13.14% ↗AA · Under reviewEffort not specifiedIndependent result |
| AA-Omniscience ↗AA Index 4.3.2 collection | Not reported | 14.3 ↗Effort: max · MaxIndependent result | 1.5 ↗Effort not specifiedIndependent result |
| AA-LCR ↗1.1 | Not reported | 79.67% ↗Effort: max · MaxIndependent result | 78% ↗Effort not specifiedIndependent result |
| LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 60.74% ↗Effort: max · single run · equal mean of 7 suitesIndependent result | 55.5% ↗Effort: max · single run · equal mean of 7 suitesIndependent result |
| LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 77.3% ↗Effort: max · single runIndependent result | 67.9% ↗Effort: max · single runIndependent result |
| LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 73.2% ↗Effort: max · single runIndependent result | 72.8% ↗Effort: max · single runIndependent result |
| LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 0% ↗Effort: max · single runIndependent result | 0% ↗Effort: max · single runIndependent result |
| LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 82.8% ↗Effort: max · single runIndependent result | 83.9% ↗Effort: max · single runIndependent result |
| LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 35.9% ↗Effort: max · single runIndependent result | 17.3% ↗Effort: max · single runIndependent result |
| LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 70.2% ↗Effort: max · single runIndependent result | 66.4% ↗Effort: max · single runIndependent result |
| LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 85.8% ↗Effort: max · single runIndependent result | 80.2% ↗Effort: max · single runIndependent result |
Specifications | |||
| Context window | 262.1K | 1M | 1M |
| Max output | 131.1K | 943.7K | 943.7K |
| Parameters | — | — | 501B |
| Tool calling | Not reported | Supported | Supported |
| Structured output | Supported | Supported | Supported |
| Reasoning | Not reported | Supported | Supported |
| Prompt caching | Not reported | Supported | Supported |
| Open weights | Not reported | Supported | Supported |