Side by side

See the difference.

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

Scroll to compare models →

Comparison of Morph: Morph V3 Large, LiquidAI: d1-ultra, OpenAI: GPT-6.1 Sol
3 modelsmorphMorph: Morph V3 LargeRemove ×liquidLiquidAI: d1-ultraRemove ×openaiOpenAI: GPT-6.1 SolRemove ×
What’s differentMorph'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}…d1-ultra is Liquid AI's largest decision model, served as a System One endpoint. Send a state of text and images along with typed questions, and it returns a choice, a...Requires Responses API for tools; offers Ultrafast inference with US or EU data residency.
DateJul 7, 2025ListedOct 15, 2026ListedSep 29, 2026Released
Listed rate$0.90 in / $1.90 out/ 1M tokensMorph · via OpenRouter · all routes ↗morph/fp8 · quantization=fp8$0.042 in / $0.00 out/ 1M tokensOpenRouter · all routes ↗$1.00 in / $5.00 out/ 1M tokensOpenAI · via OpenRouter · all routes ↗openai/flex · tier=flex · prompt ≤ 272000 tokens
Provider endpoints2 endpoints →1 endpoint →10 endpoints →
AA Intelligence ↗4.3.2Not reportedNot reported51.83 ↗Effort: max · MaxIndependent result
AA-Briefcase ↗1.1Not reportedNot reported1,557 ↗Effort: max · MaxIndependent result
GDPval-AA ↗2.1Not reportedNot reported1,593.85 ↗Effort: max · MaxIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reportedNot reported64.87% ↗Effort: max · MaxIndependent result
Terminal-Bench 4.0 · AA ↗Not reportedNot reported56.06% ↗Effort: max · MaxHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reportedNot reported54.17% ↗AA · Under reviewEffort: max · MaxIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reportedNot reported52.92% ↗Effort: max · MaxIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reportedNot reported31% ↗Effort: max · MaxIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reportedNot reported31.71% ↗AA · Under reviewEffort: max · MaxIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reportedNot reported41.53 ↗Effort: max · MaxIndependent result
AA-LCR ↗1.1Not reportedNot reported83% ↗Effort: max · MaxIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported85.41% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported82.1% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported83.5% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported88% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported96% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported73% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported82.7% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reported92.6% ↗Effort: max · single runIndependent result
Context window262.1K32.8K1.1M
Max output131.1K29.5K128K
Parameters———
Tool callingNot reportedNot reportedSupported
Structured outputSupportedNot reportedSupported
Image inputNot reportedSupportedSupported
ReasoningNot reportedNot reportedSupported
Prompt cachingNot reportedSupportedSupported

Add another model

Search all models →