MetaLanguage modelActive
Muse Ember 1.0
Muse Ember 1.0 is among the strongest models: Rank 14 of 94 in the overall index. Through the API it is cheap.
110.4Overall indexhigher is better
n/ano measurement yet
Input $0.10 · Output $0.50
$0.20per 1M tokenslower is better
1.05Mtokens at once≈ 1,570 A4 pages
Summary
It is cheap: $0.20 per 1M tokens (input and output blended); a typical model costs $1.50. Estimated without own results in: Mathematics.
Muse Ember 1.0 is a Meta model positioned for low API costs. It accepts text, images, video, audio, and PDF documents and produces text. Its context window is 1,048,576 tokens, with a documented maximum output of 524,288 tokens.
API rates start at $0.10 input and $0.50 output per million tokens. Above 200,000 input tokens, higher rates apply to the entire request. Cached tokens count toward that threshold. Reasoning is configurable and defaults to max. The reviewed Meta sources do not document downloadable weights.
On this page
Muse Ember 1.0 benchmarks
Overall index (Gradually Meta-Score v5)
20 of 94 models
4 models in this view are measured at a lower reasoning effort than max in the overall index. Dashed column: lower reasoning effort than the top.
Muse Ember 1.0 by reasoning effort
Points on the overall index scale. The value at max is Muse Ember 1.0's overall index; the other efforts derive from the same Artificial Analysis test series. Missing efforts are never estimated.
- xhigh108.995% range 101.1 to 116.6
- maxeffort of the overall index110.495% range 102.8 to 118.1
Source: Meta-Score v5; tiers: Artificial Analysis
Intelligence vs. price
most attractive area: stronger and cheaper than half of the models shownbest intelligence for the price
More models in the chart (27)
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- GPT-6.1 Sol118.0 · $4
- Claude Opus 5117.4 · $10
- Muse Wonder113.3 · $8
- Claude Fable 5112.8 · $20
- Kimi K3.1 Pro112.6 · $4
- GPT-6 Sol109.1 · $4
- GPT-5.6 Sol109.1 · $8
- Muse Spark 1.3107.3 · $2
- Gemini 3.8 Flash106.8 · $1.50
- DeepSeek V4.1 Flash 1017106.7 · $0.26
- GPT-6.1 Terra106.5 · $2
- Grok 4.7103.3 · $3
- Claude Haiku 5.5102.8 · $0.20
- Grok 4.6102.1 · $3
- GPT-5.5101.5 · $11.25
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- GLM-5.3100.6 · $2.15
- MiMo V2.6 Pro100.4 · $0.54
- MiniMax M3.1 Flash100.0 · $0.26
- Claude Opus 4.899.5 · $10
Muse Ember 1.0 by task area
Points, 100 = reference group average · higher is better
Light bar: too few results for a rank yet. No tests yet: Mathematics, Multimodal, Health.
Best LLM by task:CodingReasoningKnowledgeAI agentsGeneral tasksFinanceLegal
Show all 162 published benchmark results
Page 1 of 14
Measurements without matching peer values
These measurements have no matching peer values under the same test conditions. Their original values and sources remain available here.
AutomationBench-AA: Overall (Show measurement, test conditions, and source)
- Source value
- 66.70632837564682
- Metric
- Objectives completed without guardrail violations
- Unit
- %
- Benchmark version
- AA private 657-task split of AutomationBench v1.0.6
- Category
- agentic
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/7a64ffc4-36c3-4369-981e-73abdd6ff5e2/muse-ember/muse-ember-xhigh. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Xhigh). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: xhigh. Score display: 66.7%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-automationbench-aa:AA private 657-task split of AutomationBench v1.0.6:v5.0.1:reasoning:effort=xhigh:suffix=Xhigh
- Comparison methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: xhigh
AutomationBench-AA: Overall (Show measurement, test conditions, and source)
- Source value
- 68.07901586086508
- Metric
- Objectives completed without guardrail violations
- Unit
- %
- Benchmark version
- AA private 657-task split of AutomationBench v1.0.6
- Category
- agentic
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/dbf63365-127f-41ee-9e51-81173adb3502/muse-ember/muse-ember. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Max). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: max. Score display: 68.1%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-automationbench-aa:AA private 657-task split of AutomationBench v1.0.6:v5.0.1:reasoning:effort=max:suffix=Max
- Comparison methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: max
CritPt v2 (Hard Subset): Overall (Show measurement, test conditions, and source)
- Source value
- 38.5
- Metric
- pass@1 accuracy
- Unit
- %
- Benchmark version
- v2 hard subset, November 2026 grading
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/7a64ffc4-36c3-4369-981e-73abdd6ff5e2/muse-ember/muse-ember-xhigh. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Xhigh). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: xhigh. Score display: 38.5%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-critpt-v2-hard-subset:v2 hard subset, November 2026 grading:v5.0.1:reasoning:effort=xhigh:suffix=Xhigh
- Comparison methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: xhigh
- Context
- This is the 40-question hard subset of CritPt v2, not the full 70-question CritPt v2 run.
CritPt v2 (Hard Subset): Overall (Show measurement, test conditions, and source)
- Source value
- 39
- Metric
- pass@1 accuracy
- Unit
- %
- Benchmark version
- v2 hard subset, November 2026 grading
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/dbf63365-127f-41ee-9e51-81173adb3502/muse-ember/muse-ember. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Max). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: max. Score display: 39.0%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-critpt-v2-hard-subset:v2 hard subset, November 2026 grading:v5.0.1:reasoning:effort=max:suffix=Max
- Comparison methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: max
- Context
- This is the 40-question hard subset of CritPt v2, not the full 70-question CritPt v2 run.
FrontierCode: Overall (Show measurement, test conditions, and source)
- Source value
- 21.974898989899
- Metric
- Mean score over three attempts per task
- Unit
- %
- Benchmark version
- 2.0
- Category
- coding
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/7a64ffc4-36c3-4369-981e-73abdd6ff5e2/muse-ember/muse-ember-xhigh. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Xhigh). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: xhigh. Score display: 22.0%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-frontiercode-2-0:2.0:v5.0.1:reasoning:effort=xhigh:suffix=Xhigh
- Comparison methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: xhigh
FrontierCode: Overall (Show measurement, test conditions, and source)
- Source value
- 27.169621212121196
- Metric
- Mean score over three attempts per task
- Unit
- %
- Benchmark version
- 2.0
- Category
- coding
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/dbf63365-127f-41ee-9e51-81173adb3502/muse-ember/muse-ember. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Max). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: max. Score display: 27.2%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-frontiercode-2-0:2.0:v5.0.1:reasoning:effort=max:suffix=Max
- Comparison methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: max
GDP.pdf: Overall (Show measurement, test conditions, and source)
- Source value
- 22.400000000000002
- Metric
- All-pass rate
- Unit
- %
- Benchmark version
- unspecified
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/7a64ffc4-36c3-4369-981e-73abdd6ff5e2/muse-ember/muse-ember-xhigh. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Xhigh). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: xhigh. Score display: 22.4%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-gdp-pdf:unspecified:v5.0.1:reasoning:effort=xhigh:suffix=Xhigh
- Comparison methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: xhigh
GDP.pdf: Overall (Show measurement, test conditions, and source)
- Source value
- 22.8
- Metric
- All-pass rate
- Unit
- %
- Benchmark version
- unspecified
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/dbf63365-127f-41ee-9e51-81173adb3502/muse-ember/muse-ember. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Max). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: max. Score display: 22.8%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-gdp-pdf:unspecified:v5.0.1:reasoning:effort=max:suffix=Max
- Comparison methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: max
HLE-Diamond: Overall (Show measurement, test conditions, and source)
- Source value
- 23.599999999999998
- Metric
- pass@1 accuracy
- Unit
- %
- Benchmark version
- Diamond
- Category
- general
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/7a64ffc4-36c3-4369-981e-73abdd6ff5e2/muse-ember/muse-ember-xhigh. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Xhigh). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: xhigh. Score display: 23.6%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-hle-diamond:Diamond:v5.0.1:reasoning:effort=xhigh:suffix=Xhigh
- Comparison methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: xhigh
HLE-Diamond: Overall (Show measurement, test conditions, and source)
- Source value
- 25.1
- Metric
- pass@1 accuracy
- Unit
- %
- Benchmark version
- Diamond
- Category
- general
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Source model ID: artificial-analysis/dbf63365-127f-41ee-9e51-81173adb3502/muse-ember/muse-ember. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Max). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: max. Score display: 25.1%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-hle-diamond:Diamond:v5.0.1:reasoning:effort=max:suffix=Max
- Comparison methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count.. Reasoning: reasoning enabled. Reasoning effort: max
AA-Omniscience Accuracy: Overall (Show measurement, test conditions, and source)
- Source value
- 21.366666666666667
- Metric
- AA-Omniscience Accuracy
- Unit
- %
- Benchmark version
- AA Omniscience diagnostic
- Category
- knowledge
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Source model ID: artificial-analysis/7a64ffc4-36c3-4369-981e-73abdd6ff5e2/muse-ember/muse-ember-xhigh. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Xhigh). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: reasoning enabled. Reasoning effort: xhigh. Score display: 21.4%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-omniscience-accuracy:AA Omniscience diagnostic:standalone:reasoning:effort=xhigh:suffix=Xhigh
- Comparison methodology
- Exact AA configuration: Muse Ember (Xhigh) (release muse-ember, row muse-ember-xhigh, UUID 7a64ffc4-36c3-4369-981e-73abdd6ff5e2, reasoning=true, effort=xhigh, suffix=Xhigh). This source capture does not provide an average reasoning-token count. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: reasoning enabled. Reasoning effort: xhigh
- Context
- This is the separately published accuracy diagnostic, not the AA-Omniscience Index. AA identifies higher values as better.
AA-Omniscience Accuracy: Overall (Show measurement, test conditions, and source)
- Source value
- 21.066666666666666
- Metric
- AA-Omniscience Accuracy
- Unit
- %
- Benchmark version
- AA Omniscience diagnostic
- Category
- knowledge
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-09
- Methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Source model ID: artificial-analysis/dbf63365-127f-41ee-9e51-81173adb3502/muse-ember/muse-ember. Source model name: Muse Ember. Provider reported by source: Meta. Model snapshot: Muse Ember (Max). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: reasoning enabled. Reasoning effort: max. Score display: 21.1%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-09-7542f902e8e4. Source payload hash: 7542f902e8e4f947d83dc15004997367540a045beb71bef86f98e77adbc6a23a. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-09. Source cohort: artificial-analysis-omniscience-accuracy:AA Omniscience diagnostic:standalone:reasoning:effort=max:suffix=Max
- Comparison methodology
- Exact AA configuration: Muse Ember (Max) (release muse-ember, row muse-ember, UUID dbf63365-127f-41ee-9e51-81173adb3502, reasoning=true, effort=max, suffix=Max). This source capture does not provide an average reasoning-token count. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: reasoning enabled. Reasoning effort: max
- Context
- This is the separately published accuracy diagnostic, not the AA-Omniscience Index. AA identifies higher values as better.
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More about Muse Ember 1.0
All specifications
Input and output
Watermarking and provenance
AI watermarking refers to invisible signals embedded in the output. Visible marks and provenance metadata are listed separately. Unknown means there is insufficient evidence for that particular field.
- AI watermarking
- Unknown
- no source
- Watermarking technique
- Not known
- no source
Licence and access
- Weights
- The reviewed Meta sources do not document downloadable weights. Parameter count and the weights license remain unknown.
- Source: Weights
- Shutdown
- None announced
- no source
API
- API interfaces
- Responses, Chat Completions, and Messages. Also documented for Muse Code.
- Source: API interfaces
Further details
Prices
1 offer, prices in US dollars per 1M tokens, blended from 3 parts input and 1 part output.
| Provider | Input | Output | Cache read | Blended |
|---|---|---|---|---|
| Metadirect | $0.10 | $0.50 | $0.004 | $0.20 |
| Metaabove 200,000 context tokensdirect | $0.30 | $1.50 | $0.012 | $0.60 |
Cache prices come from the direct tariff; OpenRouter does not report them for the other providers. Direct price according to the developer, checked Nov 10, 2026. Open the LLM price index
More price tiers and rules
- Long-context pricing
- Base rates apply up to and including 200,000 input tokens. Cached tokens count toward input length. Above that threshold, the higher rates apply to the entire request.Source
Frequently asked questions about Muse Ember 1.0
How good is Muse Ember 1.0 in benchmarks?
Good: Rank 14 of 94 in the overall index.
Overall index (Gradually Meta-Score v5) from 16 benchmark results · data through Nov 10, 2026
What is the Overall index (Gradually Meta-Score v5)?
A point value that combines many independent benchmarks into one number. 100 points is the average of a fixed group of 29 models, and a model 15 points ahead does better in roughly three of four benchmark comparisons. Muse Ember 1.0 scores 110.4 points, which is rank 14 of 94.
Own analysis by gradually.ai, method benchmark-meta-score-v5 · for Muse Ember 1.0 from 16 test series
How much does Muse Ember 1.0 cost?
Through the API $0.10 per 1M input tokens and $0.50 output. That is cheap.
How large is the context window of Muse Ember 1.0?
1.05 M tokens. That is how much text Muse Ember 1.0 reads at once, about 1,570 A4 pages.
Page count as a rule of thumb from Artificial Analysis
Where can I use Muse Ember 1.0?
Through the API. Subscription access is not documented in the available plan data.
Through the API
$0.10 input, $0.50 output per 1M tokens.
Sources and data date
Show all 23 sources
Benchmark sources at a glance
Which independent evaluators tested this model. This is coverage, not a quality ranking.
| Evaluator | Test series | Composite indices | Recorded active measurements |
|---|---|---|---|
| Artificial Analysis | 9 | 0 | 22 |
| Vals AI | 7 | 3 | 137 |
Without vendor claims and historical or disputed results; those stay labelled in the single values.
| Type | Evidence and data date |
|---|---|
| Price | Base API prices without caching or batch discounts. Higher context tiers and other rates are listed under Costs. |
| Input | Documented modalities. Retrieved November 10, 2026. |
| Output | Documented modalities. Retrieved November 10, 2026. |
| Additional source | Meta Research: Muse Ember (retrieved November 10, 2026) · Meta Research: Muse Ember · Editorial description reviewed November 10, 2026 |
| Additional source | Artificial Analysis (retrieved November 9, 2026; November 10, 2026) |
| Additional source | Artificial Analysis (retrieved November 9, 2026)123456789 |
| Additional source | Vals AI (retrieved November 10, 2026)12345678910 |