All Releases

Muse Ember vs Gemini 3.8 Flash: Release Comparison

Comparison of the Muse Ember and Gemini 3.8 Flash releases: 2 and 3 models respectively, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across all 5 models.

  • For intelligence, Muse Ember scores highest: Muse Ember (Max) at 36, against Gemini 3.8 Flash (High) at 31 for Gemini 3.8 Flash.
  • For cost per task, Muse Ember is cheapest: Muse Ember (Xhigh) at $0.12, against Gemini 3.8 Flash (Medium) at $6.26 for Gemini 3.8 Flash.
Model Playground

Releases compared

Muse Ember (max)Muse Ember (xhigh)Gemini 3.8 Flash (high)Gemini 3.8 Flash (medium)Gemini 3.8 Flash (low)
Intelligence Index
36
34
31
30
23
Finance & Accounting
45
44
42
42
34
Strategy & Ops
49
49
47
47
35
Legal
38
38
42
42
33
Healthcare & Medical
--
--
38
38
31
Cost per TaskUSD
$0.14
$0.12
$7.77
$6.26
--
Time per TaskMinutes
--
--
14.8
12.2
--
Time to First Answer Tokens
--
--
17.54
11.26
3.81
Context Window
1M
1M
1M
1M
1M
Creator
Meta
Meta
Google
Google
Google
License
Proprietary
Proprietary
Proprietary
Proprietary
Proprietary
Input Modality

Supports: text and image

Supports: text and image

Supports: text, image, speech, and video

Supports: text, image, speech, and video

Supports: text, image, speech, and video

Output Modality

Supports: text

Supports: text

Supports: text

Supports: text

Supports: text

Providers
Meta
Meta
Google
Google
Google
Updated

Intelligence

Artificial Analysis Intelligence Index · Higher is better

Time per Task

Inference time (minutes) per Intelligence Index task · Lower is better

Cost per Task

Weighted average cost (USD) per Intelligence Index task · Lower is better

IntelligenceUpdated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v5.0.1 incorporates 9 evaluations: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), and Terminal-Bench-Science 0.1

Intelligence Index vs. Cost per Task

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task
Most attractive quadrant
Muse Ember
Gemini 3.8 Flash
Pareto line
AA-Briefcase v1.1
AutomationBench-AA

Cost per Task (USD, Log Scale)

Cost

Cost per Intelligence Index Task

Weighted average cost (USD) per Intelligence Index task · Segmented by token type · Lower is better

Speed & Latency

Time per Intelligence Index Task

Output tokens divided by end-to-end output speed (minutes per Intelligence Index task) · Speed at the model's own endpoint or the median across providers · Lower is better

Capability Scores

Capability Indexes

Measures the performance of models on specific capabilities and industries
Finance & Accounting Index

Incorporates 5 evaluations: AA-Briefcase v1.1, AA-Omniscience v1.1, HLE-Diamond, AutomationBench-AA, GDP.pdf · Higher is better

Strategy & Ops Index

Incorporates 4 evaluations: AutomationBench-AA, AA-Briefcase v1.1, AA-Omniscience v1.1, GDP.pdf · Higher is better

Legal Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf, AutomationBench-AA · Higher is better

Healthcare & Medical Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, MLCR-AA, AutomationBench-AA, HLE-Diamond · Higher is better

Engineering Index

Incorporates 7 evaluations: AA-Omniscience v1.1, CritPt v2 (Hard Subset), Terminal-Bench-Science 0.1, HLE-Diamond, Terminal-Bench 4.0, FrontierCode 2.0, AA-Briefcase v1.1 · Higher is better

Economics Index

Incorporates 4 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf · Higher is better

Benchmarks

AA-PersonalityBenchNew

Personality Indexes

Each axis is one of 8 personality indexes: the mean of its traits’ Elo z-scores, percentile ranked from 1 to 100 across all models evaluated in the benchmark