Muse Spark 1.1 vs o3
Wins 7 of 7 areas
Coding · Agents · Reasoning · Facts · Images and charts · Long documents · Following instructions
Wins 0 of 7 areas
—
Muse Spark 1.1 is the stronger all-rounder.
Scores updated · 16 tests both models report · How we compare
Where each one wins
Tests won in each of the seven areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.
- ReasoningHard problems that need careful thinking30Muse Spark 1.13 of 3 tests
- FactsGetting facts right instead of making them up30Muse Spark 1.13 of 3 tests
- Images and chartsUnderstanding pictures, charts and video20Muse Spark 1.12 of 2 tests
- CodingWriting and fixing software10Muse Spark 1.11 of 1 test
- AgentsCarrying out multi-step tasks on its own10Muse Spark 1.11 of 1 test
- Long documentsFinding answers in very long texts10Muse Spark 1.11 of 1 test
- Following instructionsDoing exactly what it is asked10Muse Spark 1.11 of 1 test
Coding, agents, long documents and following instructions rest on a single test each.
What it costs
Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.
Muse Spark 1.1 costs 45% less for the same work.
The biggest differences
The tests each model wins by the widest margin, up to three each. Scores are out of 100.
Where Muse Spark 1.1 pulls ahead
- Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+38.1points ahead
- Very hard expert questions across many subjectsHumanity's Last Exam+26.1points ahead
- Real work tasks from 44 professionsGDPVal+22.9points ahead
Where o3 pulls ahead
No clear win on a test scored out of 100.
Every test, side by side
All 16 tests both models report. The winning score is in its model's colour; marks a score checked independently.
ReasoningMuse Spark 1.1
- Humanity's Last ExamMuse Spark 1.1 by 26.146.220.1+26.1
- CritPtMuse Spark 1.1 by 1415.11.1+14
- GPQA DiamondMuse Spark 1.1 by 7.189.882.7+7.1
FactsMuse Spark 1.1
- AA-Omniscience · Non-hallucinationMuse Spark 1.1 by 38.15011.9+38.1
- AA-Omniscience · AccuracyMuse Spark 1.1 by 13.55238.6+13.5
- SimpleQA VerifiedMuse Spark 1.1 by 8.457.849.4+8.4
Images and chartsMuse Spark 1.1
- CharXiv (RQ)Muse Spark 1.1 by 9.888.478.6+9.8
- LMArena · VisionMuse Spark 1.1 by 80 rating points12941214+80 rating
Following instructionsMuse Spark 1.1
- Multi-ChallengeMuse Spark 1.1 by 14.975.360.4+14.9
Other results4 tests, not counted
Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.
- AA-OmniscienceMuse Spark 1.1 by 43.628.1-15.6+43.6
- Artificial Analysis Coding IndexMuse Spark 1.1 by 32.971.338.4+32.9
- AA IntelligenceMuse Spark 1.1 by 13.533.720.2+13.5
- AA Agentic Indexo3 by 8.627.536.1+8.6
Questions people ask
Which is better, Muse Spark 1.1 or o3?
Muse Spark 1.1 wins all seven areas where both have results: coding, agents, reasoning, facts, images and charts, long documents and following instructions. o3 wins none.
Which is better for coding?
Muse Spark 1.1. It wins the one coding test both models report.
Which is cheaper?
Muse Spark 1.1 costs $1.25 per million input tokens and $4.25 per million output tokens; o3 costs $2.00 and $8.00. That makes Muse Spark 1.1 about 45% cheaper for the same work.
How do you compare the two?
We use the 16 benchmark tests both models have published scores on. The verdict counts the 12 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 4 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.