GLM-5.1 vs Nemotron 3 Ultra 550B A55B
Wins 5 of 7 areas
Coding · Agents · Reasoning · Facts · Math
Wins 2 of 7 areas
Long documents · Following instructions
GLM-5.1 is the stronger all-rounder.Nemotron 3 Ultra 550B A55B is cheaper and better at long documents.
Both rank among the ten best models we track in following instructions.
Scores updated · 48 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.
- CodingWriting and fixing software61GLM-5.16 of 7 tests
- AgentsCarrying out multi-step tasks on its own40GLM-5.14 of 5 tests · 1 tie
- ReasoningHard problems that need careful thinking30GLM-5.13 of 4 tests · 1 tie
- FactsGetting facts right instead of making them up20GLM-5.12 of 3 tests · 1 tie
- MathCompetition and research-level math21GLM-5.12 of 3 tests
- Long documentsFinding answers in very long texts01Nemotron 3 Ultra 550B A55B1 of 1 test
- Following instructionsDoing exactly what it is asked01Nemotron 3 Ultra 550B A55B1 of 1 test
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.
Nemotron 3 Ultra 550B A55B costs 43% less for the same work.
The biggest differences
The three tests each model wins by the widest margin. Scores are out of 100.
Where GLM-5.1 pulls ahead
- Finds hard-to-locate facts by browsing the webBrowseComp+34.9points ahead
- Multi-step tasks using many real software toolsMCP Atlas+27.1points ahead
- Common-sense trick questionsSimpleBench+13.4points ahead
Where Nemotron 3 Ultra 550B A55B pulls ahead
- Olympiad math problems with short answersIMOAnswerBench+8.5points ahead
- Reasons across sets of long documentsAA-LCR+5.6points ahead
- Follows unfamiliar, precisely checkable instructionsIFBench+5.1points ahead
Every test, side by side
All 48 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingGLM-5.1
- SWE-bench ProGLM-5.1 by 8.758.449.7+8.7
- Terminal-Bench 2.1GLM-5.1 by 7.961.853.9+7.9
- Terminal-Bench HardGLM-5.1 by 6.843.236.4+6.8
- SWE-bench MultilingualGLM-5.1 by 5.673.367.7+5.6
- SWE-bench VerifiedGLM-5.1 by 5.576.270.7+5.5
- SciCodeGLM-5.1 by 4.544.840.3+4.5
- LiveCodeBench v6Nemotron 3 Ultra 550B A55B by 3.385.789+3.3
AgentsGLM-5.1
- BrowseCompGLM-5.1 by 34.979.344.4+34.9
- MCP AtlasGLM-5.1 by 27.171.844.7+27.1
- GDPValGLM-5.1 by 5.130.825.7+5.1
- Terminal-Bench 4.0GLM-5.1 by 1.520.5+1.5
- τ-Bench V3 · Bankingtie13.614.2tie
ReasoningGLM-5.1
- SimpleBenchGLM-5.1 by 13.455.141.7+13.4
- Humanity's Last ExamGLM-5.1 by 1.730.128.4+1.7
- CritPtGLM-5.1 by 1.54.63.1+1.5
- GPQA Diamondtie86.886.7tie
FactsGLM-5.1
- SimpleQA VerifiedGLM-5.1 by 1.63432.4+1.6
- AA-Omniscience · AccuracyGLM-5.1 by 1.123.722.6+1.1
- AA-Omniscience · Non-hallucinationtie70.170.3tie
MathGLM-5.1
- IMOAnswerBenchNemotron 3 Ultra 550B A55B by 8.583.892.3+8.5
- HMMT Feb. 2026GLM-5.1 by 3.882.678.8+3.8
- AIME 2026GLM-5.1 by 1.195.394.2+1.1
Long documentsNemotron 3 Ultra 550B A55B
- AA-LCRNemotron 3 Ultra 550B A55B by 5.673.779.3+5.6
Following instructionsNemotron 3 Ultra 550B A55B
- IFBenchNemotron 3 Ultra 550B A55B by 5.176.381.4+5.1
Other results24 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.
- Apex (Pass@1)Nemotron 3 Ultra 550B A55B by 73.311.584.8+73.3
- HLE (with tools)GLM-5.1 by 14.952.337.4+14.9
- τ²-Bench Telecom (AA run)GLM-5.1 by 14.497.783.3+14.4
- IOI 2025Nemotron 3 Ultra 550B A55B by 108.2 rating points456.5564.7+108.2 rating
- ProfBench (Search)Nemotron 3 Ultra 550B A55B by 10.44656.4+10.4
- PinchBenchNemotron 3 Ultra 550B A55B by 8.881.290+8.8
- Finance Agent v2GLM-5.1 by 7.344.837.5+7.3
- Vals.ai Financial Agent 1.1 - with web searchGLM-5.1 by 760.753.7+7
- Artificial Analysis Coding IndexGLM-5.1 by 6.555.849.3+6.5
- Apex-Shortlist (with tools)Nemotron 3 Ultra 550B A55B by 5.87984.8+5.8
- IFBench (prompt loose) (Tools-allowed)Nemotron 3 Ultra 550B A55B by 5.176.681.7+5.1
- TauBench V3 - AirlineGLM-5.1 by 58580+5
- TauBench V3 - RetailNemotron 3 Ultra 550B A55B by 4.384.188.4+4.3
- SciCode (subtask)GLM-5.1 by 4.247.743.5+4.2
- Apex-Shortlist (no tools)Nemotron 3 Ultra 550B A55B by 3.871.174.9+3.8
- AA Agentic IndexGLM-5.1 by 3.525.221.7+3.5
- AA IntelligenceGLM-5.1 by 3.226.122.9+3.2
- MMLU-ProX (avg en/de/fr/es/it/ja/zh/hi/pt/ko) (Tools-allowed)GLM-5.1 by 2.885.883+2.8
- AA-OmniscienceGLM-5.1 by 1.30.8-0.4+1.3
- IMOAnswerBench (with tools)Nemotron 3 Ultra 550B A55B by 1.291.192.3+1.2
- MMLU-Protie8686.8tie
- TauBench V3 - Averagetie69.770.3tie
- CritPt (no tools)tie3.73.4tie
- Vals.ai Financial Agent 1.1 - without web searchtie60.260.1tie
Questions people ask
Which is better, GLM-5.1 or Nemotron 3 Ultra 550B A55B?
GLM-5.1 wins five of the seven areas where both have results: coding, agents, reasoning, facts and math. Nemotron 3 Ultra 550B A55B wins long documents and following instructions, and costs 43% less.
Which is better for coding?
GLM-5.1. It wins 6 of the 7 coding tests both models report; Nemotron 3 Ultra 550B A55B wins 1.
Which is cheaper?
GLM-5.1 costs $1.38 per million input tokens and $4.40 per million output tokens; Nemotron 3 Ultra 550B A55B costs $0.60 and $2.70. That makes Nemotron 3 Ultra 550B A55B about 43% cheaper for the same work.
How do you compare the two?
We use the 48 benchmark tests both models have published scores on. The verdict counts the 24 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 24 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.