Claude Fable 5 vs GLM-5.1
Wins 6 of 7 areas
Coding · Agents · Reasoning · Facts · Math · Long documents
Wins 1 of 7 areas
Following instructions
Claude Fable 5 is the stronger all-rounder.GLM-5.1 is cheaper and better at following instructions.
Scores updated · 35 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 software70Claude Fable 57 of 7 tests
- AgentsCarrying out multi-step tasks on its own50Claude Fable 55 of 5 tests
- ReasoningHard problems that need careful thinking40Claude Fable 54 of 4 tests
- FactsGetting facts right instead of making them up21Claude Fable 52 of 3 tests
- MathCompetition and research-level math10Claude Fable 51 of 1 test
- Long documentsFinding answers in very long texts10Claude Fable 51 of 1 test
- Following instructionsDoing exactly what it is asked01GLM-5.11 of 1 test
Math, 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.
GLM-5.1 costs 90% 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 Claude Fable 5 pulls ahead
- Unpublished advanced math problemsFrontierMath Tiers 1-3 (v2)+50.2points ahead
- Answers hard knowledge questions correctlyAA-Omniscience · Accuracy+41.7points ahead
- Complex command-line tasks across many fieldsTerminal-Bench 4.0+40.4points ahead
Where GLM-5.1 pulls ahead
- Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+33.7points ahead
- Follows unfamiliar, precisely checkable instructionsIFBench+12.8points ahead
Every test, side by side
All 35 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingClaude Fable 5
- Terminal-Bench 2.1Claude Fable 5 by 22.884.661.8+22.8
- SWE-bench ProClaude Fable 5 by 21.68058.4+21.6
- Terminal-Bench HardClaude Fable 5 by 19.762.943.2+19.7
- SWE-bench VerifiedClaude Fable 5 by 18.89576.2+18.8
- SciCodeClaude Fable 5 by 16.26144.8+16.2
- SWE-bench MultilingualClaude Fable 5 by 13.386.673.3+13.3
- LMArena · WebDevClaude Fable 5 by 116 rating points16241508+116 rating
AgentsClaude Fable 5
- Terminal-Bench 4.0Claude Fable 5 by 40.442.42+40.4
- GDPValClaude Fable 5 by 24.655.631+24.6
- τ-Bench V3 · BankingClaude Fable 5 by 24.538.113.6+24.5
- MCP AtlasClaude Fable 5 by 12.984.771.8+12.9
- BrowseCompClaude Fable 5 by 8.187.479.3+8.1
ReasoningClaude Fable 5
- SimpleBenchClaude Fable 5 by 26.881.955.1+26.8
- Humanity's Last ExamClaude Fable 5 by 25.455.530.1+25.4
- CritPtClaude Fable 5 by 2428.64.6+24
- GPQA DiamondClaude Fable 5 by 5.892.686.8+5.8
FactsClaude Fable 5
- AA-Omniscience · AccuracyClaude Fable 5 by 41.765.323.7+41.7
- SimpleQA VerifiedClaude Fable 5 by 36.770.734+36.7
- AA-Omniscience · Non-hallucinationGLM-5.1 by 33.736.470.1+33.7
Other results13 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.
- DeepSWEClaude Fable 5 by 527018+52
- AA-OmniscienceClaude Fable 5 by 42.443.30.8+42.4
- GDPval-AA (Elo)Claude Fable 5 by 397 rating points19321535+397 rating
- Program BenchClaude Fable 5 by 35.486.350.9+35.4
- AA Agentic IndexClaude Fable 5 by 25.85125.2+25.8
- AA IntelligenceClaude Fable 5 by 23.549.626.1+23.5
- PostTrainBenchClaude Fable 5 by 21.341.420.1+21.3
- ToolathlonClaude Fable 5 by 2161.740.7+21
- Artificial Analysis Coding IndexClaude Fable 5 by 20.776.555.8+20.7
- Finance Agent v2Claude Fable 5 by 11.556.344.8+11.5
- HLE (with tools)Claude Fable 5 by 11.563.852.3+11.5
- LiveBenchClaude Fable 5 by 8.178.370.2+8.1
- τ²-Bench Telecom (AA run)tie98.597.7tie
Questions people ask
Which is better, Claude Fable 5 or GLM-5.1?
Claude Fable 5 wins six of the seven areas where both have results: coding, agents, reasoning, facts, math and long documents. GLM-5.1 wins following instructions, and costs 90% less.
Which is better for coding?
Claude Fable 5. It wins 7 of the 7 coding tests both models report; GLM-5.1 wins none.
Which is cheaper?
Claude Fable 5 costs $10.00 per million input tokens and $50.00 per million output tokens; GLM-5.1 costs $1.38 and $4.40. That makes GLM-5.1 about 90% cheaper for the same work.
How do you compare the two?
We use the 35 benchmark tests both models have published scores on. The verdict counts the 22 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 13 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.