Claude Opus 4.8 vs GLM-4.6V
Wins 7 of 7 areas
Coding · Agents · Reasoning · Facts · Images and charts · Long documents · Following instructions
Wins 0 of 7 areas
—
Claude Opus 4.8 is the stronger all-rounder.GLM-4.6V is cheaper.
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 thinking30Claude Opus 4.83 of 3 tests
- CodingWriting and fixing software20Claude Opus 4.82 of 2 tests
- FactsGetting facts right instead of making them up20Claude Opus 4.82 of 2 tests
- AgentsCarrying out multi-step tasks on its own10Claude Opus 4.81 of 1 test
- Images and chartsUnderstanding pictures, charts and video10Claude Opus 4.81 of 1 test
- Long documentsFinding answers in very long texts10Claude Opus 4.81 of 1 test
- Following instructionsDoing exactly what it is asked10Claude Opus 4.81 of 1 test
Agents, images and charts, 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-4.6V costs 96% 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 Opus 4.8 pulls ahead
- Hard command-line tasks in a real terminalTerminal-Bench Hard+43.9points ahead
- Real work tasks from 44 professionsGDPVal+42.3points ahead
- Very hard expert questions across many subjectsHumanity's Last Exam+39.1points ahead
Where GLM-4.6V 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.
CodingClaude Opus 4.8
- Terminal-Bench HardClaude Opus 4.8 by 43.958.314.4+43.9
- SciCodeClaude Opus 4.8 by 2454.430.4+24
ReasoningClaude Opus 4.8
- Humanity's Last ExamClaude Opus 4.8 by 39.148.79.6+39.1
- CritPtClaude Opus 4.8 by 20.920.90+20.9
- GPQA DiamondClaude Opus 4.8 by 20.19271.9+20.1
FactsClaude Opus 4.8
- AA-Omniscience · AccuracyClaude Opus 4.8 by 32.648.816.2+32.6
- AA-Omniscience · Non-hallucinationClaude Opus 4.8 by 12.260.748.5+12.2
Images and chartsClaude Opus 4.8
- LMArena · VisionClaude Opus 4.8 by 132 rating points12951163+132 rating
Following instructionsClaude Opus 4.8
- IFBenchClaude Opus 4.8 by 32.162.230.1+32.1
Other results5 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.
- τ²-Bench Telecom (AA run)Claude Opus 4.8 by 62.894.431.6+62.8
- AA-OmniscienceClaude Opus 4.8 by 55.728.8-26.9+55.7
- Artificial Analysis Coding IndexClaude Opus 4.8 by 54.674.319.7+54.6
- AA IntelligenceClaude Opus 4.8 by 30.641.811.2+30.6
- AA Agentic IndexClaude Opus 4.8 by 25.142.617.5+25.1
Questions people ask
Which is better, Claude Opus 4.8 or GLM-4.6V?
Claude Opus 4.8 wins all seven areas where both have results: coding, agents, reasoning, facts, images and charts, long documents and following instructions. GLM-4.6V wins none, but costs 96% less.
Which is better for coding?
Claude Opus 4.8. It wins 2 of the 2 coding tests both models report; GLM-4.6V wins none.
Which is cheaper?
Claude Opus 4.8 costs $5.00 per million input tokens and $25.00 per million output tokens; GLM-4.6V costs $0.30 and $0.90. That makes GLM-4.6V about 96% 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 11 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 5 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.