GPT-5.6 Sol vs Claude Opus 5
Wins 3 of 8 areas
Math · Long documents · Following instructions
Wins 5 of 8 areas
Coding · Agents · Reasoning · Facts · Images and charts
Claude Opus 5 is the stronger all-rounder.GPT-5.6 Sol is cheaper and better at math.
Both rank among the ten best models we track in reasoning, coding, agents and math.
Scores updated · 60 tests both models report · How we compare
Where each one wins
Tests won in each of the eight areas we test. 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 software14Claude Opus 54 of 6 tests · 1 tie
- AgentsCarrying out multi-step tasks on its own13Claude Opus 53 of 6 tests · 2 ties
- ReasoningHard problems that need careful thinking23Claude Opus 53 of 7 tests · 2 ties
- FactsGetting facts right instead of making them up12Claude Opus 52 of 3 tests
- Images and chartsUnderstanding pictures, charts and video12Claude Opus 52 of 3 tests
- MathCompetition and research-level math20GPT-5.6 Sol2 of 3 tests · 1 tie
- Long documentsFinding answers in very long texts10GPT-5.6 Sol1 of 1 test
- Following instructionsDoing exactly what it is asked10GPT-5.6 Sol1 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.
GPT-5.6 Sol costs 20% less for the same work.
The biggest differences
The three tests each model wins by the widest margin. Scores are out of 100.
Where Claude Opus 5 pulls ahead
- Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+31.4points ahead
- Solves new puzzle games it has never seenARC-AGI-3+22.4points ahead
- Common-sense trick questionsSimpleBench+15.8points ahead
Where GPT-5.6 Sol pulls ahead
- Short factual questions, answered correctlySimpleQA Verified+9.8points ahead
- Extremely hard research-level math problemsFrontierMath Tier 4+9.8points ahead
- Follows detailed instructions exactlyLiveBench · Instruction Following+8.1points ahead
Every test, side by side
All 60 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingClaude Opus 5
- SWE-bench ProClaude Opus 5 by 14.664.679.2+14.6
- LiveBench · Agentic CodingClaude Opus 5 by 956.265.2+9
- LMArena · WebDevClaude Opus 5 by 75 rating points16201695+75 rating
- LiveBench · CodingGPT-5.6 Sol by 2.483.981.5+2.4
- Terminal-Bench 2.1Claude Opus 5 by 1.18889.1+1.1
- SciCodetie57.156.4tie
AgentsClaude Opus 5
- Terminal-Bench 4.0Claude Opus 5 by 9.139.949+9.1
- GDPValClaude Opus 5 by 5.655.661.2+5.6
- MCP AtlasClaude Opus 5 by 2.283.685.8+2.2
- τ-Bench V3 · BankingGPT-5.6 Sol by 2.244.342.1+2.2
- BrowseComptie90.490.8tie
- OSWorld-Verifiedtie8383.4tie
ReasoningClaude Opus 5
- ARC-AGI-3Claude Opus 5 by 22.47.830.2+22.4
- SimpleBenchClaude Opus 5 by 15.864.880.6+15.8
- Humanity's Last ExamClaude Opus 5 by 5.449.554.9+5.4
- CritPtGPT-5.6 Sol by 3.232.329.1+3.2
- ARC-AGI-2GPT-5.6 Sol by 2.192.590.4+2.1
- GPQA Diamondtie94.193.2tie
- LiveBench · Reasoningtie91.791.2tie
FactsClaude Opus 5
- AA-Omniscience · Non-hallucinationClaude Opus 5 by 31.47.839.2+31.4
- SimpleQA VerifiedGPT-5.6 Sol by 9.869.759.9+9.8
- AA-Omniscience · AccuracyClaude Opus 5 by 1.559.460.9+1.5
Images and chartsClaude Opus 5
- LMArena · VisionClaude Opus 5 by 42 rating points12791321+42 rating
- CharXiv (RQ)GPT-5.6 Sol by 2.185.883.7+2.1
- MMMU-ProClaude Opus 5 by 1.383.484.7+1.3
MathGPT-5.6 Sol
- FrontierMath Tier 4GPT-5.6 Sol by 9.88373.2+9.8
- FrontierMath Tiers 1-3 (v2)GPT-5.6 Sol by 3.589.185.6+3.5
- LiveBench · Mathematicstie96.295.7tie
Following instructionsGPT-5.6 Sol
- LiveBench · Instruction FollowingGPT-5.6 Sol by 8.171.863.8+8.1
Other results30 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.
- Program BenchClaude Opus 5 by 60.42585.4+60.4
- GDP (Surge AI)Claude Opus 5 by 54.830.785.5+54.8
- HiL-Bench (Tools-allowed)Claude Opus 5 by 24.732.357+24.7
- Agents' Last ExamGPT-5.6 Sol by 21.152.731.6+21.1
- JobBenchClaude Opus 5 by 20.345.465.7+20.3
- AA-OmniscienceClaude Opus 5 by 15.12237.1+15.1
- Terminal-Bench 4.0Claude Opus 5 by 14.537.351.8+14.5
- OSWorld 2.0 (partial)Claude Opus 5 by 12.862.675.4+12.8
- ProteinGym HardClaude Opus 5 by 12.235.547.7+12.2
- GDPval-AA 2.1Claude Opus 5 by 120 rating points15881708+120 rating
- GDPval-AA v2 EloClaude Opus 5 by 114 rating points17101824+114 rating
- GDPval-AA v2Claude Opus 5 by 113 rating points17111824+113 rating
- OSWorld 2.0Claude Opus 5 by 862.670.6+8
- LVBenchGPT-5.6 Sol by 6.782.175.4+6.7
- Terminal-Bench-Science 0.1Claude Opus 5 by 6.622.429+6.6
- AA Agentic IndexClaude Opus 5 by 5.750.556.2+5.7
- Toolathlon VerifiedClaude Opus 5 by 5.774.980.6+5.7
- livebench_data_analysisGPT-5.6 Sol by 5.279.874.5+5.2
- DeepSWE 1.1GPT-5.6 Sol by 4.27368.8+4.2
- AA IntelligenceClaude Opus 5 by 3.84750.8+3.8
- OfficeQA ProClaude Opus 5 by 3.763.266.9+3.7
- GDP.PDF (All pass rate)GPT-5.6 Sol by 34037+3
- ARC-AGI-1Claude Opus 5 by 196.597.5+1
- livebench_languageClaude Opus 5 by 187.788.7+1
- HLE (with tools)tie64.563.6tie
- HealthBench length-adjustedtie5757.8tie
- HealthBench Professionaltie60.559.8tie
- HealthBench Professional length-adjustedtie60.559.8tie
- Artificial Analysis Coding Indextie77.478tie
- HLE-Verifiedtie54.554.4tie
Questions people ask
Which is better, GPT-5.6 Sol or Claude Opus 5?
Claude Opus 5 wins five of the eight areas we test: coding, agents, reasoning, facts and images and charts. GPT-5.6 Sol wins math, long documents and following instructions, and costs 20% less.
Which is better for coding?
Claude Opus 5. It wins 4 of the 6 coding tests both models report; GPT-5.6 Sol wins 1, and 1 is a tie.
Which is cheaper?
GPT-5.6 Sol costs $4.00 per million input tokens and $20.00 per million output tokens; Claude Opus 5 costs $5.00 and $25.00. That makes GPT-5.6 Sol about 20% cheaper for the same work.
How do you compare the two?
We use the 60 benchmark tests both models have published scores on. The verdict counts the 30 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 30 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.