Claude Opus 4.8 vs Gemini 3.5 Flash
Wins 5 of 8 areas
Coding · Agents · Reasoning · Math · Long documents
Wins 2 of 8 areas
Facts · Following instructions
Claude Opus 4.8 is the stronger all-rounder.Gemini 3.5 Flash is cheaper and better at following instructions.
Scores updated · 56 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 software60Claude Opus 4.86 of 7 tests · 1 tie
- MathCompetition and research-level math40Claude Opus 4.84 of 5 tests · 1 tie
- AgentsCarrying out multi-step tasks on its own42Claude Opus 4.84 of 6 tests
- ReasoningHard problems that need careful thinking31Claude Opus 4.83 of 6 tests · 2 ties
- Long documentsFinding answers in very long texts10Claude Opus 4.81 of 1 test
- Following instructionsDoing exactly what it is asked02Gemini 3.5 Flash2 of 2 tests
- FactsGetting facts right instead of making them up12Gemini 3.5 Flash2 of 3 tests
- Images and chartsUnderstanding pictures, charts and video11Even1 each
Long documents rests on a single test.
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.
Gemini 3.5 Flash costs 65% 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 4.8 pulls ahead
- Extremely hard research-level math problemsFrontierMath Tier 4+29.3points ahead
- Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+22.9points ahead
- Hard command-line tasks in a real terminalTerminal-Bench Hard+17.4points ahead
Where Gemini 3.5 Flash pulls ahead
- Follows unfamiliar, precisely checkable instructionsIFBench+14.1points ahead
- Short factual questions, answered correctlySimpleQA Verified+13.2points ahead
- Common-sense trick questionsSimpleBench+11.9points ahead
Every test, side by side
All 56 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 17.458.340.9+17.4
- SWE-bench ProClaude Opus 4.8 by 14.169.255.1+14.1
- Terminal-Bench 2.1Claude Opus 4.8 by 5.984.678.7+5.9
- LMArena · WebDevClaude Opus 4.8 by 57 rating points15561499+57 rating
- LiveBench · CodingClaude Opus 4.8 by 3.681.878.2+3.6
- LiveBench · Agentic CodingClaude Opus 4.8 by 1.550.549+1.5
- SciCodetie54.453.9tie
AgentsClaude Opus 4.8
- Terminal-Bench 4.0Claude Opus 4.8 by 15.121.76.6+15.1
- GDPValClaude Opus 4.8 by 12.647.835.2+12.6
- AA ApexAgentsGemini 3.5 Flash by 7.739.447.1+7.7
- MCP AtlasGemini 3.5 Flash by 5.877.883.6+5.8
- OSWorld-VerifiedClaude Opus 4.8 by 583.478.4+5
- τ-Bench V3 · BankingClaude Opus 4.8 by 234.232.2+2
ReasoningClaude Opus 4.8
- SimpleBenchGemini 3.5 Flash by 11.964.876.7+11.9
- CritPtClaude Opus 4.8 by 7.820.913.1+7.8
- LiveBench · ReasoningClaude Opus 4.8 by 7.289.282+7.2
- Humanity's Last ExamClaude Opus 4.8 by 648.742.7+6
- GPQA Diamondtie9292.2tie
- ARC-AGI-2tie72.172.1tie
FactsGemini 3.5 Flash
- AA-Omniscience · Non-hallucinationClaude Opus 4.8 by 22.960.737.8+22.9
- SimpleQA VerifiedGemini 3.5 Flash by 13.25366.2+13.2
- AA-Omniscience · AccuracyGemini 3.5 Flash by 2.648.851.4+2.6
Images and chartsEven
- CharXiv (RQ)Claude Opus 4.8 by 5.789.984.2+5.7
- LMArena · VisionGemini 3.5 Flash by 15 rating points12951310+15 rating
MathClaude Opus 4.8
- FrontierMath Tier 4Claude Opus 4.8 by 29.356.126.8+29.3
- FrontierMath Tiers 1-3 (v2)Claude Opus 4.8 by 17.28062.8+17.2
- LiveBench · MathematicsClaude Opus 4.8 by 6.194.388.2+6.1
- HMMT Feb. 2026Claude Opus 4.8 by 1.296.795.5+1.2
- AIME 2026tie95.795tie
Following instructionsGemini 3.5 Flash
- IFBenchGemini 3.5 Flash by 14.162.276.3+14.1
- LiveBench · Instruction FollowingGemini 3.5 Flash by 3.67275.6+3.6
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.
- GDPval-AA v2Claude Opus 4.8 by 244 rating points15931349+244 rating
- GDPval-AA v2 EloClaude Opus 4.8 by 244 rating points15931349+244 rating
- GDPval-AA (Elo)Claude Opus 4.8 by 234 rating points18901656+234 rating
- DeepSWE 1.1Claude Opus 4.8 by 225937+22
- DeepSWEClaude Opus 4.8 by 215837+21
- Blueprint-Bench 2Gemini 3.5 Flash by 19.114.533.6+19.1
- frontiermath_tier_4_v1Claude Opus 4.8 by 16.731.314.6+16.7
- AA Agentic IndexClaude Opus 4.8 by 15.342.627.3+15.3
- AA IntelligenceClaude Opus 4.8 by 9.241.832.6+9.2
- Legal Agent BenchmarkClaude Opus 4.8 by 9.2100.8+9.2
- matharena_visual_math_overallGemini 3.5 Flash by 8.381.689.9+8.3
- AA-OmniscienceClaude Opus 4.8 by 7.628.821.2+7.6
- HiL-Bench (Tools-allowed)Claude Opus 4.8 by 7.635.327.7+7.6
- CharXiv Reasoning (With tools)Claude Opus 4.8 by 589.984.9+5
- livebench_languageGemini 3.5 Flash by 4.979.784.6+4.9
- Artificial Analysis Coding IndexClaude Opus 4.8 by 4.274.370.1+4.2
- Finance AgentGemini 3.5 Flash by 453.957.9+4
- Finance Agent v2Gemini 3.5 Flash by 453.957.9+4
- ToolathlonClaude Opus 4.8 by 3.459.956.5+3.4
- LiveBenchClaude Opus 4.8 by 2.277.275+2.2
- Terminal-Bench 2.0Gemini 3.5 Flash by 1.674.676.2+1.6
- livebench_data_analysisClaude Opus 4.8 by 1.16664.9+1.1
- τ²-Bench Telecom (AA run)tie94.495.3tie
- ARC-AGI-1tie92.592.5tie
Questions people ask
Which is better, Claude Opus 4.8 or Gemini 3.5 Flash?
Claude Opus 4.8 wins five of the eight areas we test: coding, agents, reasoning, math and long documents. Gemini 3.5 Flash wins facts and following instructions, and costs 65% less. They are level on images and charts.
Which is better for coding?
Claude Opus 4.8. It wins 6 of the 7 coding tests both models report; Gemini 3.5 Flash wins none, and 1 is a tie.
Which is cheaper?
Claude Opus 4.8 costs $5.00 per million input tokens and $25.00 per million output tokens; Gemini 3.5 Flash costs $1.50 and $9.00. That makes Gemini 3.5 Flash about 65% cheaper for the same work.
How do you compare the two?
We use the 56 benchmark tests both models have published scores on. The verdict counts the 32 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.