Claude Sonnet 4.6 vs DeepSeek-V4-Flash
Wins 1 of 7 areas
Coding
Wins 3 of 7 areas
Agents · Reasoning · Following instructions
DeepSeek-V4-Flash wins more areas, narrowly.Claude Sonnet 4.6 is better at coding.
Scores updated · 41 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 thinking05DeepSeek-V4-Flash5 of 5 tests
- AgentsCarrying out multi-step tasks on its own24DeepSeek-V4-Flash4 of 6 tests
- Following instructionsDoing exactly what it is asked02DeepSeek-V4-Flash2 of 2 tests
- CodingWriting and fixing software42Claude Sonnet 4.64 of 8 tests · 2 ties
- FactsGetting facts right instead of making them up11Even1 each · 1 tie
- MathCompetition and research-level math00Even0 each · 1 tie
- Long documentsFinding answers in very long texts00Even0 each · 1 tie
Math and long documents 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.
DeepSeek-V4-Flash costs 90% less for the same work.
The biggest differences
The three tests each model wins by the widest margin. Scores are out of 100.
Where DeepSeek-V4-Flash pulls ahead
Where Claude Sonnet 4.6 pulls ahead
- Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+43.3points ahead
- Hard command-line tasks in a real terminalTerminal-Bench Hard+17.4points ahead
- Finds the root cause of IT system incidentsAA IT-Bench SRE+8.3points ahead
Every test, side by side
All 41 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingClaude Sonnet 4.6
- Terminal-Bench HardClaude Sonnet 4.6 by 17.45335.6+17.4
- LMArena · WebDevClaude Sonnet 4.6 by 92 rating points15221430+92 rating
- Terminal-Bench 2.1DeepSeek-V4-Flash by 7.571.278.7+7.5
- SWE-bench ProClaude Sonnet 4.6 by 5.558.152.6+5.5
- LiveBench · CodingClaude Sonnet 4.6 by 4.379.375+4.3
- LiveBench · Agentic CodingDeepSeek-V4-Flash by 4.242.646.8+4.2
- SWE-bench Verifiedtie79.679tie
- SciCodetie50.150.3tie
AgentsDeepSeek-V4-Flash
- GDPValDeepSeek-V4-Flash by 10.236.746.9+10.2
- Terminal-Bench 4.0DeepSeek-V4-Flash by 9.1312.1+9.1
- AA IT-Bench SREClaude Sonnet 4.6 by 8.339.831.5+8.3
- MCP AtlasDeepSeek-V4-Flash by 7.761.369+7.7
- τ-Bench V3 · BankingDeepSeek-V4-Flash by 534.439.4+5
- BrowseCompClaude Sonnet 4.6 by 1.574.773.2+1.5
ReasoningDeepSeek-V4-Flash
- CritPtDeepSeek-V4-Flash by 13.53.116.6+13.5
- Humanity's Last ExamDeepSeek-V4-Flash by 533.638.6+5
- GPQA DiamondDeepSeek-V4-Flash by 3.387.590.8+3.3
- ARC-AGI-2DeepSeek-V4-Flash by 3.158.361.4+3.1
- LiveBench · ReasoningDeepSeek-V4-Flash by 1.884.886.6+1.8
FactsEven
- AA-Omniscience · Non-hallucinationClaude Sonnet 4.6 by 43.351.68.3+43.3
- SimpleQA VerifiedDeepSeek-V4-Flash by 1.332.834.1+1.3
- AA-Omniscience · Accuracytie40.940.4tie
Following instructionsDeepSeek-V4-Flash
- IFBenchDeepSeek-V4-Flash by 22.656.679.2+22.6
- LiveBench · Instruction FollowingDeepSeek-V4-Flash by 2.363.265.5+2.3
Other results15 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.
- ToolathlonDeepSeek-V4-Flash by 29.34170.3+29.3
- GDPval-AA (Elo)Claude Sonnet 4.6 by 281 rating points16761395+281 rating
- AA-OmniscienceClaude Sonnet 4.6 by 26.512.2-14.3+26.5
- DeepSWE 1.1DeepSeek-V4-Flash by 24.43054.4+24.4
- GDPval-AA v2Claude Sonnet 4.6 by 206 rating points13951189+206 rating
- τ²-Bench Telecom (AA run)DeepSeek-V4-Flash by 19.375.795+19.3
- AA Agentic IndexDeepSeek-V4-Flash by 8.633.141.7+8.6
- Artificial Analysis Coding IndexDeepSeek-V4-Flash by 6.16369.1+6.1
- AA IntelligenceDeepSeek-V4-Flash by 4.230.134.3+4.2
- livebench_languageDeepSeek-V4-Flash by 3.176.179.2+3.1
- ARC-AGI-1DeepSeek-V4-Flash by 38689+3
- Terminal-Bench 2.0Claude Sonnet 4.6 by 2.259.156.9+2.2
- HLE (with tools)Claude Sonnet 4.6 by 1.746.845.1+1.7
- GPQA (unspecified)Claude Sonnet 4.6 by 1.489.988.5+1.4
- livebench_data_analysisDeepSeek-V4-Flash by 1.37879.3+1.3
Questions people ask
Which is better, Claude Sonnet 4.6 or DeepSeek-V4-Flash?
DeepSeek-V4-Flash wins three of the seven areas where both have results: agents, reasoning and following instructions. Claude Sonnet 4.6 wins coding. They are level on facts, math and long documents.
Which is better for coding?
Claude Sonnet 4.6. It wins 4 of the 8 coding tests both models report; DeepSeek-V4-Flash wins 2, and 2 are ties.
Which is cheaper?
Claude Sonnet 4.6 costs $3.00 per million input tokens and $15.00 per million output tokens; DeepSeek-V4-Flash costs $0.44 and $1.32. That makes DeepSeek-V4-Flash about 90% cheaper for the same work.
How do you compare the two?
We use the 41 benchmark tests both models have published scores on. The verdict counts the 26 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 15 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.