Claude Sonnet 4.6 vs Grok Code Fast 1
Wins 6 of 6 areas
Coding · Agents · Reasoning · Facts · Long documents · Following instructions
Wins 0 of 6 areas
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Claude Sonnet 4.6 is the stronger all-rounder.Grok Code Fast 1 is cheaper.
Scores updated · 17 tests both models report · How we compare
Where each one wins
Tests won in each of the six 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 software40Claude Sonnet 4.64 of 4 tests
- ReasoningHard problems that need careful thinking30Claude Sonnet 4.63 of 3 tests
- FactsGetting facts right instead of making them up20Claude Sonnet 4.62 of 2 tests
- AgentsCarrying out multi-step tasks on its own10Claude Sonnet 4.61 of 1 test
- Long documentsFinding answers in very long texts10Claude Sonnet 4.61 of 1 test
- Following instructionsDoing exactly what it is asked10Claude Sonnet 4.61 of 1 test
Agents, 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.
Grok Code Fast 1 costs 91% 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 Sonnet 4.6 pulls ahead
- Hard command-line tasks in a real terminalTerminal-Bench Hard+35.6points ahead
- Avoids making up answers it doesn't knowAA-Omniscience · Non-hallucination+30.9points ahead
- Reasons across sets of long documentsAA-LCR+27points ahead
Where Grok Code Fast 1 pulls ahead
No clear win on a test scored out of 100.
Every test, side by side
All 17 tests both models report. The winning score is in its model's colour; marks a score checked independently.
CodingClaude Sonnet 4.6
- LMArena · WebDevClaude Sonnet 4.6 by 358 rating points15211163+358 rating
- Terminal-Bench HardClaude Sonnet 4.6 by 35.65317.4+35.6
- SciCodeClaude Sonnet 4.6 by 13.950.136.2+13.9
- SWE-bench VerifiedClaude Sonnet 4.6 by 8.879.670.8+8.8
ReasoningClaude Sonnet 4.6
- Humanity's Last ExamClaude Sonnet 4.6 by 25.633.68+25.6
- GPQA DiamondClaude Sonnet 4.6 by 14.887.572.7+14.8
- CritPtClaude Sonnet 4.6 by 3.13.10+3.1
FactsClaude Sonnet 4.6
- AA-Omniscience · Non-hallucinationClaude Sonnet 4.6 by 30.951.620.7+30.9
- AA-Omniscience · AccuracyClaude Sonnet 4.6 by 17.340.923.6+17.3
Following instructionsClaude Sonnet 4.6
- IFBenchClaude Sonnet 4.6 by 15.256.641.4+15.2
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.
- AA-OmniscienceClaude Sonnet 4.6 by 49.312.2-37.1+49.3
- Artificial Analysis Coding IndexClaude Sonnet 4.6 by 39.36323.7+39.3
- AA IntelligenceClaude Sonnet 4.6 by 1630.114.1+16
- AA Agentic IndexGrok Code Fast 1 by 2.533.135.6+2.5
- τ²-Bench Telecom (AA run)tie75.775.7tie
Questions people ask
Which is better, Claude Sonnet 4.6 or Grok Code Fast 1?
Claude Sonnet 4.6 wins all six areas where both have results: coding, agents, reasoning, facts, long documents and following instructions. Grok Code Fast 1 wins none, but costs 91% less.
Which is better for coding?
Claude Sonnet 4.6. It wins 4 of the 4 coding tests both models report; Grok Code Fast 1 wins none.
Which is cheaper?
Claude Sonnet 4.6 costs $3.00 per million input tokens and $15.00 per million output tokens; Grok Code Fast 1 costs $0.20 and $1.50. That makes Grok Code Fast 1 about 91% cheaper for the same work.
How do you compare the two?
We use the 17 benchmark tests both models have published scores on. The verdict counts the 12 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.