Claude Sonnet 4.6 vs Grok 4.20: which wins at real work?
22 task areas · same graded test runs · rank comparison only, so 0–100 and Elo collections never mix raw scores.
Claude Sonnet 4.6 wins 20 of 22 task areas we tested; Grok 4.20 takes 2. Grok 4.20 costs 4.8× less per token ($3.75 vs $18 per 1M).
Grok 4.20 costs 4.8× less per token ($3.75 vs $18 per 1M).
Task by task
| Task area | Claude Sonnet 4.6 | Grok 4.20 | Winner |
|---|---|---|---|
| Data & Analytics |
#6
/ 110
Excellent
|
#102
/ 110
Excellent
|
Claude Sonnet 4.6 |
| Content & Brand |
#31
/ 124
Strong
|
#118
/ 124
Needs editing
|
Claude Sonnet 4.6 |
| Translation & Localization |
#13
/ 110
Excellent
|
#98
/ 110
Strong
|
Claude Sonnet 4.6 |
| Legal & HR |
#3
/ 110
Excellent
|
#87
/ 110
Strong
|
Claude Sonnet 4.6 |
| Executive Assistant |
#1
/ 112
Strong
|
#83
/ 112
Usable
|
Claude Sonnet 4.6 |
| Chef / Home Cooking |
#20
/ 126
Usable
|
#100
/ 126
Needs editing
|
Claude Sonnet 4.6 |
| Training & Education |
#9
/ 110
Excellent
|
#88
/ 110
Strong
|
Claude Sonnet 4.6 |
| Creative & Comedy | #19 / 110 | #96 / 110 | Claude Sonnet 4.6 |
| Sales |
#13
/ 110
Strong
|
#85
/ 110
Usable
|
Claude Sonnet 4.6 |
| Landing Pages |
#5
/ 72
Strong
|
#66
/ 72
Usable
|
Claude Sonnet 4.6 |
| Coding |
#29
/ 115
Strong
|
#86
/ 115
Usable
|
Claude Sonnet 4.6 |
| Structured Output |
#105
/ 113
Usable
|
#48
/ 113
Excellent
|
Grok 4.20 |
| AI Strategy |
#3
/ 126
Strong
|
#59
/ 126
Strong
|
Claude Sonnet 4.6 |
| Investor & Pitch |
#4
/ 66
Strong
|
#59
/ 66
Usable
|
Claude Sonnet 4.6 |
| Summarization & Meeting Notes |
#37
/ 110
Excellent
|
#85
/ 110
Excellent
|
Claude Sonnet 4.6 |
| Knowledge & Docs |
#35
/ 110
Strong
|
#70
/ 110
Usable
|
Claude Sonnet 4.6 |
| RAG, Safety & Grounding |
#73
/ 113
Excellent
|
#96
/ 113
Strong
|
Claude Sonnet 4.6 |
| Research & Competitive Analysis |
#35
/ 110
Strong
|
#52
/ 110
Usable
|
Claude Sonnet 4.6 |
| Presentations & Decks |
#35
/ 110
Excellent
|
#46
/ 110
Excellent
|
Claude Sonnet 4.6 |
| Frontend & Landing Pages |
#23
/ 109
Needs editing
|
#15
/ 109
Needs editing
|
Grok 4.20 |
| Product & Project Management |
#48
/ 110
Strong
|
#56
/ 110
Strong
|
Claude Sonnet 4.6 |
| Customer Support |
#62
/ 113
Strong
|
#68
/ 113
Usable
|
Claude Sonnet 4.6 |
Rank = position among every model config we tested in that task area (lower is better). Sorted by biggest gap first.
Frequently asked
Is Claude Sonnet 4.6 better than Grok 4.20?
Across 22 task areas we benchmarked, Claude Sonnet 4.6 ranks higher in 20 and Grok 4.20 in 2.
Which is cheaper, Claude Sonnet 4.6 or Grok 4.20?
Grok 4.20 costs 4.8× less per token ($3.75 vs $18 per 1M).
What is Claude Sonnet 4.6 better at?
Claude Sonnet 4.6 out-ranks Grok 4.20 at Data & Analytics, Content & Brand, Translation & Localization.
What is Grok 4.20 better at?
Grok 4.20 out-ranks Claude Sonnet 4.6 at Structured Output, Frontend & Landing Pages.
More comparisons
This page is Spring Prompt, running in public
We just did this for every model. Do it for your prompt.
The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.
- Generate test cases from your prompt — no eval set required to start.
- Compare models side by side with quality, cost and latency in one matrix.
- Optimise the winner until the scores say it's ready to ship.
Prompt × model results
12 test cases · 3 evals