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Anthropic Claude Haiku 4.5 VS xAI Grok 4.20

Claude Haiku 4.5 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 Haiku 4.5 wins 12 of 22 task areas we tested; Grok 4.20 takes 10. Grok 4.20 costs 1.6× less per token ($3.75 vs $6 per 1M).

12
Task areas won
10
37
Avg percentile
30
0
Top-3 finishes
0
$6.0
Price / 1M tokens
$3.75
Anthropic
Provider
xAI

Grok 4.20 costs 1.6× less per token ($3.75 vs $6 per 1M).

Task by task

Task area Claude Haiku 4.5 Grok 4.20 Winner
Translation & Localization #27 / 110
Excellent
#98 / 110
Strong
Claude Haiku 4.5
Structured Output #109 / 113
Usable
#48 / 113
Excellent
Grok 4.20
Summarization & Meeting Notes #27 / 110
Excellent
#85 / 110
Excellent
Claude Haiku 4.5
Training & Education #36 / 110
Excellent
#88 / 110
Strong
Claude Haiku 4.5
Data & Analytics #53 / 110
Excellent
#102 / 110
Excellent
Claude Haiku 4.5
Presentations & Decks #88 / 110
Strong
#46 / 110
Excellent
Grok 4.20
Legal & HR #48 / 110
Excellent
#87 / 110
Strong
Claude Haiku 4.5
AI Strategy #91 / 126
Strong
#59 / 126
Strong
Grok 4.20
Customer Support #99 / 113
Usable
#68 / 113
Usable
Grok 4.20
Content & Brand #89 / 124
Usable
#118 / 124
Needs editing
Claude Haiku 4.5
Product & Project Management #38 / 110
Strong
#56 / 110
Strong
Claude Haiku 4.5
Chef / Home Cooking #113 / 126
Needs editing
#100 / 126
Needs editing
Grok 4.20
Creative & Comedy #84 / 110 #96 / 110 Claude Haiku 4.5
Executive Assistant #73 / 112
Strong
#83 / 112
Usable
Claude Haiku 4.5
Coding #94 / 115
Usable
#86 / 115
Usable
Grok 4.20
Frontend & Landing Pages #7 / 109
Usable
#15 / 109
Needs editing
Claude Haiku 4.5
Research & Competitive Analysis #59 / 110
Usable
#52 / 110
Usable
Grok 4.20
Landing Pages #61 / 72
Usable
#66 / 72
Usable
Claude Haiku 4.5
Sales #80 / 110
Usable
#85 / 110
Usable
Claude Haiku 4.5
Investor & Pitch #63 / 66
Needs editing
#59 / 66
Usable
Grok 4.20
Knowledge & Docs #71 / 110
Usable
#70 / 110
Usable
Grok 4.20
RAG, Safety & Grounding #97 / 113
Strong
#96 / 113
Strong
Grok 4.20

Rank = position among every model config we tested in that task area (lower is better). Sorted by biggest gap first.

Frequently asked

Is Claude Haiku 4.5 better than Grok 4.20?

Across 22 task areas we benchmarked, Claude Haiku 4.5 ranks higher in 12 and Grok 4.20 in 10.

Which is cheaper, Claude Haiku 4.5 or Grok 4.20?

Grok 4.20 costs 1.6× less per token ($3.75 vs $6 per 1M).

What is Claude Haiku 4.5 better at?

Claude Haiku 4.5 out-ranks Grok 4.20 at Translation & Localization, Summarization & Meeting Notes, Training & Education.

What is Grok 4.20 better at?

Grok 4.20 out-ranks Claude Haiku 4.5 at Structured Output, Presentations & Decks, AI Strategy.

Full Claude Haiku 4.5 review → Full Grok 4.20 review → Full model leaderboard →

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.
Experiment · Cold outreach email

Prompt × model results

12 test cases · 3 evals
Claude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s