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  3. Claude Haiku 4.5 vs Grok 4

Pairwise benchmark snapshot · Aug 16, 2026

Claude Haiku 4.5 vs Grok 4 benchmark

In this head-to-head showdown, Grok 4 delivers higher overall intelligence and human-preferred responses (Elo 1,488 vs 1,438), while Grok 4 leads in SWE-bench software engineering benchmarks (58.6%), while Claude Haiku 4.5 is more budget-friendly at $5/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Grok 4 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Claude Haiku 4.5 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

9 direct benchmark disciplines evaluated across capability, speed, and cost

Claude Haiku 4.5 (4)Grok 4 (5)
Claude Haiku 4.5
4 of 9 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Grok 4
5 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Anthropic
Leads 4 of 9 metrics
Claude Haiku 4.5

Anthropic cheap/fast Claude SKU. Official Claude Platform list price $1/$5 per 1M tokens (Anthropic Haiku page).

Haiku 4.5Elo 1,438$5/1M out
xAI
Leads 5 of 9 metrics
Grok 4

Previous xAI flagship.

Grok 4.0Elo 1,488$15/1M out

Claude 4 Series Lineage & Sibling Variants

5 models

Currently comparing Claude Haiku 4.5 vs Grok 4. Alternative family tiers available.

Active: Claude Haiku 4.5
Claude Opus 4.5$75Claude Opus 4.6$75Claude Sonnet 4.5$15Claude Opus 4.8$25
Top Rival Showdowns for Claude Haiku 4.5
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGrok 4 Wins

Grok 4

Δ 50 Arena Elo pts

Throughput LeaderClaude Haiku 4.5 Wins

Claude Haiku 4.5

175 tok/s

Value per Dollar LeaderClaude Haiku 4.5 Wins

Claude Haiku 4.5

$5 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Claude Haiku 4.5 (5)vsGrok 4 (5)
Claude Haiku 4.5: 5W (50%)Overall: Even matchupGrok 4: 5W (50%)
← Claude Haiku 4.5Grok 4 →
🏆Grok 4(4/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Claude Haiku 4.5vsGrok 4
Preference Elo
1,438vs1,488+50
Coding Elo
1,446vs—
SWE-bench
58.2%vs58.6%+0.4%
LiveBench
62.4%vs64.1%+1.7%
GPQA Diamond
74%vs79%+5%
Claude Haiku 4.5: 1WGrok 4: 4W
🏆Claude Haiku 4.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Haiku 4.5vsGrok 4
Output speed
175 tok/svs98 tok/s+77 tok/s
Time to first token
95 msvs230 ms+135 ms
Claude Haiku 4.5: 2WGrok 4: 0W
🏆Claude Haiku 4.5(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Haiku 4.5vsGrok 4
Output price
$5/1Mvs$15/1M+$10/1M
Input price
$1/1Mvs$3/1M+$2/1M
Context window
200kvs256k+56k
Claude Haiku 4.5: 2WGrok 4: 1W

Side-by-Side Benchmark Matrix

Preference Elo+50
Claude Haiku 4.51,438
seed-bootstrap · Aug 16, 2026
Grok 41,488
seed-bootstrap · Aug 1, 2026
Coding Elo
Claude Haiku 4.51,446
seed-bootstrap · Aug 16, 2026
Grok 4—
LiveBench+1.7%
Claude Haiku 4.562.4%
seed-bootstrap · Aug 16, 2026
Grok 464.1%
seed-bootstrap · Aug 1, 2026
SWE-bench+0.4%
Claude Haiku 4.558.2%
seed-bootstrap · Aug 16, 2026
Grok 458.6%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+5%
Claude Haiku 4.574%
seed-bootstrap · Aug 16, 2026
Grok 479%
seed-bootstrap · Aug 1, 2026
Time to first token+135 ms
Claude Haiku 4.595 ms
seed-bootstrap · Aug 16, 2026
Grok 4230 ms
seed-bootstrap · Aug 1, 2026
Output speed+77 tok/s
Claude Haiku 4.5175 tok/s
seed-bootstrap · Aug 16, 2026
Grok 498 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$2/1M
Claude Haiku 4.5$1/1M
seed-bootstrap · Aug 16, 2026
Grok 4$3/1M
seed-bootstrap · Aug 1, 2026
Output price+$10/1M
Claude Haiku 4.5$5/1M
seed-bootstrap · Aug 16, 2026
Grok 4$15/1M
seed-bootstrap · Aug 1, 2026
Context window+56k
Claude Haiku 4.5200k
seed-bootstrap · Aug 16, 2026
Grok 4256k
seed-bootstrap · Aug 1, 2026
BenchmarkClaude Haiku 4.5Grok 4Advantage Delta
Preference Elo
1,438
seed-bootstrap · Aug 16, 2026
1,488
seed-bootstrap · Aug 1, 2026
+50
Coding Elo
1,446
seed-bootstrap · Aug 16, 2026
——
LiveBench
62.4%
seed-bootstrap · Aug 16, 2026
64.1%
seed-bootstrap · Aug 1, 2026
+1.7%
SWE-bench
58.2%
seed-bootstrap · Aug 16, 2026
58.6%
seed-bootstrap · Aug 1, 2026
+0.4%
GPQA Diamond
74%
seed-bootstrap · Aug 16, 2026
79%
seed-bootstrap · Aug 1, 2026
+5%
Time to first token
95 ms
seed-bootstrap · Aug 16, 2026
230 ms
seed-bootstrap · Aug 1, 2026
+135 ms
Output speed
175 tok/s
seed-bootstrap · Aug 16, 2026
98 tok/s
seed-bootstrap · Aug 1, 2026
+77 tok/s
Input price
$1/1M
seed-bootstrap · Aug 16, 2026
$3/1M
seed-bootstrap · Aug 1, 2026
+$2/1M
Output price
$5/1M
seed-bootstrap · Aug 16, 2026
$15/1M
seed-bootstrap · Aug 1, 2026
+$10/1M
Context window
200k
seed-bootstrap · Aug 16, 2026
256k
seed-bootstrap · Aug 1, 2026
+56k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 67% with Claude Haiku 4.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Haiku 4.5$110.00 / mo
In: $35Out: $75
Grok 4$330.00 / mo
In: $105Out: $225
Estimated Cost Delta

Claude Haiku 4.5 is estimated to save $220.00/month ($2,640/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Grok 4:Pick Grok 4 when repo-level coding accuracy is the constraint.
  • 2
    Claude Haiku 4.5:Pick Claude Haiku 4.5 when you are optimizing output cost.
  • 3
    Claude Haiku 4.5:Pick Claude Haiku 4.5 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGrok 4

Higher SWE-bench (58.6%).

High-volume chatClaude Haiku 4.5

Lower output list price ($5/1M).

Voice / low-latency UIClaude Haiku 4.5

Lower TTFT (95 ms).

Long-document RAGGrok 4

Larger window (256k).

Screenshots / visionGrok 4

Both accept images. Defaulting to the higher-Elo side (Grok 4).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGrok 4Higher SWE-bench (58.6%).
High-volume chatClaude Haiku 4.5Lower output list price ($5/1M).
Voice / low-latency UIClaude Haiku 4.5Lower TTFT (95 ms).
Long-document RAGGrok 4Larger window (256k).
Screenshots / visionGrok 4Both accept images. Defaulting to the higher-Elo side (Grok 4).

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 16, 2026

Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

$1/$5 hosted Claude vs a cheap long-context open sibling. The alternative-to-Sonnet pair that is honest.

launchApr 8, 2026

Llama 4 Scout: long-context open sibling of Maverick

Huge window, cheap hosted lists. The Haiku alternative that is actually open-weight.

launchOct 22, 2025

Claude Haiku 4.5 at $1/$5: the cheap Claude people actually ship

Official Anthropic list $1/$5. This is the SKU behind “cheapest Claude alternative” that is still Claude.

launchJul 10, 2025

Grok 4 remains the previous xAI flagship on this catalog

2025-07 row. 4.6 is the buy. We keep 4 so upgrade pairs and old inbound links resolve.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Haiku 4.5

Elo 1,438
SWE-bench58.2%
Speed (tok/s)175 tok/s
Input / 1M Tokens$1/1M
Output / 1M Tokens$5/1M
xAI

Grok 4

Elo 1,488
SWE-bench58.6%
Speed (tok/s)98 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M

Frequently Asked Questions

Which is better overall, Claude Haiku 4.5 or Grok 4?
Grok 4 has the higher preference Elo in our latest snapshot (1,488). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Haiku 4.5 or Grok 4?
Grok 4 leads SWE-bench at 58.6% vs 58.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Claude Haiku 4.5 output tokens are $5/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Haiku 4.5 or Grok 4?
Claude Haiku 4.5 has the lower time-to-first-token (95 ms vs 230 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Grok 4 accepts 256k tokens versus 200k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Claude Haiku 4.5 and Grok 4 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 16, 2026

    Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

  • launch · Apr 8, 2026

    Llama 4 Scout: long-context open sibling of Maverick

  • launch · Oct 22, 2025

    Claude Haiku 4.5 at $1/$5: the cheap Claude people actually ship

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

Similar Head-to-Head Comparisons

All Claude Haiku 4.5 matchups →|All Grok 4 matchups →
Claude Haiku 4.5 vs Claude 3.5 Haiku (previous haiku)Grok 4 vs Grok 3 (previous grok)Grok 4 vs Grok 4.6 (next grok)Claude Sonnet 4.5 vs Grok 4Claude Sonnet 5 vs Grok 4Claude Opus 4.5 vs Grok 4