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  3. Claude 3.7 Sonnet vs Grok 4

Pairwise benchmark snapshot · Aug 1, 2026

Claude 3.7 Sonnet vs Grok 4 benchmark

In this head-to-head showdown, Grok 4 delivers higher overall intelligence and human-preferred responses (Elo 1,488 vs 1,362), while Claude 3.7 Sonnet leads in SWE-bench software engineering benchmarks (70.3%), while Claude 3.7 Sonnet is more budget-friendly at $15/1M per 1M output tokens, while Grok 4 provides faster response streaming (98 tok/s). 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 3.7 Sonnet if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Claude 3.7 Sonnet (1)Grok 4 (6)
Claude 3.7 Sonnet
1 of 7 Wins
✓SWE-bench
Grok 4
6 of 7 Wins
✓Preference Elo✓LiveBench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
Anthropic
Leads 1 of 7 metrics
Claude 3.7 Sonnet

Hybrid-reasoning Sonnet from 2025. Kept for historical compare pages.

Elo 1,362$15/1M out
xAI
Leads 6 of 7 metrics
Grok 4

Previous xAI flagship.

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

Claude 3.7 Sonnet Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (16k budget)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
240 ms
Standard speed
Reasoning Depth
~3,200
Internal tokens
Cost / 1k Calls
$54.00
9.0× standard bill
Accuracy Boost
+5.2% accuracy
STEM & SWE-bench
Top Rival Showdowns for Claude 3.7 Sonnet
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 126 Arena Elo pts

Throughput LeaderGrok 4 Wins

Grok 4

98 tok/s

Value per Dollar LeaderClaude 3.7 Sonnet Wins

Claude 3.7 Sonnet

$15 / 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 3.7 Sonnet (1)vsGrok 4 (6)
Claude 3.7 Sonnet: 1W (14%)Overall: Grok 4Grok 4: 6W (86%)
← Claude 3.7 Sonnet2 tiesGrok 4 →
🏆Grok 4(3/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.7 SonnetvsGrok 4
Preference Elo
1,362vs1,488+126
Coding Elo
—vs—
SWE-bench
70.3%vs58.6%+11.7%
LiveBench
58.4%vs64.1%+5.7%
GPQA Diamond
78.5%vs79%+0.5%
Claude 3.7 Sonnet: 1WGrok 4: 3W
🏆Grok 4(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.7 SonnetvsGrok 4
Output speed
85 tok/svs98 tok/s+13 tok/s
Time to first token
240 msvs230 ms+10 ms
Claude 3.7 Sonnet: 0WGrok 4: 2W
🏆Grok 4(1/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.7 SonnetvsGrok 4
Output price
$15/1Mvs$15/1M
Input price
$3/1Mvs$3/1M
Context window
200kvs256k+56k
Claude 3.7 Sonnet: 0WGrok 4: 1W

Side-by-Side Benchmark Matrix

Preference Elo+126
Claude 3.7 Sonnet1,362
seed-bootstrap · Aug 1, 2026
Grok 41,488
seed-bootstrap · Aug 1, 2026
LiveBench+5.7%
Claude 3.7 Sonnet58.4%
seed-bootstrap · Aug 1, 2026
Grok 464.1%
seed-bootstrap · Aug 1, 2026
SWE-bench+11.7%
Claude 3.7 Sonnet70.3%
seed-bootstrap · Aug 1, 2026
Grok 458.6%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+0.5%
Claude 3.7 Sonnet78.5%
seed-bootstrap · Aug 1, 2026
Grok 479%
seed-bootstrap · Aug 1, 2026
Time to first token+10 ms
Claude 3.7 Sonnet240 ms
seed-bootstrap · Aug 1, 2026
Grok 4230 ms
seed-bootstrap · Aug 1, 2026
Output speed+13 tok/s
Claude 3.7 Sonnet85 tok/s
seed-bootstrap · Aug 1, 2026
Grok 498 tok/s
seed-bootstrap · Aug 1, 2026
Input price
Claude 3.7 Sonnet$3/1M
seed-bootstrap · Aug 1, 2026
Grok 4$3/1M
seed-bootstrap · Aug 1, 2026
Output price
Claude 3.7 Sonnet$15/1M
seed-bootstrap · Aug 1, 2026
Grok 4$15/1M
seed-bootstrap · Aug 1, 2026
Context window+56k
Claude 3.7 Sonnet200k
seed-bootstrap · Aug 1, 2026
Grok 4256k
seed-bootstrap · Aug 1, 2026
BenchmarkClaude 3.7 SonnetGrok 4Advantage Delta
Preference Elo
1,362
seed-bootstrap · Aug 1, 2026
1,488
seed-bootstrap · Aug 1, 2026
+126
LiveBench
58.4%
seed-bootstrap · Aug 1, 2026
64.1%
seed-bootstrap · Aug 1, 2026
+5.7%
SWE-bench
70.3%
seed-bootstrap · Aug 1, 2026
58.6%
seed-bootstrap · Aug 1, 2026
+11.7%
GPQA Diamond
78.5%
seed-bootstrap · Aug 1, 2026
79%
seed-bootstrap · Aug 1, 2026
+0.5%
Time to first token
240 ms
seed-bootstrap · Aug 1, 2026
230 ms
seed-bootstrap · Aug 1, 2026
+10 ms
Output speed
85 tok/s
seed-bootstrap · Aug 1, 2026
98 tok/s
seed-bootstrap · Aug 1, 2026
+13 tok/s
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$3/1M
seed-bootstrap · Aug 1, 2026
—
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$15/1M
seed-bootstrap · Aug 1, 2026
—
Context window
200k
seed-bootstrap · Aug 1, 2026
256k
seed-bootstrap · Aug 1, 2026
+56k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude 3.7 Sonnet$330.00 / mo
In: $105Out: $225
Grok 4$330.00 / mo
In: $105Out: $225

Key Selection Recommendations

  • 1
    Claude 3.7 Sonnet:Pick Claude 3.7 Sonnet when repo-level coding accuracy is the constraint.
  • 2
    Grok 4:Pick Grok 4 when time-to-first-token matters more than peak Elo.
  • 3
    Grok 4:Pick Grok 4 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsClaude 3.7 Sonnet

Higher SWE-bench (70.3%).

High-volume chatClaude 3.7 Sonnet

Lower output list price ($15/1M).

Voice / low-latency UIGrok 4

Lower TTFT (230 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 agentsClaude 3.7 SonnetHigher SWE-bench (70.3%).
High-volume chatClaude 3.7 SonnetLower output list price ($15/1M).
Voice / low-latency UIGrok 4Lower TTFT (230 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
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.

newsFeb 25, 2025

Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

2025 hybrid-reasoning Sonnet. Deprecated for buying, kept for old compare URLs and “what did 3.7 score?”

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude 3.7 Sonnet

Elo 1,362
SWE-bench70.3%
Speed (tok/s)85 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
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 3.7 Sonnet 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 3.7 Sonnet or Grok 4?
Claude 3.7 Sonnet leads SWE-bench at 70.3% vs 58.6%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Claude 3.7 Sonnet output tokens are $15/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.7 Sonnet or Grok 4?
Grok 4 has the lower time-to-first-token (230 ms vs 240 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 3.7 Sonnet and Grok 4 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

  • news · Feb 25, 2025

    Claude 3.7 Sonnet stays as a historical hybrid-reasoning baseline

Similar Head-to-Head Comparisons

All Claude 3.7 Sonnet matchups →|All Grok 4 matchups →
Claude 3.7 Sonnet vs Claude 3.5 Sonnet (previous sonnet)Claude 3.7 Sonnet vs Claude Sonnet 4 (next sonnet)Grok 4 vs Grok 3 (previous grok)Grok 4 vs Grok 4.6 (next grok)Claude Opus 4.5 vs Grok 4Claude Opus 4.6 vs Grok 4