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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  2. Comparisons
  3. Grok 4 vs Amazon: Nova Pro 1.0

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Grok 4 vs Amazon: Nova Pro 1.0 benchmark

In this head-to-head showdown, Amazon: Nova Pro 1.0 is more budget-friendly at $3.2/1M 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 Amazon: Nova Pro 1.0 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Grok 4 (0)Amazon: Nova Pro 1.0 (3)
Grok 4
0 of 3 Wins
Competitive baseline across remaining benchmarks
Amazon: Nova Pro 1.0
3 of 3 Wins
✓Input price✓Output price✓Context window
xAI
Grok 4

Previous xAI flagship.

Grok 4.0Elo 1,488$15/1M out
amazon
Leads 3 of 3 metrics
Amazon: Nova Pro 1.0

Auto-discovered from OpenRouter (amazon/nova-pro-v1). Preview until a second source matches.

$3.1999999999999997/1M out

Grok 4 Series Lineage & Sibling Variants

2 models

Currently comparing Grok 4 vs Amazon: Nova Pro 1.0. Alternative family tiers available.

Active: Grok 4
Grok 4.6$6
Top Rival Showdowns for Grok 4
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderAmazon: Nova Pro 1.0 Wins

Amazon: Nova Pro 1.0

$3.1999999999999997 / 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

Grok 4 (6)vsAmazon: Nova Pro 1.0 (3)
Grok 4: 6W (67%)Overall: Grok 4Amazon: Nova Pro 1.0: 3W (33%)
← Grok 4Amazon: Nova Pro 1.0 →
🏆Grok 4(4/5)

Intelligence & Reasoning

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

Benchmark
Grok 4vsAmazon: Nova Pro 1.0
Preference Elo
1,488vs—
Coding Elo
—vs—
SWE-bench
58.6%vs—
LiveBench
64.1%vs—
GPQA Diamond
79%vs—
Grok 4: 4WAmazon: Nova Pro 1.0: 0W
🏆Grok 4(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Grok 4vsAmazon: Nova Pro 1.0
Output speed
98 tok/svs—
Time to first token
230 msvs—
Grok 4: 2WAmazon: Nova Pro 1.0: 0W
🏆Amazon: Nova Pro 1.0(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Grok 4vsAmazon: Nova Pro 1.0
Output price
$15/1Mvs$3.2/1M+$11.8/1M
Input price
$3/1Mvs$0.8/1M+$2.2/1M
Context window
256kvs300k+44k
Grok 4: 0WAmazon: Nova Pro 1.0: 3W

Side-by-Side Benchmark Matrix

Preference Elo
Grok 41,488
lmarena · Aug 17, 2026
Amazon: Nova Pro 1.0—
LiveBench
Grok 464.1%
livebench · Aug 17, 2026
Amazon: Nova Pro 1.0—
SWE-bench
Grok 458.6%
swebench · Aug 17, 2026
Amazon: Nova Pro 1.0—
GPQA Diamond
Grok 479%
seed-bootstrap · Aug 1, 2026
Amazon: Nova Pro 1.0—
Time to first token
Grok 4230 ms
seed-bootstrap · Aug 1, 2026
Amazon: Nova Pro 1.0—
Output speed
Grok 498 tok/s
seed-bootstrap · Aug 1, 2026
Amazon: Nova Pro 1.0—
Input price+$2.2/1M
Grok 4$3/1M
seed-bootstrap · Aug 1, 2026
Amazon: Nova Pro 1.0$0.8/1M
openrouter · Aug 17, 2026
Output price+$11.8/1M
Grok 4$15/1M
seed-bootstrap · Aug 1, 2026
Amazon: Nova Pro 1.0$3.2/1M
openrouter · Aug 17, 2026
Context window+44k
Grok 4256k
seed-bootstrap · Aug 1, 2026
Amazon: Nova Pro 1.0300k
openrouter · Aug 17, 2026
BenchmarkGrok 4Amazon: Nova Pro 1.0Advantage Delta
Preference Elo
1,488
lmarena · Aug 17, 2026
——
LiveBench
64.1%
livebench · Aug 17, 2026
——
SWE-bench
58.6%
swebench · Aug 17, 2026
——
GPQA Diamond
79%
seed-bootstrap · Aug 1, 2026
——
Time to first token
230 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
98 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.8/1M
openrouter · Aug 17, 2026
+$2.2/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$3.2/1M
openrouter · Aug 17, 2026
+$11.8/1M
Context window
256k
seed-bootstrap · Aug 1, 2026
300k
openrouter · Aug 17, 2026
+44k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 77% with Amazon: Nova Pro 1.0
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Grok 4$330.00 / mo
In: $105Out: $225
Amazon: Nova Pro 1.0$76.00 / mo
In: $28Out: $48
Estimated Cost Delta

Amazon: Nova Pro 1.0 is estimated to save $254.00/month ($3,048/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Amazon: Nova Pro 1.0:Pick Amazon: Nova Pro 1.0 when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatAmazon: Nova Pro 1.0

Lower output list price ($3.2/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGAmazon: Nova Pro 1.0

Larger window (300k).

Screenshots / visionGrok 4

Grok 4 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatAmazon: Nova Pro 1.0Lower output list price ($3.2/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGAmazon: Nova Pro 1.0Larger window (300k).
Screenshots / visionGrok 4Grok 4 is the side marked multimodal in the catalog.

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.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
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
amazon

Amazon: Nova Pro 1.0

Elo n/a
SWE-bench—
Speed (tok/s)300k
Input / 1M Tokens$0.8/1M
Output / 1M Tokens$3.2/1M

Frequently Asked Questions

Which is better overall, Grok 4 or Amazon: Nova Pro 1.0?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Grok 4 or Amazon: Nova Pro 1.0?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
Amazon: Nova Pro 1.0 output tokens are $3.2/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Grok 4 or Amazon: Nova Pro 1.0?
We do not have TTFT for both models.
Which has the larger context window?
Amazon: Nova Pro 1.0 accepts 300k tokens versus 256k.
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. Grok 4 and Amazon: Nova Pro 1.0 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

Similar Head-to-Head Comparisons

All Grok 4 matchups →|All Amazon: Nova Pro 1.0 matchups →
Grok 4 vs Grok 3 (previous grok)Grok 4 vs Grok 4.6 (next grok)Gemini 2.0 Flash Thinking vs Grok 4Gemini 3 Flash vs Grok 4Yi-Lightning vs Grok 4Doubao Pro 1.5 vs Grok 4